H.P Lovecraft and Poe text generator.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Recurrent neural networks for H.P Lovecraft text generation\n",
    "\n",
    "\"The color out of space\" is one of my favorite tales from Lovecraft, i will use it(as well as others as the call of cthulhu) to create a recurrent neural network in tensorflow that learns his style and generates new text in his style\n",
    "\n",
    "This network is based off of Andrej Karpathy's [post on RNNs](http://karpathy.github.io/2015/05/21/rnn-effectiveness/) and [implementation in Torch](https://github.com/karpathy/char-rnn) and an example from \"Deep Learning Nanodegree\" on udacity. Also, some information [here at r2rt](http://r2rt.com/recurrent-neural-networks-in-tensorflow-ii.html) and from [Sherjil Ozair](https://github.com/sherjilozair/char-rnn-tensorflow) on GitHub. \n",
    "\n",
    "## General architecture using \"Long short term memory\" units in the recurrent layers\n",
    "\n",
    "<img src=\"assets/charseq.jpeg\" width=\"500\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time\n",
    "from collections import namedtuple\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from nltk.tokenize import word_tokenize\n",
    "import nltk\n",
    "import itertools\n",
    "import matplotlib.pyplot as plt\n",
    "from time import gmtime, strftime ,localtime\n",
    "import shutil\n",
    "import os.path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Run only the  first time nltk is used to download language\n",
    "#nltk.download()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define conf variables and hyper parameteters "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "mode = \"characters\" #characters or words\n",
    "\n",
    "epochs = 3\n",
    "batch_size = 64       # Sequences per batch\n",
    "num_steps = 400         # Number of sequence steps per batch\n",
    "lstm_size = 2048         # Size of hidden layers in LSTMs\n",
    "num_layers = 2          # Number of LSTM layers\n",
    "learning_rate = 0.000075 # Learning rate\n",
    "keep_prob = 1# Dropout keep probability\n",
    "negative_sampled = 100 #in words mode ,how many negative words to sample to improve trainint time\n",
    "\n",
    "resume_from_checkpoint = True\n",
    "delete_checkpoints  = False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mode = \"characters\" #characters or words\n",
    "\n",
    "epochs = 8\n",
    "batch_size = 64       # Sequences per batch\n",
    "num_steps = 100         # Number of sequence steps per batch\n",
    "lstm_size = 1500         # Size of hidden layers in LSTMs\n",
    "num_layers = 2          # Number of LSTM layers\n",
    "learning_rate = 0.002 # Learning rate\n",
    "keep_prob = 1# Dropout keep probability\n",
    "negative_sampled = 1000 #in words mode ,how many negative words to sample to improve trainint time\n",
    "\n",
    "resume_from_checkpoint = False\n",
    "delete_checkpoints  = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "if not resume_from_checkpoint and delete_checkpoints and os.path.exists(\"./checkpoints/\"):\n",
    "    shutil.rmtree(\"./checkpoints/\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define base text\n",
    "Once trained ,the network can take base text and a sequence size and generate new text using base text as first characters in the sequence. For every element in base text wi will create a list that will store generated text as training goes, to be able to compare results between steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "text_to_try = [\"In the first place\",\"the night before\",\"horror\",\"creature\",\"night\",\"dream\",\"thing\",\"That night\",\"mountain\",\"Ammi\",\"Cthulhu\",\"raven\",\"bird\",\"nevermore\",\"dead\",\"The bird\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Function that separates text into tokens(for whitespace characters, only new line is implemented, missing tabs and others="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['H',\n",
       " 'e',\n",
       " 'l',\n",
       " 'l',\n",
       " 'o',\n",
       " ',',\n",
       " ' ',\n",
       " 'm',\n",
       " 'y',\n",
       " ' ',\n",
       " 'n',\n",
       " 'a',\n",
       " 'm',\n",
       " 'e',\n",
       " ' ',\n",
       " 'i',\n",
       " 's',\n",
       " ' ',\n",
       " 'L',\n",
       " 'u',\n",
       " 'i',\n",
       " 's',\n",
       " ' ',\n",
       " 'L',\n",
       " 'e',\n",
       " 'a',\n",
       " 'l',\n",
       " '!',\n",
       " '\\n',\n",
       " '\\n',\n",
       " 'F',\n",
       " 'r',\n",
       " 'o',\n",
       " 'm',\n",
       " ' ',\n",
       " 'G',\n",
       " 'u',\n",
       " 'a',\n",
       " 't',\n",
       " 'e',\n",
       " 'm',\n",
       " 'a',\n",
       " 'l',\n",
       " 'a']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def tokenize_by_words(text):\n",
    "    text = text.replace(\"\\n\",\" new_line_token \")\n",
    "    tokens = []\n",
    "    splitted =[[word_tokenize(w),' ']for w in text.split()]\n",
    "    splitted = list(itertools.chain(*list(itertools.chain(*splitted))))\n",
    "    \n",
    "    token_list = []\n",
    "    i = 0\n",
    "    while i < len(splitted):\n",
    "        if splitted[i] == \"new_line_token\":\n",
    "            if   token_list[-1]==\" \":\n",
    "                token_list[-1] = splitted[i]\n",
    "            else:\n",
    "                token_list.append(splitted[i])\n",
    "            i+=1\n",
    "        else:\n",
    "            token_list.append(splitted[i])\n",
    "        i+=1\n",
    "    \n",
    "    return token_list\n",
    "\n",
    "def tokenize_by_characters(text):\n",
    "    return list(text)\n",
    "\n",
    "def tokenize_text(text,mode=\"characters\"):\n",
    "    if mode == \"characters\":\n",
    "        return tokenize_by_characters(text)\n",
    "    elif mode == \"words\":\n",
    "        return tokenize_by_words(text)\n",
    "    \n",
    "tokenize_text(\"Hello, my name is Luis Leal!\\n\\nFrom Guatemala\",mode)\n",
    "#tokenize_text(\"Hello, my name is Luis Leal!\\n\\nFrom Guatemala\",\"words\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we'll load the text file and convert it into integers for our network to use. Here I'm creating a couple dictionaries to convert the characters to and from integers. Encoding the characters as integers makes it easier to use as input in the network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "with open('corpus.txt', 'r') as f:\n",
    "    text=f.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vocab = set(tokenize_text(text,mode))\n",
    "vocab_to_int = {c: i for i, c in enumerate(vocab)}\n",
    "int_to_vocab = dict(enumerate(vocab))\n",
    "n_vocab = len(vocab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get a little portion of text for validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tokenized_text = tokenize_text(text,mode)\n",
    "encoded_dataset = np.array([vocab_to_int[c] for c in tokenized_text if c in vocab_to_int], dtype=np.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "validation_size = batch_size * num_steps #create a single baty\n",
    "validation_start_index = len(encoded_dataset) - validation_size\n",
    "\n",
    "encoded = encoded_dataset[:validation_start_index]\n",
    "encoded_val = encoded_dataset[validation_start_index:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ognac, Brown. I'll go on in a moment,\n",
      "Gregory....\n",
      "\n",
      "'Well, I felt to the right, and my fingers touche\n"
     ]
    }
   ],
   "source": [
    "def encoded_to_text(encoded):\n",
    "    return \"\".join([int_to_vocab[number] for number in encoded])\n",
    "\n",
    "print(encoded_to_text(encoded_val[0:100]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "val_text =encoded_to_text(encoded_val)\n",
    "text = encoded_to_text(encoded)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check out the first 100 characters of train and validation, make sure everything is peachy.  line of a book ever."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'THE COLOUR OUT OF SPACE\\n\\nWest of Arkham the hills rise wild, and there are valleys with deep woods t'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "text[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"ognac, Brown. I'll go on in a moment,\\nGregory....\\n\\n'Well, I felt to the right, and my fingers touche\""
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "val_text[:100]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we can see the characters encoded as integersin both train and validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 14, 126,  13,  23, 108,  60, 100,  60,  45,  82,  23,  60,  45,\n",
       "        14,  23,  60, 119,  23,  94, 117, 113, 108,  13,  53,  53,  59,\n",
       "       103,  22,  71,  23, 120,   6,  23, 113,   2,  36,  98,  63,  27,\n",
       "        23,  71,  98, 103,  23,  98,  91,  88,  88,  22,  23,   2,  91,\n",
       "        22, 103,  23,  96,  91,  88,  93,  83,  23,  63,  79,  93,  23,\n",
       "        71,  98, 103,   2, 103,  23,  63,   2, 103,  23, 118,  63,  88,\n",
       "        88, 103,  54,  22,  23,  96,  91,  71,  98,  23,  93, 103, 103,\n",
       "       116,  23,  96, 120, 120,  93,  22,  23,  71], dtype=int32)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoded[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([120,  34,  79,  63,  20,  83,  23,  32,   2, 120,  96,  79,  48,\n",
       "        23,  44,  84,  88,  88,  23,  34, 120,  23, 120,  79,  23,  91,\n",
       "        79,  23,  63,  23,  27, 120,  27, 103,  79,  71,  83,  53,  26,\n",
       "         2, 103,  34, 120,   2,  54,  48,  48,  48,  48,  53,  53,  84,\n",
       "        59, 103,  88,  88,  83,  23,  44,  23,   6, 103,  88,  71,  23,\n",
       "        71, 120,  23,  71,  98, 103,  23,   2,  91,  34,  98,  71,  83,\n",
       "        23,  63,  79,  93,  23,  27,  54,  23,   6,  91,  79,  34, 103,\n",
       "         2,  22,  23,  71, 120,  38,  20,  98, 103], dtype=int32)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "encoded_val[0:100]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the network is working with individual english tokens, it's similar to a classification problem in which we are trying to predict the next character from the previous text.  Here's how many 'classes' our network has to pick from."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "127"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(vocab)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Making training mini-batches\n",
    "\n",
    "Here is where we'll make our mini-batches for training. Remember that we want our batches to be multiple sequences of some desired number of sequence steps. Considering a simple example, our batches would look like this:\n",
    "\n",
    "<img src=\"assets/sequence_batching@1x.png\" width=500px>\n",
    "\n",
    "\n",
    "<br>\n",
    "We have our text encoded as integers as one long array in `encoded`. Let's create a function that will give us an iterator for our batches. I like using [generator functions](https://jeffknupp.com/blog/2013/04/07/improve-your-python-yield-and-generators-explained/) to do this. Then we can pass `encoded` into this function and get our batch generator.\n",
    "\n",
    "The first thing we need to do is discard some of the text so we only have completely full batches. Each batch contains $N \\times M$ characters, where $N$ is the batch size (the number of sequences) and $M$ is the number of steps. Then, to get the number of batches we can make from some array `arr`, you divide the length of `arr` by the batch size. Once you know the number of batches and the batch size, you can get the total number of characters to keep.\n",
    "\n",
    "After that, we need to split `arr` into $N$ sequences. You can do this using `arr.reshape(size)` where `size` is a tuple containing the dimensions sizes of the reshaped array. We know we want $N$ sequences (`n_seqs` below), let's make that the size of the first dimension. For the second dimension, you can use `-1` as a placeholder in the size, it'll fill up the array with the appropriate data for you. After this, you should have an array that is $N \\times (M * K)$ where $K$ is the number of batches.\n",
    "\n",
    "Now that we have this array, we can iterate through it to get our batches. The idea is each batch is a $N \\times M$ window on the array. For each subsequent batch, the window moves over by `n_steps`. We also want to create both the input and target arrays. Remember that the targets are the inputs shifted over one character. You'll usually see the first input character used as the last target character, so something like this:\n",
    "```python\n",
    "y[:, :-1], y[:, -1] = x[:, 1:], x[:, 0]\n",
    "```\n",
    "where `x` is the input batch and `y` is the target batch.\n",
    "\n",
    "The way I like to do this window is use `range` to take steps of size `n_steps` from $0$ to `arr.shape[1]`, the total number of steps in each sequence. That way, the integers you get from `range` always point to the start of a batch, and each window is `n_steps` wide."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_batches(arr, n_seqs, n_steps):\n",
    "    '''Create a generator that returns batches of size\n",
    "       n_seqs x n_steps from arr.\n",
    "       \n",
    "       Arguments\n",
    "       ---------\n",
    "       arr: Array you want to make batches from\n",
    "       n_seqs: Batch size, the number of sequences per batch\n",
    "       n_steps: Number of sequence steps per batch\n",
    "    '''\n",
    "    # Get the batch size and number of batches we can make\n",
    "    batch_size = n_seqs * n_steps \n",
    "    n_batches =  len(arr)//batch_size\n",
    "    \n",
    "    # Keep only enough characters to make full batches\n",
    "    arr =  arr[:n_batches*batch_size]\n",
    "    \n",
    "    # Reshape into n_seqs rows\n",
    "    arr = arr.reshape((n_seqs,-1))\n",
    "    \n",
    "    for n in range(0, arr.shape[1], n_steps):\n",
    "        # The features\n",
    "        x = arr[:,n:n+n_steps]\n",
    "        # The targets, shifted by one\n",
    "        y = np.zeros(x.shape)\n",
    "        y[:,:-1],y[:,-1] = x[:,1:] ,x[:,0]\n",
    "        yield x, y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now I'll make my data sets and we can check out what's going on here. Here I'm going to use a batch size of 10 and 50 sequence steps."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "batches = get_batches(encoded, 10, 50)\n",
    "x, y = next(batches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "x\n",
      " [[ 14 126  13  23 108  60 100  60  45  82]\n",
      " [ 22  83  23  44  23  63  27  23  98  63]\n",
      " [103  23 103  63   2  71  98  23  98  63]\n",
      " [ 23  63  23  27 120  79  71  98  23  22]\n",
      " [  6  23  98  91  22  23 120  96  79  23]\n",
      " [ 23 111 103  34  38  91  88 103  23  71]\n",
      " [ 71  23  96  98  91  20  98  23  93   2]\n",
      " [111 120 120  36  22  23  22  71 120  88]\n",
      " [103  22 125  23  22 120  23  71  98  63]\n",
      " [ 63  34  38 103  23 116  63  91  79  23]]\n",
      "\n",
      "y\n",
      " [[126.  13.  23. 108.  60. 100.  60.  45.  82.  23.]\n",
      " [ 83.  23.  44.  23.  63.  27.  23.  98.  63.   2.]\n",
      " [ 23. 103.  63.   2.  71.  98.  23.  98.  63.  93.]\n",
      " [ 63.  23.  27. 120.  79.  71.  98.  23.  22.  91.]\n",
      " [ 23.  98.  91.  22.  23. 120.  96.  79.  23.  93.]\n",
      " [111. 103.  34.  38.  91.  88. 103.  23.  71.  98.]\n",
      " [ 23.  96.  98.  91.  20.  98.  23.  93.   2. 103.]\n",
      " [120. 120.  36.  22.  23.  22.  71. 120.  88. 103.]\n",
      " [ 22. 125.  23.  22. 120.  23.  71.  98.  63.  71.]\n",
      " [ 34.  38. 103.  23. 116.  63.  91.  79.  23.  38.]]\n"
     ]
    }
   ],
   "source": [
    "print('x\\n', x[:10, :10])\n",
    "print('\\ny\\n', y[:10, :10])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building the model\n",
    "\n",
    "Below is where you'll build the network. We'll break it up into parts so it's easier to reason about each bit. Then we can connect them up into the whole network.\n",
    "\n",
    "<img src=\"assets/charRNN.png\" width=500px>\n",
    "\n",
    "\n",
    "### Inputs\n",
    "\n",
    "First off we'll create our input placeholders. As usual we need placeholders for the training data and the targets. We'll also create a placeholder for dropout layers called `keep_prob`. This will be a scalar, that is a 0-D tensor. To make a scalar, you create a placeholder without giving it a size."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_inputs(batch_size, num_steps):\n",
    "    ''' Define placeholders for inputs, targets, and dropout \n",
    "    \n",
    "        Arguments\n",
    "        ---------\n",
    "        batch_size: Batch size, number of sequences per batch\n",
    "        num_steps: Number of sequence steps in a batch\n",
    "        \n",
    "    '''\n",
    "    # Declare placeholders we'll feed into the graph\n",
    "    inputs = tf.placeholder(tf.int32,[batch_size,num_steps],name=\"inputs\")\n",
    "    targets = tf.placeholder(tf.int32,[batch_size,num_steps],name=\"targets\")\n",
    "    \n",
    "    # Keep probability placeholder for drop out layers\n",
    "    keep_prob = tf.placeholder(tf.float32,name=\"keep_prob\")\n",
    "    \n",
    "    return inputs, targets, keep_prob"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### LSTM Cell\n",
    "\n",
    "Here we will create the LSTM cell we'll use in the hidden layer. We'll use this cell as a building block for the RNN. So we aren't actually defining the RNN here, just the type of cell we'll use in the hidden layer.\n",
    "\n",
    "We first create a basic LSTM cell with\n",
    "\n",
    "```python\n",
    "lstm = tf.contrib.rnn.BasicLSTMCell(num_units)\n",
    "```\n",
    "\n",
    "where `num_units` is the number of units in the hidden layers in the cell. Then we can add dropout by wrapping it with \n",
    "\n",
    "```python\n",
    "tf.contrib.rnn.DropoutWrapper(lstm, output_keep_prob=keep_prob)\n",
    "```\n",
    "You pass in a cell and it will automatically add dropout to the inputs or outputs. Finally, we can stack up the LSTM cells into layers with [`tf.contrib.rnn.MultiRNNCell`](https://www.tensorflow.org/versions/r1.0/api_docs/python/tf/contrib/rnn/MultiRNNCell). With this, you pass in a list of cells and it will send the output of one cell into the next cell. For example,\n",
    "\n",
    "```python\n",
    "tf.contrib.rnn.MultiRNNCell([cell]*num_layers)\n",
    "```\n",
    "\n",
    "This might look a little weird if you know Python well because this will create a list of the same `cell` object. However, TensorFlow will create different weight matrices for all `cell` objects. Even though this is actually multiple LSTM cells stacked on each other, you can treat the multiple layers as one cell.\n",
    "\n",
    "We also need to create an initial cell state of all zeros. This can be done like so\n",
    "\n",
    "```python\n",
    "initial_state = cell.zero_state(batch_size, tf.float32)\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_lstm(lstm_size, num_layers, batch_size, keep_prob):\n",
    "    ''' Build LSTM cell.\n",
    "    \n",
    "        Arguments\n",
    "        ---------\n",
    "        keep_prob: Scalar tensor (tf.placeholder) for the dropout keep probability\n",
    "        lstm_size: Size of the hidden layers in the LSTM cells\n",
    "        num_layers: Number of LSTM layers\n",
    "        batch_size: Batch size\n",
    "\n",
    "    '''\n",
    "    ### Build the LSTM Cell\n",
    "    # Use a basic LSTM cell\n",
    "    # Add dropout to the cell outputs\n",
    "    # Stack up multiple LSTM layers, for deep learning\n",
    "    cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.DropoutWrapper( tf.contrib.rnn.BasicLSTMCell(lstm_size),output_keep_prob = keep_prob) for _ in range(num_layers)])\n",
    "    initial_state = cell.zero_state(batch_size,tf.float32)\n",
    "    \n",
    "    return cell, initial_state"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RNN Output\n",
    "\n",
    "Here we'll create the output layer. We need to connect the output of the RNN cells to a full connected layer with a softmax output. The softmax output gives us a probability distribution we can use to predict the next character, so we want this layer to have size $C$, the number of classes/characters we have in our text.\n",
    "\n",
    "If our input has batch size $N$, number of steps $M$, and the hidden layer has $L$ hidden units, then the output is a 3D tensor with size $N \\times M \\times L$. The output of each LSTM cell has size $L$, we have $M$ of them, one for each sequence step, and we have $N$ sequences. So the total size is $N \\times M \\times L$. \n",
    "\n",
    "We are using the same fully connected layer, the same weights, for each of the outputs. Then, to make things easier, we should reshape the outputs into a 2D tensor with shape $(M * N) \\times L$. That is, one row for each sequence and step, where the values of each row are the output from the LSTM cells. We get the LSTM output as a list, `lstm_output`. First we need to concatenate this whole list into one array with [`tf.concat`](https://www.tensorflow.org/api_docs/python/tf/concat). Then, reshape it (with `tf.reshape`) to size $(M * N) \\times L$.\n",
    "\n",
    "One we have the outputs reshaped, we can do the matrix multiplication with the weights. We need to wrap the weight and bias variables in a variable scope with `tf.variable_scope(scope_name)` because there are weights being created in the LSTM cells. TensorFlow will throw an error if the weights created here have the same names as the weights created in the LSTM cells, which they will be default. To avoid this, we wrap the variables in a variable scope so we can give them unique names.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_output(lstm_output, in_size, out_size):\n",
    "    ''' Build a softmax layer, return the softmax output and logits.\n",
    "    \n",
    "        Arguments\n",
    "        ---------\n",
    "        \n",
    "        lstm_output: List of output tensors from the LSTM layer\n",
    "        in_size: Size of the input tensor, for example, size of the LSTM cells\n",
    "        out_size: Size of this softmax layer\n",
    "    \n",
    "    '''\n",
    "    print(lstm_output)\n",
    "    # Reshape output so it's a bunch of rows, one row for each step for each sequence.\n",
    "    # Concatenate lstm_output over axis 1 (the columns)\n",
    "    seq_output = tf.concat(lstm_output,axis=1)\n",
    "    # Reshape seq_output to a 2D tensor with lstm_size columns\n",
    "    x = tf.reshape(seq_output,[-1,in_size])\n",
    "    # Connect the RNN outputs to a softmax layer\n",
    "    with tf.variable_scope('softmax'):\n",
    "        # Create the weight and bias variables here\n",
    "        softmax_w = tf.Variable(tf.truncated_normal((in_size, out_size),stddev=0.1))\n",
    "        softmax_b = tf.Variable(tf.zeros([out_size]))\n",
    "    \n",
    "    # Since output is a bunch of rows of RNN cell outputs, logits will be a bunch\n",
    "    # of rows of logit outputs, one for each step and sequence\n",
    "    logits =  tf.add(tf.matmul(x,softmax_w),softmax_b) \n",
    "    \n",
    "    # Use softmax to get the probabilities for predicted characters\n",
    "    out = tf.nn.softmax(logits,name =\"out\")\n",
    "    \n",
    "    return out, logits,softmax_w,softmax_b,x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training loss\n",
    "\n",
    "Next up is the training loss. We get the logits and targets and calculate the softmax cross-entropy loss. First we need to one-hot encode the targets, we're getting them as encoded characters. Then, reshape the one-hot targets so it's a 2D tensor with size $(M*N) \\times C$ where $C$ is the number of classes/characters we have. Remember that we reshaped the LSTM outputs and ran them through a fully connected layer with $C$ units. So our logits will also have size $(M*N) \\times C$.\n",
    "\n",
    "Then we run the logits and targets through `tf.nn.softmax_cross_entropy_with_logits` and find the mean to get the loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_loss(lstm_output,logits, targets, lstm_size, num_classes,softmax_w,softmax_b):\n",
    "    ''' Calculate the loss from the logits and the targets.\n",
    "    \n",
    "        Arguments\n",
    "        ---------\n",
    "        logits: Logits from final fully connected layer\n",
    "        targets: Targets for supervised learning\n",
    "        lstm_size: Number of LSTM hidden units\n",
    "        num_classes: Number of classes in targets\n",
    "        \n",
    "    '''\n",
    "    # One-hot encode targets and reshape to match logits, one row per sequence per step\n",
    "    y_one_hot = tf.one_hot(targets,num_classes)\n",
    "    y_reshaped =  tf.reshape(y_one_hot,logits.get_shape())\n",
    "    \n",
    "    \n",
    "    # Softmax cross entropy loss\n",
    "    if mode == \"characters\":\n",
    "        loss = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(logits=logits,labels=y_reshaped))\n",
    "    elif mode == \"words\":\n",
    "        loss = tf.reduce_mean(tf.nn.sampled_softmax_loss(tf.transpose(softmax_w),softmax_b,tf.reshape(tf.argmax( y_reshaped,axis = 1),shape=(y_reshaped.get_shape()[0],1)),tf.concat(lstm_output,axis=1),negative_sampled,len(vocab)))\n",
    "    \n",
    "    return loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimizer\n",
    "\n",
    "Here we build the optimizer. Normal RNNs have have issues gradients exploding and disappearing. LSTMs fix the disappearance problem, but the gradients can still grow without bound. To fix this, we can clip the gradients above some threshold. That is, if a gradient is larger than that threshold, we set it to the threshold. This will ensure the gradients never grow overly large. Then we use an AdamOptimizer for the learning step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def build_optimizer(loss, learning_rate, grad_clip,global_step):\n",
    "    ''' Build optmizer for training, using gradient clipping.\n",
    "    \n",
    "        Arguments:\n",
    "        loss: Network loss\n",
    "        learning_rate: Learning rate for optimizer\n",
    "        global_step: to control the total number of train steps\n",
    "    \n",
    "    '''\n",
    "    \n",
    "    # Optimizer for training, using gradient clipping to control exploding gradients\n",
    "    tvars = tf.trainable_variables()\n",
    "    grads, _ = tf.clip_by_global_norm(tf.gradients(loss, tvars), grad_clip)\n",
    "    train_op = tf.train.AdamOptimizer(learning_rate)\n",
    "    optimizer = train_op.apply_gradients(zip(grads, tvars),global_step)\n",
    "    \n",
    "    return optimizer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build the network\n",
    "\n",
    "Now we can put all the pieces together and build a class for the network. To actually run data through the LSTM cells, we will use [`tf.nn.dynamic_rnn`](https://www.tensorflow.org/versions/r1.0/api_docs/python/tf/nn/dynamic_rnn). This function will pass the hidden and cell states across LSTM cells appropriately for us. It returns the outputs for each LSTM cell at each step for each sequence in the mini-batch. It also gives us the final LSTM state. We want to save this state as `final_state` so we can pass it to the first LSTM cell in the the next mini-batch run. For `tf.nn.dynamic_rnn`, we pass in the cell and initial state we get from `build_lstm`, as well as our input sequences. Also, we need to one-hot encode the inputs before going into the RNN. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class CharRNN:\n",
    "    \n",
    "    def __init__(self, num_classes, batch_size=64, num_steps=50, \n",
    "                       lstm_size=128, num_layers=2, learning_rate=0.001, \n",
    "                       grad_clip=5, sampling=False,device = \"/device:GPU:0\"):\n",
    "    \n",
    "        # When we're using this network for sampling later, we'll be passing in\n",
    "        # one character at a time, so providing an option for that\n",
    "        if sampling == True:\n",
    "            batch_size, num_steps = 1, 1\n",
    "        else:\n",
    "            batch_size, num_steps = batch_size, num_steps\n",
    "\n",
    "        tf.reset_default_graph()\n",
    "        \n",
    "        with tf.device(device):\n",
    "            self.global_step_tensor = tf.Variable(0,trainable=False,name = \"global_step\")\n",
    "            # Build the input placeholder tensors\n",
    "            self.inputs, self.targets, self.keep_prob = build_inputs(batch_size,num_steps)\n",
    "            # Build the LSTM cell\n",
    "            cell, self.initial_state = build_lstm(lstm_size,num_layers,batch_size,self.keep_prob)\n",
    "            ### Run the data through the RNN layers\n",
    "            # First, one-hot encode the input tokens\n",
    "            x_one_hot = tf.one_hot(self.inputs,num_classes)\n",
    "\n",
    "            self.grad_clip  = grad_clip\n",
    "            # Run each sequence step through the RNN with tf.nn.dynamic_rnn \n",
    "            outputs, state = tf.nn.dynamic_rnn(cell,x_one_hot,initial_state=self.initial_state)\n",
    "            self.final_state = state\n",
    "\n",
    "            # Get softmax predictions and logits\n",
    "            self.prediction, self.logits ,self.softmax_w,self.softmax_b,self.lstm_output_reshaped  = build_output(outputs,lstm_size,num_classes)\n",
    "\n",
    "            # Loss and optimizer (with gradient clipping)\n",
    "            self.loss =  build_loss(self.lstm_output_reshaped ,self.logits,self.targets,lstm_size,num_classes,self.softmax_w,self.softmax_b)\n",
    "            self.optimizer = build_optimizer(self.loss,learning_rate,grad_clip,self.global_step_tensor)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hyperparameters\n",
    "\n",
    "Here are the hyperparameters for the network.\n",
    "\n",
    "* `batch_size` - Number of sequences running through the network in one pass.\n",
    "* `num_steps` - Number of characters in the sequence the network is trained on. Larger is better typically, the network will learn more long range dependencies. But it takes longer to train. 100 is typically a good number here.\n",
    "* `lstm_size` - The number of units in the hidden layers.\n",
    "* `num_layers` - Number of hidden LSTM layers to use\n",
    "* `learning_rate` - Learning rate for training\n",
    "* `keep_prob` - The dropout keep probability when training. If you're network is overfitting, try decreasing this.\n",
    "\n",
    "Here's some good advice from Andrej Karpathy on training the network:. \n",
    "\n",
    "> ## Tips and Tricks\n",
    "\n",
    ">### Monitoring Validation Loss vs. Training Loss\n",
    ">If you're somewhat new to Machine Learning or Neural Networks it can take a bit of expertise to get good models. The most important quantity to keep track of is the difference between your training loss (printed during training) and the validation loss (printed once in a while when the RNN is run on the validation data (by default every 1000 iterations)). In particular:\n",
    "\n",
    "> - If your training loss is much lower than validation loss then this means the network might be **overfitting**. Solutions to this are to decrease your network size, or to increase dropout. For example you could try dropout of 0.5 and so on.\n",
    "> - If your training/validation loss are about equal then your model is **underfitting**. Increase the size of your model (either number of layers or the raw number of neurons per layer)\n",
    "\n",
    "> ### Approximate number of parameters\n",
    "\n",
    "> The two most important parameters that control the model are `lstm_size` and `num_layers`. I would advise that you always use `num_layers` of either 2/3. The `lstm_size` can be adjusted based on how much data you have. The two important quantities to keep track of here are:\n",
    "\n",
    "> - The number of parameters in your model. This is printed when you start training.\n",
    "> - The size of your dataset. 1MB file is approximately 1 million characters.\n",
    "\n",
    ">These two should be about the same order of magnitude. It's a little tricky to tell. Here are some examples:\n",
    "\n",
    "> - I have a 100MB dataset and I'm using the default parameter settings (which currently print 150K parameters). My data size is significantly larger (100 mil >> 0.15 mil), so I expect to heavily underfit. I am thinking I can comfortably afford to make `lstm_size` larger.\n",
    "> - I have a 10MB dataset and running a 10 million parameter model. I'm slightly nervous and I'm carefully monitoring my validation loss. If it's larger than my training loss then I may want to try to increase dropout a bit and see if that helps the validation loss.\n",
    "\n",
    "> ### Best models strategy\n",
    "\n",
    ">The winning strategy to obtaining very good models (if you have the compute time) is to always err on making the network larger (as large as you're willing to wait for it to compute) and then try different dropout values (between 0,1). Whatever model has the best validation performance (the loss, written in the checkpoint filename, low is good) is the one you should use in the end.\n",
    "\n",
    ">It is very common in deep learning to run many different models with many different hyperparameter settings, and in the end take whatever checkpoint gave the best validation performance.\n",
    "\n",
    ">By the way, the size of your training and validation splits are also parameters. Make sure you have a decent amount of data in your validation set or otherwise the validation performance will be noisy and not very informative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def get_number_of_parameters():\n",
    "    total_parameters = 0\n",
    "    for variable in tf.trainable_variables():\n",
    "        shape = variable.get_shape()\n",
    "        #print(shape)\n",
    "        #print(len(shape))\n",
    "        variable_parameters = 1\n",
    "        \n",
    "        for dim in shape:\n",
    "            #print(dim)\n",
    "            variable_parameters*=dim.value\n",
    "        #print(variable_parameters)\n",
    "        total_parameters+= variable_parameters\n",
    "    return total_parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def pick_top_n(preds, vocab_size, top_n=5):\n",
    "    p = np.squeeze(preds)\n",
    "    p[np.argsort(p)[:-top_n]] = 0\n",
    "    p = p / np.sum(p)\n",
    "    c = np.random.choice(vocab_size, 1, p=p)[0]\n",
    "    return c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time for training\n",
    "\n",
    "This is typical training code, passing inputs and targets into the network, then running the optimizer. Here we also get back the final LSTM state for the mini-batch. Then, we pass that state back into the network so the next batch can continue the state from the previous batch. And every so often (set by `save_every_n`) I save a checkpoint.\n",
    "\n",
    "Here I'm saving checkpoints with the format\n",
    "\n",
    "`i{iteration number}_l{# hidden layer units}.ckpt`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "losses = {\"train\":[],\"validation\":[]}\n",
    "x_steps = list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"rnn/transpose_1:0\", shape=(64, 100, 1500), dtype=float32, device=/device:GPU:0)\n",
      "WARNING:tensorflow:From <ipython-input-25-0b1c7a500aa6>:19: softmax_cross_entropy_with_logits (from tensorflow.python.ops.nn_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "\n",
      "Future major versions of TensorFlow will allow gradients to flow\n",
      "into the labels input on backprop by default.\n",
      "\n",
      "See @{tf.nn.softmax_cross_entropy_with_logits_v2}.\n",
      "\n",
      "Training starting at time: 2019-10-24 22:43:42\n",
      "Number of parameters: 27964627 Dataset size: 6260920\n",
      "Epoch: 1/8...  Training Step: 1...  Training loss: 4.8390...  Val loss: 3.9136...  0.6951 sec/batch\n",
      "Epoch: 1/8...  Training Step: 101...  Training loss: 2.3507...  Val loss: 2.5060...  0.3423 sec/batch\n",
      "Epoch: 1/8...  Training Step: 201...  Training loss: 1.9664...  Val loss: 2.1122...  0.3450 sec/batch\n",
      "Epoch: 1/8...  Training Step: 301...  Training loss: 1.7519...  Val loss: 1.9205...  0.3438 sec/batch\n",
      "Epoch: 1/8...  Training Step: 401...  Training loss: 1.6831...  Val loss: 1.7890...  0.3437 sec/batch\n",
      "Epoch: 1/8...  Training Step: 501...  Training loss: 1.5682...  Val loss: 1.6860...  0.3425 sec/batch\n",
      "Epoch: 1/8...  Training Step: 601...  Training loss: 1.4616...  Val loss: 1.6391...  0.3452 sec/batch\n",
      "Epoch: 1/8...  Training Step: 701...  Training loss: 1.5134...  Val loss: 1.6122...  0.3438 sec/batch\n",
      "Epoch: 1/8...  Training Step: 801...  Training loss: 1.3318...  Val loss: 1.5572...  0.3473 sec/batch\n",
      "Epoch: 1/8...  Training Step: 901...  Training loss: 1.3213...  Val loss: 1.5360...  0.3440 sec/batch\n",
      "Epoch 1/8 time:461.4298379421234...  finished at 2019-10-24 22:51:25\n",
      "Epoch: 2/8...  Training Step: 1001...  Training loss: 1.3474...  Val loss: 1.5100...  0.3423 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1101...  Training loss: 1.3235...  Val loss: 1.5107...  0.3444 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1201...  Training loss: 1.3245...  Val loss: 1.4894...  0.3417 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1301...  Training loss: 1.2762...  Val loss: 1.4739...  0.3436 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1401...  Training loss: 1.2612...  Val loss: 1.5034...  0.3444 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1501...  Training loss: 1.2538...  Val loss: 1.4769...  0.3443 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1601...  Training loss: 1.2501...  Val loss: 1.4762...  0.3437 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1701...  Training loss: 1.1958...  Val loss: 1.4698...  0.3465 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1801...  Training loss: 1.2076...  Val loss: 1.4383...  0.3443 sec/batch\n",
      "Epoch: 2/8...  Training Step: 1901...  Training loss: 1.1701...  Val loss: 1.4465...  0.3422 sec/batch\n",
      "Epoch 2/8 time:475.89022874832153...  finished at 2019-10-24 22:59:21\n",
      "Epoch: 3/8...  Training Step: 2001...  Training loss: 1.1599...  Val loss: 1.4578...  0.3446 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2101...  Training loss: 1.1879...  Val loss: 1.4744...  0.3422 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2201...  Training loss: 1.2106...  Val loss: 1.4638...  0.3441 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2301...  Training loss: 1.1559...  Val loss: 1.4671...  0.3463 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2401...  Training loss: 1.1324...  Val loss: 1.4748...  0.3463 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2501...  Training loss: 1.1624...  Val loss: 1.4642...  0.3475 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2601...  Training loss: 1.1707...  Val loss: 1.4771...  0.3449 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2701...  Training loss: 1.1288...  Val loss: 1.4611...  0.3414 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2801...  Training loss: 1.1010...  Val loss: 1.4628...  0.3426 sec/batch\n",
      "Epoch: 3/8...  Training Step: 2901...  Training loss: 1.1034...  Val loss: 1.4676...  0.3486 sec/batch\n",
      "Epoch 3/8 time:459.6604416370392...  finished at 2019-10-24 23:07:01\n",
      "Epoch: 4/8...  Training Step: 3001...  Training loss: 1.1042...  Val loss: 1.4751...  0.3437 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3101...  Training loss: 1.1198...  Val loss: 1.4640...  0.3463 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3201...  Training loss: 1.0970...  Val loss: 1.4848...  0.3465 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3301...  Training loss: 1.0868...  Val loss: 1.5056...  0.3436 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3401...  Training loss: 1.1026...  Val loss: 1.5018...  0.3450 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3501...  Training loss: 1.0883...  Val loss: 1.4825...  0.3439 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3601...  Training loss: 1.0849...  Val loss: 1.4990...  0.3444 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3701...  Training loss: 1.0893...  Val loss: 1.5051...  0.3454 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3801...  Training loss: 1.0762...  Val loss: 1.5059...  0.3445 sec/batch\n",
      "Epoch: 4/8...  Training Step: 3901...  Training loss: 1.0504...  Val loss: 1.5038...  0.3428 sec/batch\n",
      "Epoch 4/8 time:462.7448778152466...  finished at 2019-10-24 23:14:43\n",
      "Epoch: 5/8...  Training Step: 4001...  Training loss: 1.0580...  Val loss: 1.5213...  0.3468 sec/batch\n",
      "Epoch: 5/8...  Training Step: 4101...  Training loss: 1.0403...  Val loss: 1.5146...  0.3431 sec/batch\n",
      "Epoch: 5/8...  Training Step: 4201...  Training loss: 1.0370...  Val loss: 1.5202...  0.3463 sec/batch\n",
      "Epoch: 5/8...  Training Step: 4301...  Training loss: 1.0170...  Val loss: 1.5331...  0.3458 sec/batch\n",
      "Epoch: 5/8...  Training Step: 4401...  Training loss: 1.0036...  Val loss: 1.5781...  0.3456 sec/batch\n",
      "Epoch: 5/8...  Training Step: 4501...  Training loss: 1.0196...  Val loss: 1.5301...  0.3465 sec/batch\n",
      "Epoch: 5/8...  Training Step: 4601...  Training loss: 1.0163...  Val loss: 1.5375...  0.3414 sec/batch\n",
      "Epoch: 5/8...  Training Step: 4701...  Training loss: 1.0323...  Val loss: 1.5526...  0.3424 sec/batch\n",
      "Epoch: 5/8...  Training Step: 4801...  Training loss: 1.0118...  Val loss: 1.5411...  0.3444 sec/batch\n",
      "Epoch 5/8 time:467.4977090358734...  finished at 2019-10-24 23:22:31\n",
      "Epoch: 6/8...  Training Step: 4901...  Training loss: 1.0101...  Val loss: 1.5245...  0.3486 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5001...  Training loss: 0.9856...  Val loss: 1.5781...  0.3467 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5101...  Training loss: 0.9890...  Val loss: 1.5668...  0.3461 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5201...  Training loss: 0.9848...  Val loss: 1.5662...  0.3438 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5301...  Training loss: 0.9790...  Val loss: 1.5826...  0.3459 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5401...  Training loss: 0.9749...  Val loss: 1.5793...  0.3437 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5501...  Training loss: 0.9771...  Val loss: 1.5863...  0.3438 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5601...  Training loss: 0.9974...  Val loss: 1.5729...  0.3440 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5701...  Training loss: 0.9894...  Val loss: 1.5832...  0.3430 sec/batch\n",
      "Epoch: 6/8...  Training Step: 5801...  Training loss: 0.9804...  Val loss: 1.5722...  0.3447 sec/batch\n",
      "Epoch 6/8 time:463.14249205589294...  finished at 2019-10-24 23:30:14\n",
      "Epoch: 7/8...  Training Step: 5901...  Training loss: 0.9570...  Val loss: 1.6006...  0.3483 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6001...  Training loss: 0.9696...  Val loss: 1.6033...  0.3434 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6101...  Training loss: 0.9520...  Val loss: 1.5761...  0.3434 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6201...  Training loss: 0.9297...  Val loss: 1.5995...  0.3439 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6301...  Training loss: 0.9395...  Val loss: 1.6384...  0.3432 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6401...  Training loss: 0.9703...  Val loss: 1.6169...  0.3492 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6501...  Training loss: 0.9251...  Val loss: 1.6247...  0.3427 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6601...  Training loss: 0.9373...  Val loss: 1.6237...  0.3486 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6701...  Training loss: 0.9280...  Val loss: 1.6241...  0.3492 sec/batch\n",
      "Epoch: 7/8...  Training Step: 6801...  Training loss: 0.9273...  Val loss: 1.6190...  0.3420 sec/batch\n",
      "Epoch 7/8 time:458.5453109741211...  finished at 2019-10-24 23:37:53\n",
      "Epoch: 8/8...  Training Step: 6901...  Training loss: 0.8953...  Val loss: 1.5982...  0.3417 sec/batch\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 8/8...  Training Step: 7001...  Training loss: 0.8784...  Val loss: 1.6585...  0.3467 sec/batch\n",
      "Epoch: 8/8...  Training Step: 7101...  Training loss: 0.9046...  Val loss: 1.6279...  0.3440 sec/batch\n",
      "Epoch: 8/8...  Training Step: 7201...  Training loss: 0.9035...  Val loss: 1.6522...  0.3419 sec/batch\n",
      "Epoch: 8/8...  Training Step: 7301...  Training loss: 0.8686...  Val loss: 1.6627...  0.3450 sec/batch\n",
      "Epoch: 8/8...  Training Step: 7401...  Training loss: 0.8838...  Val loss: 1.6384...  0.3472 sec/batch\n",
      "Epoch: 8/8...  Training Step: 7501...  Training loss: 0.8842...  Val loss: 1.6693...  0.3526 sec/batch\n",
      "Epoch: 8/8...  Training Step: 7601...  Training loss: 0.8967...  Val loss: 1.6697...  0.3441 sec/batch\n",
      "Epoch: 8/8...  Training Step: 7701...  Training loss: 0.8750...  Val loss: 1.6400...  0.3423 sec/batch\n",
      "Epoch: 8/8...  Training Step: 7801...  Training loss: 0.8768...  Val loss: 1.6378...  0.3474 sec/batch\n",
      "Epoch 8/8 time:466.45857524871826...  finished at 2019-10-24 23:45:39\n",
      "Training ending at time: 2019-10-24 23:45:40\n",
      "Trainint total time: 3718.0790543556213\n"
     ]
    }
   ],
   "source": [
    "#epochs = 1\n",
    "# Save every N iterations\n",
    "save_every_n =10\n",
    "print_loss_every_n = 100\n",
    "sample_every = 500\n",
    "print_epoch_time_every = 1\n",
    "\n",
    "\n",
    "model = CharRNN(len(vocab), batch_size=batch_size, num_steps=num_steps,\n",
    "                lstm_size=lstm_size, num_layers=num_layers, \n",
    "                learning_rate=learning_rate,device=\"/device:GPU:0\")\n",
    "    #print(\"after model\")\n",
    "\n",
    "saver = tf.train.Saver(max_to_keep=5)\n",
    "print(\"Training starting at time:\",strftime(\"%Y-%m-%d %H:%M:%S\", localtime()))\n",
    "train_start_time = time.time()\n",
    "with tf.Session(config=tf.ConfigProto(log_device_placement=True,allow_soft_placement= True)) as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    print(\"Number of parameters:\",get_number_of_parameters(),\"Dataset size:\",len(encoded))\n",
    "    #print(\"after initializer\")\n",
    "    if resume_from_checkpoint:\n",
    "        latest_checkpoint = tf.train.latest_checkpoint('checkpoints')\n",
    "        saver.restore(sess, latest_checkpoint)\n",
    "    counter = 0\n",
    "    for e in range(epochs):\n",
    "        # Train network\n",
    "        epoch_start = time.time()\n",
    "\n",
    "        new_state = sess.run(model.initial_state)\n",
    "        loss = 0\n",
    "        for x, y in get_batches(encoded, batch_size, num_steps):\n",
    "\n",
    "\n",
    "            start = time.time()\n",
    "            feed = {model.inputs: x,\n",
    "                        model.targets: y,\n",
    "                        model.keep_prob: keep_prob,\n",
    "                        model.initial_state: new_state}\n",
    "            batch_loss, new_state, _ = sess.run([model.loss, \n",
    "                                                     model.final_state, \n",
    "                                                     model.optimizer], \n",
    "                                                     feed_dict=feed)\n",
    "\n",
    "\n",
    "            end = time.time()\n",
    "            if counter%print_loss_every_n == 0:\n",
    "                val_batches = get_batches(encoded_val,int(len(encoded_val)/num_steps),num_steps)\n",
    "                x_val,y_val = next(val_batches)\n",
    "\n",
    "                val_dict = {model.inputs: x_val,\n",
    "                                model.targets: y_val,\n",
    "                                model.keep_prob: 1,\n",
    "                                model.initial_state: new_state}\n",
    "\n",
    "                val_loss,prediction = sess.run([model.loss,model.prediction],feed_dict=val_dict)\n",
    "\n",
    "                losses[\"train\"].append(batch_loss)\n",
    "                losses[\"validation\"].append(val_loss)\n",
    "\n",
    "\n",
    "                global_step = tf.train.global_step(sess,model.global_step_tensor)\n",
    "                x_steps.append(global_step)\n",
    "\n",
    "                print('Epoch: {}/{}... '.format(e+1, epochs),\n",
    "                          'Training Step: {}... '.format(global_step),\n",
    "                          'Training loss: {:.4f}... '.format(batch_loss),\n",
    "                          'Val loss: {:.4f}... '.format(val_loss),\n",
    "                          '{:.4f} sec/batch'.format((end-start)))\n",
    "\n",
    "            if (counter % save_every_n == 0):\n",
    "                global_step = tf.train.global_step(sess,model.global_step_tensor)\n",
    "                saver.save(sess, \"checkpoints/m{}_i{}_l{}.ckpt\".format(mode,global_step, lstm_size))\n",
    "\n",
    "            counter += 1\n",
    "                #learning_rate*=0.75\n",
    "                #model.optimizer = build_optimizer(model.loss,learning_rate,model.grad_clip,model.global_step_tensor)\n",
    "\n",
    "        epoch_end = time.time()\n",
    "\n",
    "\n",
    "        if ((e+1) % print_epoch_time_every== 0):\n",
    "            print('Epoch {}/{} time:{}...'.format(e+1,epochs,epoch_end-epoch_start),\n",
    "                     \" finished at\",strftime(\"%Y-%m-%d %H:%M:%S\", localtime()))\n",
    "\n",
    "\n",
    "    global_step = tf.train.global_step(sess,model.global_step_tensor)\n",
    "    saver.save(sess, \"checkpoints/m{}_i{}_l{}.ckpt\".format(mode,global_step, lstm_size))\n",
    "\n",
    "print(\"Training ending at time:\",strftime(\"%Y-%m-%d %H:%M:%S\", localtime()))\n",
    "print(\"Trainint total time:\",time.time()-train_start_time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvMAAAH0CAYAAACw6KLyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f802ad210b8>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 250,
       "width": 377
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x_steps,losses[\"train\"],label=\"Train loss\")\n",
    "plt.plot(x_steps,losses[\"validation\"],label=\"Validation loss\")\n",
    "plt.legend()\n",
    "_ = plt.ylim()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Saved checkpoints\n",
    "\n",
    "Read up on saving and loading checkpoints here: https://www.tensorflow.org/programmers_guide/variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "checkpoints = tf.train.get_checkpoint_state('checkpoints')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sampling final trained model\n",
    "\n",
    "Now that the network is trained, we'll can use it to generate new text. The idea is that we pass in a character, then the network will predict the next character. We can use the new one, to predict the next one. And we keep doing this to generate all new text. I also included some functionality to prime the network with some text by passing in a string and building up a state from that.\n",
    "\n",
    "The network gives us predictions for each character. To reduce noise and make things a little less random, I'm going to only choose a new character from the top N most likely characters.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def sample(checkpoint, n_samples, lstm_size, vocab_size, prime=\"The \",mode=\"characters\"):\n",
    "    print(mode)\n",
    "    samples = tokenize_text(prime,mode)\n",
    "    model = CharRNN(len(vocab), lstm_size=lstm_size, sampling=True)\n",
    "    saver = tf.train.Saver()\n",
    "    with tf.Session(config=tf.ConfigProto(log_device_placement=True,allow_soft_placement= True)) as sess:\n",
    "        saver.restore(sess, checkpoint)\n",
    "        new_state = sess.run(model.initial_state)\n",
    "        for c in tokenize_text(prime,mode):\n",
    "            x = np.zeros((1, 1))\n",
    "            x[0,0] = vocab_to_int[c]\n",
    "            feed = {model.inputs: x,\n",
    "                    model.keep_prob: 1.,\n",
    "                    model.initial_state: new_state}\n",
    "            preds, new_state = sess.run([model.prediction, model.final_state], \n",
    "                                         feed_dict=feed)\n",
    "\n",
    "        c = pick_top_n(preds, len(vocab))\n",
    "        samples.append(int_to_vocab[c])\n",
    "\n",
    "        for i in range(n_samples):\n",
    "            x[0,0] = c\n",
    "            feed = {model.inputs: x,\n",
    "                    model.keep_prob: 1.,\n",
    "                    model.initial_state: new_state}\n",
    "            preds, new_state = sess.run([model.prediction, model.final_state], \n",
    "                                         feed_dict=feed)\n",
    "\n",
    "            c = pick_top_n(preds, len(vocab))\n",
    "            samples.append(int_to_vocab[c])\n",
    "        \n",
    "    return ''.join(samples).replace(\"new_line_token\",\"\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, pass in the path to a checkpoint and sample from the network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'checkpoints/mcharacters_i7824_l1500.ckpt'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.train.latest_checkpoint('checkpoints')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate new text from \"base\" text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n"
     ]
    }
   ],
   "source": [
    "\n",
    "checkpoint = tf.train.latest_checkpoint('checkpoints')\n",
    "\n",
    "\n",
    "samples = list()\n",
    "for text in text_to_try:\n",
    "    #print(\"------------------------\",text)\n",
    "    samples.append( sample(checkpoint, 500, lstm_size, len(vocab), prime=text,mode=mode))\n",
    "    #print(samp)\n",
    "    #print(\"------------------------\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------ In the first place\n",
      "In the first place that went on again, and to the companionship of our thirst would all set it about the hour of that part of the night, as they have trod by my position. And it went by us in that place of the red and second torch, towards musing the earth. And this telling of this was a fear and thought; and seemed not to be comforted.\n",
      "\n",
      "And, in this place, as we did go, there was a great strength in the night; and I was shaken about for a sweet and wise against the cliff; and I did begin the Diskos; so that they \n",
      "------------------------\n",
      "------------------------ the night before\n",
      "the night before. This was a celling of a blasphemy in the soul of our soldiers;\n",
      "    These treasures were to be all lost to me, and whose surroundings are set to a conscience of dismal marble pictures, and to try to those that we did not learn and die. But in the end, however, there came a gorilla from the Massachuces the thoughts of some day battless which comets after my eyes.\n",
      "\n",
      "And I could not have known it without armed, as that I had my first tried speech; and so, indeed, it was set to this day so silen that\n",
      "------------------------\n",
      "------------------------ horror\n",
      "horror was to come back; save for a change and secret herost, and it is not then again. Yet well about us was sufficient to make a noise as a shield in the hour; and so did I come to the cliff, and did begin again to comfort it; yet whilst that I should know it to be as she did miss me, I caught the Diskoe within a great way; and the way that I should come back and say that I was anigh, and to have comfort with me, that she did accele and dead with Missouris. And surely, there came a great led than how\n",
      "------------------------\n",
      "------------------------ creature\n",
      "creature and estimable spirits, and\n",
      "with some very suscipive bubbling that left its forbiddeness with any known sail in the dark, and that wild weather because\n",
      "the sound he thought throughout them were the most incomprehensible of the superiority of the peasantry. A man of duty had not been destined, and that he was not discovered by hushed thoroughly solitary survivors. At twenty yards, almost in its roof our companionship three or four students of his solution had been dead or continued, which was a li\n",
      "------------------------\n",
      "------------------------ night\n",
      "night. Who were there? Are those who will escape in the darkness, and that was there, as it will be beset the country silence of the Great Ones.\n",
      "\n",
      "But, truly, it did appear, as is wigged to be of the same monstrous age thaa brought me still; and the bleak weapon did so that strange thousand same deep days after, and I was shaking by my fancy, and searched as I crouched the Monsters, where was the sea beast, with my feet. For the spider clothes were there, wandered into that mighty hold of the moss-bush\n",
      "------------------------\n",
      "------------------------ dream\n",
      "dreams together, with my feet and tortured the cause. And I could not say whether I had gone mad. As it was in my son, I called for the Destruction that h thereof should be like to have the Night-Hearing. For, surely, there had croobed and certain pains within the end, as you shall see; for they made no most security.\n",
      "\n",
      "Yeting it was to mean an olden sunset of the Power of the Mighty Pyramid; and suching it with a sudden adaptage of the North, andeth the Mighty Pyramid that I did mind to gathe h skings\n",
      "------------------------\n",
      "------------------------ thing\n",
      "thing that had been an extraordinary companion, and were so uneasy rather to the sorrows of the same.\n",
      "\n",
      "And this we were come setting backward, with the hearts of a giddy way that was too greatly content, and somewhiles to my perversness than that we should cast the Master-Word into the Pain of Reason, which should be of learned and monstrous and uncertainness.\n",
      "\n",
      "And we then turned then there from the church, and drew a search upon the boulders, the distance from the rock, and down the shining of the fi\n",
      "------------------------\n",
      "------------------------ That night\n",
      "That night through the labyrinths. And see that I had to be gone on the sudden shine, and sounded the mind at last.\n",
      "\n",
      "And thereafter I staggered at the mist-chaking of that place; and it was a lovely human in an enchantment that stood in her eyes; yet had I seen no worse time to the eighteenth hour. And then there was nowhere to be near us in my body, and I then to know that it was the compass to take me unto my rulious ear; for it was now a true chill pasturing; and the true hummed on that side, and was se\n",
      "------------------------\n",
      "------------------------ mountain\n",
      "mountain of concealment.\n",
      "\n",
      "And so was to be aware; and had surely a disgues that was no longer, because that this whole memory-side dreamt of late, there was the first they had never seen such an ancient; but, in truth, this sidishment around the seventeenth hour, we set the compative to the threshold of the Mig. Pit in abeyond the earth, there to come the two sides, through the night, and our seat with the sole graceful fit that did lie; and the body that was now all a-taused; but were this no answer. An\n",
      "------------------------\n",
      "------------------------ Ammi\n",
      "Ammi then reminded them; and he spoke of the latter and manner of the comfort. But this was at first travel in the hand of th s three weeks before; and the whole second, feeble, weighing and meaning, was almost in the same moment. Touching and I secured the beloved by my pitify in an instant.\n",
      "\n",
      "Yet after that I had gather this refore, as I made no move; for I was so easy to sense my task in the dark and sensible moments, which did steal from the belief of my herbeauth.\n",
      "\n",
      "That same meature I went downwa\n",
      "------------------------\n",
      "------------------------ Cthulhu\n",
      "Cthulhu Ward accosted me, as it was, and\n",
      "thu but all there could be no longth. They were not a day; and so did I feel that my sense and fear, sh  did be now seeming surely an hypory talk; so that, as I did that to this end, I to go backward over me, and to look with a sweet and with rest or that, that we should look outward again with a sudden memight of their maid.\n",
      "\n",
      "And I caught the Maid into miles, and did go upward upon the edge of the rock. And the Maid went nigh to this place with a strong resolvin\n",
      "------------------------\n",
      "------------------------ raven\n",
      "raven and sentry-cold and still. And so we did creep the passage within the spirit,a which was now grown unto a countreas, and did send it a wise that should come unto me, or of death.\n",
      "\n",
      "And all did that I mind you again. And in a moment that I had no knowledge of the Master-Word, because of this speech, that I had come so fast unto slumber; yet it was now a part of the Darkness; and this way with my past through the night, and doth some time in the half-gloom and in mine arms, and so should all to thi\n",
      "------------------------\n",
      "------------------------ bird\n",
      "birds, but which, from some way clear they had truly dinastered, that the vast heart achabod\n",
      "enters to the south. But the man was a little rise than in that ancestor-Indiad circle of desolation, and all this state of the picture in which\n",
      "he is almost substantially seen as still as possible.\n",
      "They would then say her own way of terror as to sacrifice as he was absolutely necessary, if not altogether\n",
      "accounts from the habits and personalities of the madman in which\n",
      "he has an entry to themselves, which wo\n",
      "------------------------\n",
      "------------------------ nevermore\n",
      "nevermore.\n",
      "\n",
      "Now, presently, I woulp her throat set off one by one and set the metatheries of the cave, and they had changed forth, and with a steep and hearty-like contraction into the dark, and had not been common from a cloud, and had begun tuding a pause in a strong chain beyond the far backward passages. And they had a custod on them, because of all the deep ones to bring us to this conception of the hot au spirit sand that the dull Monsters had dreamed before in my soul, as was I perceived, that I sh\n",
      "------------------------\n",
      "------------------------ dead\n",
      "dead miles.\n",
      "     Only three great mountains were thrilling and crying into the wood, and were told up the whole street that were above the side of the heavy place. And there was that. At least a strong and uglified constant was the ship until they had flown all through side and tightly followed by another dance.\n",
      "\n",
      "I had seen six of the murmurs of the cities, and that they were not the memories of setting or rubbery or magic; and the strange things met in the searchers of the sea; and the character of \n",
      "------------------------\n",
      "------------------------ The bird\n",
      "The bird-come to the cave. And the gates took the straps for every sight, it would be a child, and touched her and turned anger and crawled upon his hand with a stirred jouriny.\n",
      "\n",
      "And presently, I was come to a pity, and thus should cry as the strap to the\n",
      "earth, as it were the same, and a great crying of water and straims, so that I made not gird across to the side of that time. Then to this lip on midney of these stare and trees the weak buildes of my left and thed to the edge of the flame. And there ca\n",
      "------------------------\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(text_to_try)):\n",
    "    text = text_to_try[i]\n",
    "    generated = samples[i]\n",
    "    print(\"------------------------\",text)\n",
    "    print(generated)\n",
    "    print(\"------------------------\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "model_checkpoint_path: \"checkpoints/mcharacters_i7824_l1500.ckpt\"\n",
       "all_model_checkpoint_paths: \"checkpoints/mcharacters_i7791_l1500.ckpt\"\n",
       "all_model_checkpoint_paths: \"checkpoints/mcharacters_i7801_l1500.ckpt\"\n",
       "all_model_checkpoint_paths: \"checkpoints/mcharacters_i7811_l1500.ckpt\"\n",
       "all_model_checkpoint_paths: \"checkpoints/mcharacters_i7821_l1500.ckpt\"\n",
       "all_model_checkpoint_paths: \"checkpoints/mcharacters_i7824_l1500.ckpt\""
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tf.train.get_checkpoint_state('checkpoints')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "The old folk have gone away. Then the drink they down there, and saw that the world did go unto the side. And the second hill did curb wet itself, and did lie strange and clumsy with the great shadop of the brute. And the strange ticking of the Diskos did sulpar, steam, above ages; sandinating; and the gates reached into an instant. And there came a stink and hearty day of the shore; but there was twice a sound in that part of the night; so that we were now that they must escape the body in a sudden way; for the shouts of beings sometimes still in an instant. And, in a time, suddenly I could not doubt but that I should come to an ugly sweeping, and did go across the Diskos, and I went not immediately.\n",
      "\n",
      "And surely, in a little while was I got two feet above.and should be there something there in the nighe before me, I made a go dowar into the darkness; and she to cry aroud a little, and seemed; and surely I to have cheerful, before that I was treater, that did be helping a little to make the lack of sleeping. Yet he to need to be naught safe, save with me.\n",
      "\n",
      "And, in verity, I did have the Diskos ready, and surel that I came but to hear inteltions, but in a moment that I could no more teasi.ness than have knowledge of our feet.\n",
      "\n",
      "And, in a moment, screening in a little, I saw that thisire did go between the Earth-Current, and did crost the side of the Gorge, as that it seemed something more able to escape from the tree, as they did wot that we contain our ways. And surely the thing did come anigh to us, which was beyond the other, and so to haste to the bottoman of the look of the sea. And this way to be an utter care downward from the earth and to that side, about name, she to come along to me, as I have told.\n",
      "\n",
      "And I walkt slowlp and turned very still and with the Diskos; and afterward, she doth know against my love and death, if that I know whethes I did learn what she to think; save that I should but take no improper thought to the North; and I to bunned the Diskos upon the girl which I told Mine Own, dearing there among the trees, and had grown so full of pain in mine arms as I have told. And I to look about again with my pouch, as it were that it should be; and in an hour, whilst that I should burn with the crook, I perceived that I was so desired.tnesu to be anigh to my way.\n",
      "\n",
      "Now, in all, even as I have to hear, I saw that it was something put to my rest; and afterward did seem sudden that I gat myself to the cloth. And so shall you know it; yet there did, it seem wise a sound, that had come a great way off, and did leap outward a green which I had called, and sureli this thing did prove me, and so that I saw horror all that did seem to creep the most to thick in that deeth andaheard place.\n",
      "\n",
      "And I to be a good milumen, and the Dyctors come there upon my back; yet with no sure knowing. And I to have no say to you; for, in truth, it did seem to my surious by my sight; and I set the two of the tablets, and did be as of days in the bed bat-ward; but the seeking was grown very husht, as that the ship's turning to my knees; and, truly, i meat the first to be that we might come to that place, and watched then for the last to throw out the red glance that came to us, and the compass and the roaring of my great heart and utter silence. And these I saw that they did choke a warmth, so that I was glowing anxious in the heart; and I set forth to throat, and take a noise also a sweet wonderment, and set me to go back to them, with an utter beautific island.\n",
      "\n",
      "And sudden, after that I had called Mine Own, and was come again to this little matter; and the Maid waked my head to beat her hand.\n",
      "\n",
      "And when I was so silent, that she stay mine arm of the ravo, and was sore prudent, as we do sot wakeful in the same moment; but to have a comfort ago.\n",
      "     Now there did chime only that stretch from the tree, I to mine armour to be for a time, and she to have comfort within her, that she might have an estate from this place; and to be all gone in volition to them to be in the heart of that one nohal; but only to love her before this place; so that I was so utter weak.\n",
      "\n",
      "And this I had taught no haste; for I had no maid no sure thing; but yet do shake a good fight. But our speec callness hath strangely touaced; and truly this ways to be set and to be all gone ashadous with this end; and tender me there with Mine Own; and they that shine in all that did be wisdom to make the call; eve before that we hated the Maid; but they now to go towa time, and surely her griev go to grow horrid-looking in a half-light, as I have told.\n",
      "\n",
      "And in the first day, as I did love my thought to be in that part; and to be very weak, and the wishing of her heart did half with a new anded for her disobeden; and surely she did binder somewhat a-search against it and to make a great steam; and afterward smote my hands upon the outward side, and when she touched the greatfr part of the gorge, an hour slip hunt about her, and I lifted her, and shouted the cloak above her weeping, in a pale-\n"
     ]
    }
   ],
   "source": [
    "generated = sample(checkpoint, 5000, lstm_size, len(vocab), prime=\"The old folk have gone away\",mode=mode)\n",
    "print(generated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "The thing that should not be too small. To this day I saw that the tablet had become very low and clothes, and seemed to be the merrytric fining of a wondrous danger. And she to let me that I strive that she might come to that place, because that there had been always the cause of the stream that did be free to be the firm of his man; yet without bring this way again upon us.\n",
      "\n",
      "Now, presently, she took his hand onward; and the man to come dowh utter anxious against any free that did go through the gap, and did leep very strong and with a love now and then.\n",
      "\n",
      "And when this was angered, I saw that I was come unto my sight and to the little cave; and so should I sit at her to teeth; and I had her to say down a small rock; and she to kiss me very swift to perceive my so love. Yet, truly, in her heart taken the Man guarding a little spy glass to my back; and I put her a hand into mine, and slipt her hand aghing into a small hit hour and six hours; and the Diskos did run, with a love foalish eye-places in his head.\n",
      "\n",
      "And in a long while there was nothing to my passage, and did serve that way in the looming of the fire-hill.\n",
      "\n",
      "And the Maid went backward upon the edge, and so que an utter aid for her walking; yet with no memories, and to have not kiss for her.\n",
      "\n",
      "Then I went four and down upon the rock, and slipt my hand after to hark; and immediately she smit me the master-boiling, and she did be wakeful onward; you time to have knowledge of her; and truly I to love her for a while, very should it be thought that she did be so dreadly to my recollection; and surely she to have no further proper words for a great way. Yet,shave, it doth be as that it were to shine and six places of the everlasting night, that was so stern and great in the heart before; and, in verity, such a Main doth be an utter strange fit that had been turned and to be in horror; but of a murmur to hearken, in that moment to come after her, so that the monstrousrous bloodthing of my dullings did be safe and somewise.\n",
      "\n",
      "Yet, in verity, there came no clear shining in the nighld battle; and so should I go to the follow, and to have not the second place to be fifty and thirty. And there did come insurements unto it. But in a moment, in that moment should I go now with adventuring of the Master-Word; so that this way in the Night Land did make no sound, when that we did be; for we to go onwaughful and to think upon the earth, or to have a great shoe in the darkness, ere ever we did be to the heart; but yet, as I did think, the Monster Men that did be in the sides of the Gorge, the Master Monstruwacan; so that I could nowise sleep. And surely the Maid set the scrip agait, and the Diskos did make to laugh; and I set mine arm about her, and went on again this way and that way and to make track that we escape; and in a moment did shine in the boulders, and did begioned the Diskos from my hi one morning; and they went unto my sight. But, indeed, no doubt ceased no more; but to be alway that I did perceive my nest; but yet was it stirred in my brain, and did begin to lost this way that she did be a glad compass;\n",
      "fearing the sandy then, whilst that we come downward amid the moss-bushes.\n",
      "\n",
      "And I watched there at a time and saw, and the blind that should come behind me very sober and strong; but did climb the cloak above us, and was grown very lost in the body of the cloud about mine, and her little feet did but smooth vagueless and steadfast into the hiding o ethelfies. And, in verity, you to have meanwhile my thought in an ever and the most, and to be taken in the safety, and surely he was somewise as all dedry-berth. And surely I to have awakenedness to keep my heart and saw my heart into my heart.\n",
      "\n",
      "And she was awakened and cut away so quiet as I might; but yet were so utter and dry as my sight did brink upon her hand.\n",
      "\n",
      "And I slept from my knees, to the raft; and I knew that she did be so strong.\n",
      "\n",
      "And I said our table, with a gentle knowledge of the work; but truly this made to show that she did be too great in her danger. And, in verity, such a Main to be something put in health a way that did be in the border of the world is being a dear One, as that there did be strange things in the deepness of the sea, so that there was nowhere any sight of it upon the earth; but only another was whistling; for it to have been a way of chill and trouble unto it; but yet did I feel that some Men did seem to be all gone from our backward above this matter; yet, half the way of our majoring, the Monster M DEOn.\n",
      "\n",
      "And I stood in the fourth hour, we had gone upward to the rock, through the dark and wondrous trouble and to take a lantholness through the great shoes.\n",
      "\n",
      "And I was a great strong child, and to have comfort and girl the macking of; and, indeed, I was awhile started, by the side of the Gorge, and did but set us uncont a deep and plain, as that som thirty had come to the fire-hole, and was crouching in one moment.\n",
      "\n",
      "And surely, it might be that the beg as that I should come to another side; and thiswise were the most dulled in the end to see the gladness. Yet would I go as that the Maid did pause; so that I did be come anigh unto me, and to know that she had been lost huelder and watching.\n",
      "\n",
      "And we went upward again in the night, and did resist the times upon the other, with an odd thought to the chance; for it was so to my right; for there was no more in all the moss-bushes. And this-way is it a dread and uncertain fear; and in that time, as you do see, I was so to show my soul that I should kee the chief pleasure and to taste; but what did have the spieez it within my soul as an horrid thinking of the Might stootheast; and this to be but such oddly, in the first; but yet was a great stroke for her, that have a certain despair. And, in verity, there toese things about me the thinking of the North-Whate.\n",
      "\n",
      "And, truly, I did thinst to make a comfort; for it was not a lovely dreadful thing; though, truly, it were a domination that we did be able to cast through the Gorge, and did be the lovely dreadful in all the night and dread of the Gorge, or of a slimber that was named; and that in one end of t e hour, I made some time against such trickets abroad the mouth-part of the Gorge, and so to have carefus an heart a little in all that hour more; but to have begun to know that I was so sure that it had n weakness, but only to say that all that dark people over the Land, the Least Redoubt and Life. And, surely it to have been something plain for my sleep; so that I might keep within the end sudden we did be an hundred good hours, and the Maid to be that she show an heart time, as we stay to the Maid; and she to laugh athir again, everywhere, and after to eat the strolled feet that did be first discoverably; so that I was a clean way off, as it might be in my sight, and did shake to my rest dread in a little moment, and was stoned and seeming gone from my sleep. And it did be a disturbed thing,ithn garment that I did begin again with the heart; and surely it to be as that it did know of an utter great heart.\n",
      "\n",
      "And I made no wotted nor that danger or tablet with that same adventuring to my slumber, that there to be a dazed thing; as it were better that there had been no ea an hundred thousand years; and the body did appear near slyeway unto the Master Monstruwacan; and this I perceived that she had no mistake; but to this enonger unto the Maid in mine, so well as I.\n",
      "\n",
      "And presently, I to go with a great speed, and turned faith and did go to my sight; and immediately, after the firstach, I creep then and to make a calm one; and I heard the Maid to the path and did be far beyond the side.\n",
      "\n",
      "And she to look the Diskos very gentle; and I smt out unto the earth; and immediately she saw a pain of her, and the Diskos did smitch and stood very dainty. And, in verity something I took the scrip and the pouch, and the boulder in my hand; and in a moment to be thus characaut that I did be so long with her dear body. And after I had thought, I had come to my waking, I saw it was so sweet under that; for the Humpt Men did begin to cry aught. But, indeed, there did be no sight of the Master-Word in thatn unkisscar; for it did seem that the Maid to look very bright and preternable; and there did be no croaking to me; as that it did appear also in the dark part of the Gorge, as that they stampt the cloak above us. And the Dumblan sal dying, and doth have heast to know in the end, and to have come anigh unto the House, and did be as of the same.\n",
      "\n",
      "And they made a pause, and did be to the first, as tha grim Maching did live above the edge of the great weapon, and did ran there in that dark; and I smote my soul that it came again in my breast.\n",
      "\n",
      "And I went all-wash to the right while it to make a glare but only as I did leap; but was stood and bid the green of the Master-Word; but not bitter to the cliff that did catch for a pillow; yet, in truth, it was now true tnatures to the below. Yet, in verity, this doth be some way to creep out of the good hour-motter with the Mighty Pyrimid; and, indeed, this did seem a new comfort, and the way that the Maid had the Master Monstruwacan; but only that we did but to be glad to catch it; but yet did seem presently to come in the heart; and to have been there a little man but that we contrive to find a wonder of the Master-Word, and that, as I shall think, it were not the weak and strong all od things that did be in the need of the gorge. And this I have told, and such as this by my fears, in the same moment to me that I make no way for acking; and to make a no errent that I bathe secure in the night; and I to be as that I had no power to make her glimmering that I was to this proper time; for truly this did be no surety of the body of me.\n",
      "\n",
      "And, in veritrel, I to leap sude unto them; for seeming come something very discomfited; yet did be now grown staring at this place.\n",
      "\n",
      "And I made presently, sudden, I was made to come anigh to t  all the four-and-twenty hours; and I set off mine ointments into my hand; and I knew that they had all her being, save by a constant disgust of my hearing, and to be as of a pitiful thing. And, in truth they to go with her full ackness of falling, and to bank upon this our manner in a moment, and set off them, and there was nothing once about for the Maid; and they never to go unto the Maid. And, truly, it was so utter weak as it went; and it was as that they did be no wish.\n",
      "\n",
      "And as I made downward among the moss-bushes, there was a second strange time that did be faint unto the Masters; but were silen and die weak in this thing; yet without the same trees; but no more than a little matter; yet with the same things that did be in the end of the tree. And, indeed, this doth seem to be cunning; for it was not truly the spirit of our feet. Yet, it doth be seen to a thing so shallow, and did promy time account for, in the days that shall seem these to be safe. But, truly, there did be two feet above me an utter Mystery; and this, I doubt not, you shall know, if this might be; asn it to be so, a dread thing, that we stan that we eat, neither to set out from this searching; yet was this beyond all my life; for then the secret of the Messare did be the marriage-salt. And if it doth be strange that these do petuls made a pause, and to have ceased from stamping anigh unto us; and, in verity, these to tell me you to have a deep comfort to this thing; so that I had bitten Mirdath the Beautiful in me; but yet was not come unto my samp, such an utter honour that I did sleep; for it was better to keep the cloak above, sending it upon that monster.\n",
      "\n",
      "And I made no word of my lose; but to need me to think in a while.\n",
      "\n",
      "Yet, truly, it did be my sight a great way off, that the Master Monstruwacan was seemingly; for there did be no sound in the Night Land; for the Master Monstruwacan did make a cautious sound; and immediately she saw that somewhere about her who had set all my being; for I did hardly knew in a moment—that she was some daidy sound. And there I began no time, by that street; for truly Mirdath the Westwards and the Bright-shiptured heart did be from the sea, and to lie together in two outhod wholesome.\n",
      "\n",
      "And there came seven Hour-Slacks to be first to the first, and to have burnt very early in their dark both of us; but in a little while, the sounds did grow immediately in the night.\n",
      "\n",
      "And there were two small fire-holes, even as in a time and that, having no thought cut in mind, in mine arms before that we had given him our by the mighty Courtraiting fire of the Night Land.\n",
      "\n",
      "And this way wased a great thousand that, in a moment, as that a gash did come then; and surely the Maid did gat then in among each journey, and they had no soft knowing the countral that did be in the heart.\n",
      "\n",
      "And presk to this late I was come again to the hot spirit, and to call on a small table, as I have told. And I to look at the Maid then tog; and I to be very dread and did be all gone from that place where the great flusted and silent and steakfast head did show toward the Mighty Pyramid, where did be near sleep; for it did but set a go meal in a lovely thirties; save of the spirit of my life and tendeeness.\n",
      "\n",
      "And she to choke in an ity upon it, we meant that we eat and drink, as it were, a good milute, which did never to have such a way in that day.\n",
      "\n",
      "And there came seven Humped Men about the MightT Plain, and so to have captured but by a good part of her love. And the Maid to half stop again as my heart did put the pouch above, and did go upward and set a calm back, and throughout trouble and gladness there was a swift and contrac deep thing in her love.\n",
      "\n",
      "And I sat there upon the rock, and set her upon the feet of Mine Own, that I should never cease after Mirdath walking, as I suddee after, as I heard it; and I to look a little of the water to my right; but that it was, as it were, in the heart that did come down to the hot spring, as you do perceive; for, indeed, it did be as that some other way did go onward again, and went onward at a sore dank place and that of us. And I let her taint her life; for truly I did be thereabout, even as ahe dark place before; and I did be then through th sedate where they had people was to be found in the night; for this was not the end of the rock that, that they did hear that which did be anigh to my sight.\n",
      "\n",
      "And I whispered in a moment, a great gladness to my garm; and I stood again through the garment in an instant.\n",
      "\n",
      "And I went oft, and saw that I slept, and with a good pace.\n",
      "\n",
      "But a great and danger streaming of speechward weakness and all about me.\n",
      "\n",
      "A ever-beat it did seem plain; and thisnis to creep very eager upon my journey, within the end, and did but sing very low and strong; and the Maid toestains, as I did look well; yet with the Diskos did be to my lips; but yet mayhaps this way and that, as that they went upward for eight gound days' since last that we had a guessess to the fear.\n",
      "\n",
      "But, truly, the Maid did halt to my right; but there came nothings of strong and despair, even as we did before in a while, and took it clear to me, and did begin to go downward into the dark. And I set the great boundatches whe holed my name, and came at my back with my face. And lo! the Maid did length me, and there was nowhere a great task upon my breast, and I to say no word. And I set free the sixteen hour after that I had batted., since she weapt from the cliff, and went in through the gap, and did look this way and that. And she to look with a guessing. And I stood under the cloak, and did harked her hands upon the raft; but the Maid did make her to be done in amuse my senses;nands that I should come unto Mine Own doth with mischiev, and her eye upoiled and went upward to my left, and lookt well aboua.\n",
      "\n",
      "And surely the Maid to silly throudhin mine arms, and had kipt her hand after a little; and truly it might be no more than the moment that I should come odd whalsily, because of whispers; but, in verity, it went not a little while; but to be alway thiswise of our spirits; for sire hentings did shine in the bitter from seeance that was before; and she alway to be that sameoning; and surely this doth seem to command her with my tickets; and the two to seemed never steady and sure and natural.\n",
      "\n",
      "And we ceased for the sixth hour, in that while, we to make a great care where we did be; and surely the maid did be all a-lack.\n",
      "\n",
      "And surely I to have knowledge concerning this thing; and, indeed, I had no thought; neither there was, if I walk thereby the Master-Word in the deep Countresbide.\n",
      "\n",
      "And I had no thought to know, and to be scarce a sure beast, as I did know. And, in verity so strange that we did wake and seem to gaze in an utter danger, that did but see to the top of the rock that did go to the side; and immediately I gat these most throut for a thrult, and did rub my back; and afterward did eat and dripper with a great heant.\n",
      "\n",
      "And, in verity, I did begin to talk the Maid then to this, where the Men had a lack of the Diskos; and I saw that there did be new time or a calling in the heavens, and the Maid touchs her in a moment. And there I did be too frethen her, and to be all gone something stronger, that did be in her heart and upon.\n",
      "\n",
      "And I took a quick then that she case her hands into mit, and slipt her hand upon the rock, and did slip her garmentses, torm in a moment, and thrilled with my back, and told Mine Own that she did be in her sleep. neityer. For there did be a clumsy and pain upon the rock, and the beg in a moment a large stenning upward in the neat dance of that Deep Country.\n",
      "\n",
      "And so did carry a time of this side, that I cast it an hour, with a strong that I might be there; save that I should natural myself across my breast;; but truly, there came a redness that we did sleep; and the Maid to be firm in my heart that there did be a chash of strength, as that it were all adrift in a love day.\n",
      "\n",
      "And I told MtMOOV a  Olligan to speak out of the dark; and I should have no word, save that the Home-Call of the Nearl sixth did seem to come unto me, the beshind, within the sixth andal-hairs.\n",
      "\n",
      "And presk should a go to the side of; and it was with the firs-hesi head that had been taken against a cave, as when she was so deserved.\n",
      "\n",
      "And she to catch her have a constant speed, and set him very sharp there, and turned very spiderous, and had the Diskos upon the outward side. And surely, as we did be done, I saw that she was neward to the end of that time; and surely this did be sore to have a lack of rest; and truly I did hunger that she should never sleep.\n",
      "\n",
      "And in the end of that time, my should ter somewhat to the cloak, that I go forward; but yet was this but a sure sign that was the first to see the Master-Word into the night; but afterward turnedn this way and that.\n",
      "\n",
      "And I to go forward again, and was so utter glad for my telling.\n",
      "\n",
      "Now, in a moment, the Maid have the Diskos to my hip, with my breast, and had gotten to them;nance.\n",
      "\n",
      "Then I turned, very steady, and did sit or the Difly wall that did be feared unto my sight; and the Mait was asleep, if that we came unto that side; but in the end of that path d eard that did come to that place where the trees came to the bottom of the cup, and threatening three trees.\n",
      "And, it seemed to my sight with the Maid, in surprise. And the Hundred Mounder to go upwaad so clear as my knee, as I had done.\n",
      "\n",
      "And I made a plan of forgetting of my hands again, and was surely that I had a need of a count that had been actioned by the stink and soul of a strange dead body of my Man.\n",
      "\n",
      "And surely I was aslee and shrinking, as was I set our ear and to the matter. And I lookt in among the talless, and turned themselves into the middle part, and did be all stampeders. And I said to the Dither of tne Diskos, and did resumet; and I had a sudden knowledge of the Master-Word; but not by all that did be this not to be found.\n",
      "\n",
      "And I went all thai while in a while as I did go to the firs; and the Maid went then to my lips; but in a moment to go forward to strike the Diskos from my hi in aid, whilst that I heard; for it did need a great measure, even after that she had deally comfort. And I let it b t  my h ad, and sat up in a moment, and put it for a moment, that she did me in this marriage, and with no sigk of her; but yet to go upward to mine olden way, and with a loving thing that did be half wise; and in verity it to be but a duty and a love-thingt that should come to us. And surely this did be again, and made no speed to myself; for that I shaked the Master-Word in the dark Way, that I might see not the sight of that strange and uncast fire; but they did be somewise all deady in the heart; so that we had not knowledge of the words; but in a moment to them; and the trunk gave way a little while, and there to be a great shoeting to that side; and we eat and drank till and did cast the Diskos with my me, and took mine arm and set it about mine arms.\n",
      "\n",
      "And lo! when I made to think upon this mighting of my pouch, and did be taken in a moment to be this way and that I had knowledge of this way in the dark … the bushes about them in the night—the strange and monstrous moon.\n",
      "\n",
      "And when I was come anigh unto the Maid, and so to see no more than to my spirit, there came naught sufficient for a great way off; for all that did be about me that way; and I was shaken and lost within the mouth aboul to learn that the seven Humpt Men did roar and see; and surely they did stand a little to the other, that we be there; and in the fiz thereor then were set the same knocking together; as it were to my side; and to conquer the sounding of the words, as it did seem to be; yet did I not be like to come to me as I might.\n",
      "\n",
      "And so to cast the Diskos upon my back, and the Maid to come again to me; and I knew that she did be all strength unto my thought; for surely, in that moment, having some way that she did love she had not seen so sure that she shook her face doubled. And there I loosed the pell-for a certain speed, and set the two great hands uttering unto me; and I saw that I should be horrid in my thoughts, and did bring her pillow upon her face; and I then to lie come and to slideward; but surely it was so dear as I have said to this myster. And this I say, as it will be set of that brute day, as we do consider.\n",
      "\n",
      "But, indeed, no to be wandering and to comfort her frome mine outward journey, and had a childlike comfort in her heart; yet with a sweet idea, and did hanger the cloak above; so that I did be all gone away and placed in a moment.\n",
      "\n",
      "And whilster I called did beat up, and the Dirk stay wall in mine arms, the loud and silent; and to come then at a pause, and sleep very swift to the earth. And; in verity so strang I did go to them, and to go upward feet in the lost bushes, and made a light to boark it about her at her; and I did hide her throes upon the rock, and seeming to be near slain therein. And, in verity, have I knowledge in you; by somewise to tell on, oneens, and to seem as that you could now this thing, and to bring the Diskos, in that moment.\n",
      "\n",
      "Betwher the twilight, the Maid did be so strong, as I did hint; though she did keep myself from me, very steachful, yet with her dear One concerent. And she to look at my gaze and to hark, without happy to cease to my sleep. But indied it was because of this trouble and the calling but us, and to look at her; and I sat me down at myself a little, and was all in a dead weeping; yet did I fear to be her face and with her eyes. And; she took the cloak abolf me again into miles, before that I did go to them; and they did but silence unto the Diskos; and when sharous watch did come back in the head, and her eyes, sweatured and strove that strolled and sickened he did begit them to boar. But this way very quiet, as I did know; for surely I had not knowledge that it seemed as that it did seem to my task. And this I do come with the Maid; for I to not to be thiswise on the facture thing of my Measu in the heart with my man. And the Diskos did piece me as I stood upon my body; as it might be said, so did I make but a little moaning in my perverseness and dingings; and did go downward among the moss-bushes, because that I had not been in the case that I was eased, by reason of this near unto it. For,isI did seem sice in that moment, and did perceive that I had been alway that same Mine Own Maid that did be needless Deep because of his brief spirit in the nearness. And I walkt upon the rock beyond, and did resume her; so that she did make as that she shook my hand; and though he to be in the end of marking of the water.\n",
      "\n",
      "Yet, in a moment, she did sleep, as that samewhis to have been in the last call, and he did run to a cloth, and to say tha other dark and bitter care.\n",
      "\n",
      "And I stayed again; for the Maid told the table that did be the first to carry so great things that did be in mine arms.\n",
      "\n",
      "And I shout the Maid veryo that she had all my life ago, that I cross her hands in the hole; and I, as I did think, a little moment to my gaze, and did seem as that I did be helpless, that I should never cease. And it did be as that it had not the first to seem to come unto my heart. And she to come to the pouch and see the Master-Word beneath the Maid; and there came an utter silence; and in the beginning of these things did seem to grow a great way off, and to the eighteenth hour of the neeth that did be first that day.\n",
      "\n",
      "And we went upward then away from the edge of the rock, and the Maid to take again to my face, so that I saw in my sleep.\n",
      "\n",
      "And I saw that there was nowhere any fear upon the fire; bu ny, as I did think, it was warp, and did chang alway in our sleep.e.\n",
      "\n",
      "And sudden, whilst there came a silence to bush in the dull wo sure encaedness of the night and the side, the shaping of the Mastet-Wooh in the night, there were great fear about us; a great shoet upon my side, and did be as that it did go about upon my hand.\n",
      "\n",
      "And I went out of my hand and drank some of the water, with my head and did seem to balk, and did seem to catch MtMy Silency, and to be that I should come that she did be as that I did be now gentle; for it to have been seen anigh to me; but only to come then to the end use in a great space. But whether there did be those who had come to fall, I should kiss tell; and we by this to have no knowledge of the same that you shall perceive;; neither were, in truth that we have a good caution to thee, and to but ready in mine arms, and to see that there did be no fire-hole, that we did be done in the hollow, as you do pass.\n",
      "\n",
      "And I came down the master-boulders upon the edge of the rock, and took two oth miles, and lookt. But there was twin a sound in the bushes thereon, and the strange thing was so fusily and silent; and all that dead thing did pass between the dead wall of the shore; and the Maid to stagger andh first; and I st found that it was not so silent upon his shoulders; and so to be that strange country; and I set her field about her; and she spied togetway a littless alone, and so had a great speed, and had made a great silence above her, and did see at the same time, as that she had no security oh the talk.\n",
      "\n",
      "Though she brought stench to me that I might be a great way off.\n",
      "\n",
      "And presently, I strove that with a feeling whether I did but be helping the machine, and had the Diskos to my hand; and I to see that she brake my head from mine, and I to lack to be the mird monstrous buildings of my hand; and surely there did be no sound amid that sixth hot and no way of the Humpt Men; so that I, mayhap, the same.\n",
      "\n",
      "And I to be then to the Master Monstruwatan; and so to have nigh; for he did be a gentle and safe and a sween and safe andequain thing that did concernal our spirits, and set all our will and knowing; and she to come to them an excited in the soul, and was come something seeming very surety.\n",
      "\n",
      "And there came a caution and cunning that was something strong and surely to the end of the side; and we then to make to know that there had been any surety in the Night, as it did seem; and I that I did feel in the bitter beyond all my spirit that did be in mine arms. But, truly, I was so long upon them, very dreadful, somewise to her dear body; and she to have come into mine arms through the gust of the Gorge which did be now and then, to have stirring there; yet to know that it were a lovely anguish and a sudden kiss; and to have comfort by instant thought in this trium; and that it did seem to me that this did be no more any fire hon sometry that did make a fire-hole upon my spirit.\n",
      "\n",
      "And I wrept first to be there in the boulting of the bush, and some was chased as the door and the rock did come; and there did be those things, that should come out of the branches, and did be as that it should brily come unto it. And the Deep and Fire Howling to be that same fearful crying, if this might be not yet set to muck, by reason of it within; and to be a very gone from them; yet with no speed or calling.\n",
      "\n",
      "And immediately the Multitudes there to be a great way of great force about me; and I then to know that there did be no fire-hole, and so did be to make a great speed.\n",
      "\n",
      "Anhtaused with a certain deterior, as the Master Monstruwacan heard to be hid in the bottom.\n",
      "\n",
      "And, in verity, the moved that strove to make a safe place in the night, in that place, the great bare, screening, tink and silen and save with great boar-housd; so that I should have need an end of manner in her slumber. And after that, the Maid had ceased from slumber, that I might; and in that moment to hold that true, I could not have come toward me, and did be up the stair, and tolt that we could a great speed; and we began that same time, and to begin with my back, and save my needs in the same moment.\n",
      "\n",
      "And surely, I to have not overfurtage the tall whic ings didopose a good chill, and to have naught with me,ing to show that we did be in such matters; and the Maid to lie downward unto the shelf. And when I had gat these way among the fire-holes, I perceived that they came towards the Exeter Part within the North, and the Maid to set mich very natural; for he lookt a dazed that we might be gone onward among the rocks of the rock.\n",
      "And this way and that, save that there did be a great sleep wakened, and did search that we eat,ward within sixt, while the great dance did stare very stret; and I stood utter cold, and was come to a place where the goings to eat through great stark about the fire. And a great bride did be taken unto it; and truly it seemed to make my waywind upon the face and hold, and this way did bring a great speed, and did sing a great caution to my going. And so to seem that I make her to comfort me, and to call unto me as I did learn after that sweet maid.\n",
      "And I lay very husht and dry and with a content and hot water; yet did it stayed very lovely to my head, as I did love there; but only an echo on understanding; ay these to be still and seeming near unto it; yet was that I should have comfort.\n",
      "\n",
      "But with these twice the fifth hour's did, did have the Diskos in my hand, and had my head in her bid; but yet with no improperness.\n",
      "\n",
      "And, in verity, somewhat while, I did this thing and that way; but yet was a very natural fear.\n",
      "\n",
      "And I told the Man with the Maid, and I stayed her for her tablets to hark me, so that her hand did but be all a-hastiness; yet was that sweet mind to be a great hollow of a good plot of Mirdath My Beautifle. And she to hank the scrip and the pouch and her lips to be for a part; and I to hear it thiswise.\n",
      "\n",
      "And she to look downward agai  with the great head upon her head; and she bidden me that she did be now a-l and to comfort her in the night, where there did be an opening and the dance.\n",
      "\n",
      "And we to learn how the strange meaning of the Master-Word had come to the side of the roof thereoir witer, there were some other danger; and to this thing that it was this but a sufficie to understand.\n",
      "\n",
      "And when that this thing did be the should or see; for I went nowhels at the pool of the rock, and was all a-wins; and I was come something slow at these that did come back into the ship; and immediately I gat my going closed to the Maid. And I did gat my garment on the ointment; but did go backiful, and had no hurt for each length that did beat upward from the blackness that went in the shore, which was these two olden days. And I lay there in a moment, and did see the Maid to take her into; for there came a cautiou of constant disturbance and great clean-ship, and did see that it was gone from all light and upon us.\n",
      "\n",
      "And in the end above in that place, half shoes and wonderous whisperings that it did might set all husht unto my reahinis,; as it were the day and my temple; but in our spaces there did be a great white figure of the aether and the great boulders, and after mine eyes. And it was, as we to go alway free the gap; and they were shapen, and had no more them; yet thrust they were come there amid the trees; and they were naught to be glad to go from; for to be that same monstrous House did seem to make the cry of the story afar in the deep, and to be free with the great bell-ropt, a second and lovely spirit of fumes that did move in us.\n",
      "\n",
      "And, indeed, it did need such matters together; and to begin the light and holy thing that wentaunt for the first, as you do mind, it seemed that there did be no sound.\n",
      "\n",
      "And this way to be that I should be likewise with sure heart; yet, truly, this was as a seething as it had seemed as that we harNed on another rock that did stamp upward unto us.\n",
      "\n",
      "And I shook from the croak, that we go forward, in that place, so soon as we to think upon it. And I to likewise, if that the Maid to have a sudden that same fire-hole upon my boulders.\"\n",
      "\n",
      "And, truly, I did watch alway through the Great Gorge, and to be that way of me in the boulders; and to have a sudden wonder i  this thing. But, ind ears did I be an utter anxiousness and utter contentment; yet with no doubt. Yet whether it did chance to save me, as it were to be stirred, that there had been a stream in my brain; and I to be so strangely anigh to my reason in a little minute.\n",
      "\n",
      "Now, I did be, as I have told, there within the Mighty Pyramid that did make the Beloved; for I saw in a dullness which was there in two lonesome days, and did peer up trous and silent, across and above it; but a way dread the Maid that strove my heart with the stream and heart into mine, so that my spirit to know that it was, that I might be come unto that first Man, and so to have a glad speech and so dreadly think; for truly these doth be alway those that did be nigh, before that time, as it were that I saw them for a thousand thousand years; and in the same time there had come the sound that did be a difference in all the night, the while that the Maid did sleep; but alway to see the same. And surely these did grow odd time, as it might be said, sounds to have succour tears, as I have told. And immediately, as I did see, was chat there at a thousand miles, that did seem to have thought in an utter blackness.\n",
      "\n",
      "Now, it was as that the sand did come out of the Gorge, I poured the garmentqul-fresh wandering, froe which I did.\n",
      "\n",
      "And in a while, I did gat a little while, and did seem to make a glad caution; and to make saying that it was the strength that went inward in the night, the Master Monstruwacan in the Night Land; and the tall do be now a child. And as I did pause, save that there came a great spirit amid the telling, and did be a laden way before me, and see that it was so lonesome as was bitter comfort unto the Mighty Pyramid. And alway, as I did go with a great speed, I to see afar oft in the midst of the wood; and truly I was minded, indeed, not to say aughs; but went onward with a sudden resolving that I was come again from the far street; and I to likewise, from the strap time, and it did run as a sound spy-glasses. And, as it might be three hours; and there to be these seeming of the factory of the Holl-Faunt about us, to go thatwise with the Diskos.\n",
      "\n",
      "But, in truth, I did know sudden that the body had come unto that place, as I have told; and in a moment it did seem to my timdering; and it to seem that it was not touched; but yet was soon and cunning to my reading, and so sudden to make a cause to chide, even dath in my boy, and did seem to communicate me; but there came some sack of the Mighty Redoubt; but the normally to an Honour and maiden that was.\n",
      "\n",
      "And surely, the Maid made me a good light to my front; and I to go before upon the fourth had a long time in waking missed; and in vaiily that time to come at me, stood to my right; and I gat me the great hand of the Master-Word into the roconing of that Dango, and harded not a little moment into smellbow, and was seeming clutch also; and surelted now, as I did think, in that this way and that same comfort and again.\n",
      "\n",
      "And when I was stayed very low, I looked after me, as that she harked and crept amising, to sleep; and I pustt the cloak and hold out throbbing one our journey; fo  I could not harm to my fashion.\n",
      "\n",
      "And immediately, the Maid did cast the samu upon her first; but there to be a love should come again for about a time.\n",
      "\n",
      "Now, steadfast this were wail of somewhiles as that same fire-hole before the end, and the stench put by the great beast; and the Maid to look about her, and slipt the cup, and there came the sea all lover to them; and she to catch age a good deal as she was safe.\n",
      "\n",
      "And, in verity, it set the small redly in a total way, that I did be a good way off. And, in verity, there did be a great slower time, as it did seem, it hashed out from the House of Silence; and they had a comfortable thing. And, in verity, there to be only the shore of a monster, as was perceived to an harm and a greatness; and with a certain knowledge and care that wentallis and constant study of the Night-Leaning that did seem to make a fold; but this was a strange thing to answer; for this I do tell that I to make a searching; and truly, as it wettled to my sudden thought, those things had not been surely then such as these. And this we were surely the matters, and to save her head-passage from my heart to make the trouble of it; and to be to a naked part, upon one moment before.\n",
      "\n",
      "And all this did I call again through thick of the world, that somewhiths; and in that space of sixteen hour, was I put out a small band from the sea; for the blind slumber-bounding of the Meet That was my spirit whe to go backward among the bushes, and there did be a great way upward in the night; but there was no more any strange thing in a water; and I stood up, and turned forth unrest, and to keep a sight of her amis and kiss me, that I grew sick to the end of that dark; for I had knowledge that she have no way of claiming from her temper.\n",
      "\n",
      "Now, presently, I walkt to the Maid, and she went to my lips again as I went, and the water to see tha other inward earry where there did be no small fire-hole.\n",
      "\n",
      "And in the end time, I had a great cry that should come beyond the house; and truly I washt not for eight about and did see it in the night, as I did sit beside the MightTon, which did be to the Seas, and then to give tail the same a great comfort of this my loving and mind;efor I had a chilly, that I should be like to cut away from mine outer place, which indeed was come to my fathers; and I saw that it was a greener and monstrous hint; and I to look there, very sweet and sweetful, as I did know; and I set her upon the face of my right, and did rub me upward that way to the litin her spirit. And she gat up in them, and did sleep, very quiet, as ever.\n",
      "\n",
      "And in a moter hog there did be a dull-gorgiod strength upon the rock in an hour, and had his head slowly to them. And I lookt there in the pouch; as it wentness to the hot spring, as that he did go to the end that did seem that I should nake to stretch secure and walwing. And this way to pass; and when that they did come there, in the sixteen hours to the end of the Gorge.\n",
      "\n",
      "But, indeed, this was a great way up in mine, as I did be a great time. Yet, in truth, as I did make strange as that terror and the tent of the Master Monstruwacan that didiber; but yet did be almost in mine arms something but that I did be so anigh unto me, and so to have knowledge in but a little thing that I went and desired.\n",
      "\n",
      "And I came back then to sleep; and immediately she stopped sudden that I stood to hot from my sight, in that instant.\n",
      "\n",
      "And we went up of ea one other day, when all that day.\n",
      "\n",
      "Now, presently, when it should be, we made a little distance about them; and in a low way there to be far afar upward in the night, the shine of the Master-Word, a sleep-walking, that did be so silent and surely of some wish, either against; and so to go over a great space. And I made no exctain upon that danger of for a weariful way; and surely this was no use of all mystery and telling.\n",
      "And surely, as I did perceive, something anigh to me; yet, as it went onwards with the Maid, I heard Mine Own to that.\n",
      "\n",
      "And she slipt her hand a piece between my lips; yet were gone against that part that did love somewhat.\n",
      "\n",
      "And lo! these same there was a great shaking of the bod, there was not the dreadful loss of the Maid; for they made a restlessness in that darkness. And this thing I do take in the caution of one of the Humpt Men; and whethere this did be so well here, because that it was watchful that way, in truth, in the hollow-pit, as they should have behold such a woman.\n",
      "\n",
      "Now, when I was truly with a love to the eye, we were come there in the night, the Maid having her, and I to see that she had been something pained on the side; and truly I was clear and silent, and we could not treat her hand utter from the pouch; and she to be then that she should come to the cloak, and they to have a sudden thing that was her Master; and surely her letter was not thereaboe to be the more dead and harmful and hap-y man.\n",
      "\n",
      "Anh surely, as I did pull them to mischiev, I to lie all-wise, that we cot in the haste of sight of my life.\n",
      "\n",
      "But in another time, it might be against my right hand upon the outward way, that there had been a great trees upoin the branches. And the Maid was staring a great heed that I harmed me not; yet were those same a glad of these miles.\n",
      "\n",
      "And I went onward down the moss-bushes, and was come into execupor, and did seem as that they had been careful the mighty Eperitions that did come to me in that part; and that such a sleep was very lovely to make a certain strength in the bodies of the brat, and to cease natural in the same hour, and so did go upward unto that Mig ty Monster, and to go forward with the Master-Word into the Nighteen, and had none wounded the course in which I was supposed to have knowledge; and, in vreebing, I moved not, as I did lay.tn her brain-see in the days that I should come anigh unto, and afterward would not. And I made half waking in the heart-balking, as I could see. And surely, I had been a little minute.\n",
      "\n",
      "Yet, when I had gone many haste that were very spirit, and to have no speech or calling; and this I set to the Master Monstruwacan; and the marriage somewhat so spirit, that the Maid did brought it unto my heart. Yet had I no power for aught, but only to say that I had come to find the cloak of the Mountains, and might be that they might be that of that Humpt Men.\n",
      "\n",
      "And we moved very sudden to the het, and did see then a great table one to sight a low voilous, and stayed very swift and sore that we must even compose of; but were so sweet and strong; but only to seem to make a glad companion abroad.\n",
      "\n",
      "And as I did sit the more did I come backd upon my hand, and wished to be that it had no meaning of her, that I might not set to hear the tellings of the Master Monstruwacan and my heart. But that she did be somewhere below the side of the Gorge, a little strangely waiting in my heart above the Man… A dust of the Northward ease.\n",
      "\n",
      "And we went then for a long while, and did seem as that we of this day have discovered, even without further energies.\n",
      "\n",
      "And were the great howling of time, and spiritually so easy and great a shining of the needle; for there was no more. And it was by no matter four of us, and to see a strange tale, very low, and stirred. And, in verity, it did come a sudden await that the Maid did come once more.\n",
      "\n",
      "And surely, I to hark of this my life, save when the first that I did be; and I saw that there were so sorrid this matter.\n",
      "\n",
      "And surely, as you shall told; and in those days the Maid determined that I shoutAne there in the heart before her; and I loost her; and surely I heard it was come upon my hip; so that I knew not where to think; but todathe my gaze very swifred and bentle, and to see that I had no power to case any more; butiy that she to havehall crown to a certain well-bounder, that should be ablo to give me the searcking of this one mile, and to be the more proper in my dulleds.\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "VI This was a very strange thing; yet within the end that were wounded in mine ears; yet did I thus pouce the more nigh. And this did the Hamia grew anigh to this little time; but whether this thing did, he may be the mighting of th this mightine; for the sounding to come at me in the dead world, it was something placed from them and harked.\n",
      "\n",
      "And I made a list of my heart by the Master Wood unto Million; and to be a glad cast in the darkness of the Land; yet, as we watched the great head of the Gorge, the Maid to glass in that deep Country; surely the disourse bothered my spirit that did be not the grimmering of the Master-Word. And so should appe with a certain desolation, if that we did come two long week and thrice in the night.\n",
      "\n",
      "And the Maid did come anigh to the fire-hole, and wentains that I should let me to know that I did learn when that it did be ever seen in that place; after was my fear that she haste; and if I had but there a love-said, I was surely in the end of our journeying; yet had it been sudden; for sureli is this wise and the danger of olden worlds did make a great trouble.\n",
      "\n",
      "And surely there to see a great strong and dreadful place; for it was this was thereafter in a sore danger. And, in verity the eighteenth hour, I was sore trou there in an olden ender of the monster Slope across to the right; and so was I very eager and desolate and pure and natural to my spirit, as that a strange thing was somewhere before us amid the strange throbbings, and to come that strange wall, in that; and did grow downward unto the Nor a- and did set down the cloak above in the end and the banks that did make that side. And I loost for ever through all the dark part of the rock, and seemed that the Humpt Men did seemeas to come downward unto the Mighty Pyramid; a great slavering of the Monster, and did come downward among the boulders. Andhin it was weak, and then a great way off in the night thereafter, even a little past of that part. And I to look at the Diskoe, and did go forward in that place, as that it should be all stained, if that they stand to the side of the sea that did set the monstrous deep about having all that is now ground.\n",
      "\n",
      "And she spept up her hands to see that she should be likewise in the bounting of the silence; and so did move a great murmur to a portion that did be half of an utter danger. And surely, this was no use in all this but an heart.\n",
      "\n",
      "And thus we slackt with my back, and saw that I should kist the tears; and the Dead Maid to look as I did begin to throw her. Fo as that I made to keep o r task unto the heart, as you do know.\n",
      "\n",
      "And I made pause near, to that part; and, in a little while, the Maid did caution her hard more anigh; and sure that she withth strong and knowing of this one.\n",
      "\n",
      "And the Maid to leap swift to my knees, and did say nay whether she did come to no hand. And surely, there did be no sound, and she had truly a gained hid the moss-bushes, and didrappeared; and truly this might be; yet did I say that some life and destruction did be in the heart.\n",
      "\n",
      "And the Master Monstruwaca and I to be stunned with the Diskos that did have comfortable love-in that dimity; yet have I not with me to come thrust and again. And this doth say a dead strok in my body, as you shall think.\n",
      "\n",
      "And, in verity, it were the serpent in my body, and made a light with my head, and were there then to make to chide and stay with my lungs that made me to stand.\n",
      "\n",
      "And I went and the twret side with the Diskos; and I did begin to look again at a good place that did be truly wary; for I had no pointing to the Master-Word; but that we did be struck upon the earth, and did rush forward, so that it should not be there.\n",
      "\n",
      "And I came to the Maid, and the Maid to the poin that was something shamed, and did give the Doctors.\n",
      "\n",
      "And lo! in that moment, as it did seem to my thigh, I perceived that she made a strong and comfortable split of her heart to give me a new pain in her slumber. Yet were this thing to have a seeming of comfort; but yet with no mind to cease from the first.\n",
      "\n",
      "And she to go forward without any more; and she but only carried it once more unto my hand, and they that did be needless in half-heart, were able to give up his branch unto the fire-hole.\n",
      "\n",
      "And, truly, I was gotten upon my hand; and afterward turned and destroyed her feet in the mouth of the gorge. And in a moment, there came a searching to our side; and this was the way that they went unto that first fire. And I set her gay up it drang the cloak; and I did go thus, and the way that I should see a ship up in the moss-bushes, and to cry out of the dance.\n",
      "\n",
      "And the Maid did begi with the fourth and then that did be first, and did bring again unto the feet of the chosen.\n",
      "\n",
      "And I went out immediately, and saw her fingers, very deadly in the head dismoved in a moment, so that I made a little resistance that did be first to thought her; but went forward again, and she did brutal strange strength unto me, and I to be too the more in my hand.\n",
      "\n",
      "And I stood therefrom there upon a place where the great beast was the first from the pouch, and did see within her feet, and so to gaze ho\n"
     ]
    }
   ],
   "source": [
    "generated = sample(checkpoint, 50000, lstm_size, len(vocab), prime=\"The thing that should not be\",mode=mode)\n",
    "print(generated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "THE THING THAT LURKS IN GUATEMALA CITY\n",
      "\n",
      "Of the third time Charles wanted again.\n",
      "\n",
      "Then the last of the Earth-Current now trod his mother to the Master Monstruwacan, a certain step beat in a more pointed than whisperers; and it rose a dead lipping; as it went about that place, and thought that the palling seemed as that they could do name to this place.\n",
      "\n",
      "And surely, the Master Monstruwacan managed with a light through the dark and to the back of the bottom of the rock, and did perceive that there did be the smell on the raft; and the Maid then to kiss me into the darkness, and shouled my hand and kipt her tired there also again. And there did be a seeming of utter big at my waist, and so had the Diskos readyuish in my hand; yet was shine, and she was all sly; for I said this way and that, to make a great shaking. And the Maid to go backward unto the Man. By this thing, it did seem to my belt, as I did love her, and seemeding chastions. And so was I put trembling, and went forward then forever frre through the trees; and I strove to command the Diskos into my higor journey, and I to have a cause from these, and stayed veryestering with a sweet and miserable jealousy of love. And the Dead Master Monstruwacan did go to the North; and surely I had a chorute thought and turned in the head direct; for there was those tnre fie and thirts hour may, either in a while, and do but set it to my salvation. And I took my gat to the right, and did rub her throat. And I stayed the compass, each did cry outward among the moss-bush, and set her eyes up in undress.\n",
      "\n",
      "And lo! as I pat this way to watch from the cloak, I talked a littly glad in the loudde of the rock; and told me that I carried my hand and set it openward unto my luft.\n",
      "\n",
      "And lo! as I ceased, I perceived that the Diskos did begin to come over, and did be firm to set my walks into mi easy, and should have no haste to the thing, as I set the trou to the fire, and the Dead cryetboul of the Earth-Current that did breed in mine arms.\n",
      "\n",
      "And I sat up the Diskos from the pouch, and the brute search to be very swift upon the rock; and the Maid did make me to know in the same moment, and to make that I grew to comfort her through the gap, save a great cloak, and did sit trembled unto life.\n",
      "\n",
      "And I to gather my heart sudden from my safety; and surely this to mean that I be as they adoke.\n",
      "\n",
      "And we went upward into the dark of that Country, as we did go amonward the more downward of the Gorge, and to begin with great aches in her heart.\n",
      "\n",
      "And I stood up her lips there in the mighty covering of the rock, in her lonesomeness that I could see no mind that we come damp in the nigh of the Gorge, and did be free to come dowi away and harked; so that it did be the spy-three that was gone over to her, so that she did be in a moment.\n",
      "\n",
      "And in the first did I go to the end of the boulders; but they might not bide the Diskos; and I held on the mors upon that day, and did settle hastily in her hand. And I turned very swift oo the Maid, and she let it arm unto my hand.\n",
      "\n",
      "And when I had gat this way to the Maid, and she stimed the little feet; and surely it had not been called beside my look; but stayed very swift to my way, and wakened then to his way, and took her into mine arms to my left; and she to kiss me very sweetly upon me.\n",
      "\n",
      "And I wotted there in her great stoop, and did run very quiet and to making trouble and walking, that I should know how that he loved me to mine arms; but stood first unto me, and was come anigh unto me, and did sit by the ointmess; and the blue wreature did catch her, and she to cry outward again.\n",
      "\n",
      "And we went back into the rock, and had mine arm about my hand, and said the table again within her head.\n",
      "\n",
      "And in a while, Mine Own speak on the mouth outward of the top, as did be as that she had been comfortable.\n",
      "\n",
      "Now, as it did seem, I to have a sudden mind upon the pouch, and to have knowledge within the boulders. But truly I did but through myself, and I to look very swift with me that I keep afar off in the dark part; and I watched in the head, and did let the place between him and drinking, and had her in a voice to see a good weak.\n",
      "\n",
      "And, lo! in all that day, we to have also sudden to the same strantel than an utter day to my body; yet did I take her very shaking. And, in verity, the Maid was all mine outward gap, we did be able to come anigh to us; and in that time the strange thing did be all as they saw together and silent; yet where was this not to hang to the feet of turn with these; so that we went five her to our journey,d in the dark that I did surely crackt it watchful; and we then to go, maybe an hundred thousand ever an utter Monstrous Blue.\n",
      "\n",
      "And there, as I sat up it to the bushes, the great weapon thereof, was the one ladies, and to come downward out of the dark, and to be as that it were no more ever to my sight. But this was not the cave; and I did be all the lightly, for there did be no sound, and to have see her father anigh to myself; and I went nowise very swift and simply again.\n",
      " And in a moment the maches did come downward unto the Mighty Pyramid; yet wandered in the night, the while that the Humpt Man did go back to the Mighty Pyramid; and this surely to have a cun MirD that I had knowledge of the Master-Word; and so shall you search out that I to shake her to this end, and your to temuniface. Yet in the end, above in the end of that part, and to look at the Maid, as I have told.\n",
      "\n",
      "And, in verity, seeming wondrous great ways, as you do know; and I to have come sudden free of the heart and a sweet understanding, that I did mean that I give her the strength for my girdle; and surely this doth be now sure that I had been also showed very dead and white; but, indeed, had she told how she had knowledge, and to be silent in this place anduined to this end.\n",
      "\n",
      "And it was this but a guessing, in verity.\n",
      "\n",
      "And I made surety that while I was come to the cliff, I perceived that the Maid was so utter shamet as I; and I stood up he creeping and comfort and secured. And she to lack her hand after, that I should siga to her for a little moment, with some way and tenderness and her dear uplains.\n",
      "\n",
      "And I went then that she had sleep and did be struca with general clear thoughts; but that she had a-waist, and to see that she bring her hand above the rock; and surely I was yath upon a good way.\n",
      "\n",
      "And I to be all clear unto my sight; and I set the tail over upon the rock, and had mine eyes to sleep in the momnith; and I did be all caught by the great fluttering of her hope, and did slide very sudden that was not all sick; and to give him no troublous, as she did be; and I to likewis knowing, whet that she did brind the Maid to my sight, that I kiss the tablel, and was gone in and shoutitured another with her hand upon her eyes.\n",
      "\n",
      "And I to be that I should have a great light for my telling; and this by saying; aethooith each her dear brain and of naked Mine Own did be dead, if that she did mean to comfort herself as I set off; so that she did be truly to be freed in me; but were almost to be not wholly or not from mean to come.\n",
      "\n",
      "And I set her gaze unto her little mind, the music ball off my head, and so to go toward the rock. And I took the Diskos with my hands and kiss her in amongment; and I did go to the raft; and truly I was so to show that she had not been so easy as any. Then I had made a power to slumber, and the man terred inward among eternity; for truly I should be there in the dark part of the Gorge, as we did come there.\n",
      "\n",
      "And I ceased from sleep, as I did learn that strange fire-hole beyome it; and the Maid to send another beneath mine, and I put forth my hands upon the outward just between the great feet that did come outward wile unto my right side, and did rub my belt from their wait to go toward them as that she did be in her sleep; but in an instant the Diskos did spin as I slay afise; for it was, half-waking. And I ceased from a swift cry toward the love-days, and there had come to make the Dance of Mine Own, as I did perceive.\n",
      "\n",
      "Yet, surely I was so dainty, very hushed to the climbing, and to consider her have said unto me in the heart that did be to the back, and to see tdese and wonderful, that she did need as wakeful is a mighty way.\n",
      "Andburry there was sweet to the end of the rock, that I did set down that while well out of an hole of the great fear; and they did roar a great caution to a place proper to my right; for there did be some sweet memory of the sound. And surely, it did be as that I had past in a moment, and did send then upon the earth, there upon the side of the moss-bush, and did catch her; and, in verity, as I did know, I went upward to the gap for a part of the gorge, so that I was a child, weak and deep by that stark and seeing of her naughty meeting.\n",
      "\n",
      "And there came to my sight, and the Maid to tumb her hands very dead in the body; for it was not there above the feet of the pad; but they did be surely oten gone by me; yet was I come to the sixteen great head; and the Doctor near to the North, orlIever, before this pild; and the Maid toek a gat that was something lost in a moment of four-and-breath of the monster balance.\n",
      "\n",
      "And so shall you stay with me in your hearts; so that iire-crash did be as that they did seem to be the chief, and alway to be as that the dull-belits of other sights did comfort in her sleep. And it was but the first a stealf that did be to a pain of the strap; and, surely, in a moment to be feared; yet to have come upon me in this matter; yet, in verity, it tottered not so much that I had been to the matter; and in the same time that the Evil Thing did begin to go coat on us, was that same meeting of her.\n",
      "\n",
      "And she to be a-gaph in a moment, and to be lazid; but to see that there diahoth love a-grey matter; an other way that I heard. And it gat instant and did send it to my safe shame, for it did go about her, and to choke the Diskos from my hi s; and I to see that it did be as that I was gone a lookful how that it was the first did think that I heard her fire-hold through a great part.\n",
      "\n",
      "And I went on the feet above my ki hear, and was all sick within the side; and I smottemetimy there,ain, without slammer, and did be as that it was neither gase.\n",
      "\n",
      "And I saw a shiver whistling, and had a serious rope about in her hearts and mine arms, that did be a little to my ri dees.\n",
      "\n",
      "And, as I went outst did I count the Maid to my back, and to let them that by love about me, I was needful then to make any place for that same lashing.\n",
      "\n",
      "Now, when that I did see it, which was this but a little matting; for, indeed, it was seem to make a great care for her spirit; and told Mirdath all that did seem to my sight; and this I do perceive in the air; ands to make nothing to murmur that he, and set our eyes again; and this I dot think that somewhiles did be there about him for a great speed. And we these to this end, as we do test in this, in the same moment to me that she did call to the Master Monstruwacan; and I did kiss her; and immediately she saw Mirdath safe in a moment. And it seemed that her throat did be near to me as I did lie; then had my ganisging in the mouth of the borders.\n",
      "\n",
      "And truly I had all that same time. And I told them to my back, and so to my recking in the same moment to my pains, when that she did heer to see that there did be no faith in the hour of these matters; and the going went away from the road, and did seem as that it were silent, and to begin that we were come unto my hear. And I made that I go to the end of the great boulders that wer believing; though, in truth, so much dread that we have all husht all in all that; and dark be it to be followed, by that sure after that it was so deep in a monstrous height, as was I sufficient, so great and astonished. And it did seem to my spirit that the Histories of Sulpamonials to have a nearow Enormed; for, indeed, as I did think, it went a long way that make a dream and disgust and horror that did stand and that, that did be all a-shield, as I to believe, because that I had knowledge that I did be anigh.\n",
      "\n",
      "And I made a gloai of memories unto all my left; yet was I surely my spirit that take me in turn; and did have no mealing of that which I had been; and surely it is big a matter to be for a swift wayward thing, but only she did be never see that I had not kist, and to stand upon the Maid very light from her, and to come to the heart by a far and strength in the hollow, and she to leap something disturbed.\n",
      "\n",
      "And presently, I would not shoot to have kist; for it was, as I have told, and she to lie eager, as she browsed; and surely this was a need of my spain to my slumbers that did be half in the hour of my journey; yet did I make plain a time.\n",
      "\n",
      "And I walkt to the other, and did see the sea that lived the sixteen hour, and did lay there in the middle part, and put first my head-dear from the rock, and was come then into a pitiful and high hound.\n",
      "\n",
      "And surely, as I did think, to be that which I had taken in the little fire-hole, I was so utter worn unreasonable; but yet to be as that I had a sudden memoliness for her. And she to be in the end hours.\n",
      "\n",
      "And t ey went upward then again into the moss-bush, and did be there to my feet; yet, in a time, it was so like a drows that did go about the fire of that parasour wool; and I did be a lume, and have speech with the rock, which she did grow, and somewise alway to go onward unwarmth; and truly, in a mind I had seen to my spirit, and did seem to make my belts; but to make a strong and gentle balk in my lonesomeness th the embrasures; yet had I thought of a little mind unto the firing; but that the Humans did travel in aught, even as they had cut off our birds.\n",
      "\n",
      "But was this because I was so strong, that I made to see the seeming of the Messigreent; for I had the Diskos to my sight; and truly I to have a comfort and cause that I should lack for my purpose; for I wouted not her handskiss, as I did look after-tindless and with a great steam and horrid thing; and through a while that she did look about. And afterward, I cut out to mine arms, and took my hand very waywing.\n",
      "\n",
      "And we made a gaping there very swift and litter, as we did go away from the sea; and I did go before unto sleep, if that the Maid did be from my work.\n",
      "\n",
      "Now, it did be surely the Maid, I did heed only that they did be so like to show the shores off the sea, as that they had no thing in her dark.\n",
      "\n",
      "Now, presently, when that we go to go upward to this place, we had to come backward unto the North, and there to be strange and monstrous and mighty seas; though they came to us a cellar gat in the shadows of the great wastg five. And I tolt the Man, and I smited them with my face, and tasted from the pouch, and went to a place proper to my side. But there in the midst of these three eighth hours, there was an unease, and the sound of the Destruction; and the dull set up in unison; yet had the Maid to call again to me, and went forward, with my right; buce in the heart-burned that were the great hoanse da plans that did come from it, and I did thought that I should kee that side. But in a moment I set her gaze at the pip of the mouth of the couch, and sent the Master-Word into the night about me, and with a sudden gust in a moment, as was I come anigher to that place, and that weariful despair; and we to go onward so strong as we suddes, that we come out for three hours; yet was it set, as that it were as that it should have no task that was gettn upon the boulders, in that danger and a great task of the soul anduties which did sureless came to my loss; and they were all cold unto the fire-pit that did be from mine outward way. And as I did think, the Maid to think upon the thing, that I had come anigh unto the North; and I saw it then from the crimson, as that they came from the Great Redoubt, save that we not to be drying within the end unto my right.\n",
      "\n",
      "And we eat at the feet and drank, and was clear of a great way off; for there was surely to have no creeping things over all that part of the Land. And in the end did have eager and wakeful alliancy; for it came to my feet in a moment, and to flat there at such a place, as ities as I have told; and instead of the cloak, I should not bring the Diskos readyuist. And, indeed, it was by the two oten days in a dreadful place, when that I had grown so faint, that I might not fall; and I perceived that the Maid had come something strong; yet did he knowledge unto her; as ye did see. And I to be all gone that I cont the low and dreadful maid, that she did be nor waking; for I hopt the Mighty Pyramid at seeming to give me an act in all myages in my dreams.\n",
      "\n",
      "But the middle part beain to be that she did carr the Maid then to laugh; but only wishful to my gaze.\n",
      "\n",
      "And there came rushmp, she turned the Diskos beforeme myself and sat me down the edge of the rock.\n",
      "\n",
      "And I made tall and did seem to call to my feet; yet with no improperness one to the make pretending; as, indeed, it seemed, timing, as was I all disturbed by that moment, and so to show that it was said of some wondrous hiding, and had a good heed upon the moss-bisdemness; and this way did tell meIand.\n",
      "\n",
      "And I perceived that she had kisled this way and that way, and she but to know that this thing in the heart was a-speedy, and to cease from told unisless; yet hearing somewhat within it; and to be that same angels that did come that way in our journey; and the Maid in a time, whilstir was twist more of the Diskos; and I stretched a great climb, and I went first the gap, within the cloak; and she struck out the cup, this way and that day.\n",
      "\n",
      "But what this to have been to a countrance in the heart, if that I hear all the better from them; and so to say that therein be no combon assertion in my time-dialced milfhood; you wis but a frightful thing; save that there did be a first thing one to an utter dange of the aether about in the body.\n",
      "\n",
      "And I stood there in the dark, with a great bareness; and the Maid to leap the Diskos and the strap and me, and watched her feet that should see in the hollow of me, and she to go with her hair very natural to my way; yet with a seriom unto me, into her sleep.\n",
      "\n",
      "And, surely, as you do wish that wichess, that she did suppose it, we would give at all undersibed, so that they heard no weapon that she was saved; but truly to make me to know how she did call upon her torn garments, in that it had a comfort alway as she did be; and I to be a taug theretwinely to me.\n",
      "\n",
      "And I saw how she did be truly as I did learn.\n",
      "\n",
      "And there came truly a garment in the dark of a shelf below that place,oness and the darkness; and in a detth pause, a dull barking of the head-part on that dark blue and out of that place.\n",
      "\n",
      "And there came to a certain thing, in all places, as that the grey dance noe did go back to them. And they went upward into the North Westward, with my right, as I did great house; and truly it did be swift watchfulness; for the meaning of the Master-Word in this thereof; and I did be never seem presently to be stirred things; for, indeed, he had gone through some future eternity of spirit, then did make me to know that I had come so far off; but truly it were nowise in the ending of the wood; and this to be a great thundering in the heart, as I did hint; and truly, I to have never called sudden a wondrous wisdom to set the tall of the Master-Word, which there had come the mighty Valley of the North Wohd wakeful, and through some of that Country-house; and the sane came also to the earth, and so did cast the comf   there,anth in an hour moment to the eternity of that Country; and the Doctor neither to see her little feet over the top, and did cake a strong that I should be like it to have creep to the heart, as that it had been in the water.\n",
      "\n",
      "And presently, I gave atte the Diskos with a strange awhile after the Maid. But she neither tore an utter stuck for my going. But, in verity, there did be a fire-pit that did be a great way off on the far side of that place, the great black man who did be about us; but what was herevolvooking of that same shoes, see that we should come anigh to the far spirit of the Noth of the Land. Yet, in a little while, we to glimber a now a place proper to succour to the Maid; but stood up this way and the touch of three straps that were about us; and I saw that there did come slowly a comfortable sound. And the thing was something pleasing, and the same grew doud-like to the end of it, as it did seem to my sight, as that there had come to a love and a trembling of a slow watedfulness in that part; for a great dankness and air full of the brain, which thus did pure those olden weapons.\n",
      "\n",
      "And surely the Maid went from mine eyes to my left, and she went outward and come anigh unto me; as that she should be so come unto me,ary that she did be in the face, as I did be, so strong; but yet watchedness before this star and thirty great day, when I had gat those remainings, and surely the Maid had dried the strap for the first, as it were that it did be needless to the heart; but surely, having not thought to come unto the Course of this sound, I perceived that she was astonished in my heart; and I went in a moment into t at one moment; and the Diskos did be silent, and had memory then that we eate, and had no mind to slip her pretty with a good palt journey, even whilst that she did be near slain a dog to have comfort unto a great cloud of sleep. And surely the Maid waken to me, and to send him very easy; for I had not this then to the comfort and swearing. And truly her half an eye leanthousauded with her hand, very dainty with my pocket coming; but did run to my side, very sorry, very quiet, and so sweet that I should come anigh to it; but yet did run near unto miles, and I took the Diskos to the head and she did go onward down upon my by into the darkness, because that I did make to know that I had some danage from my his throat. And in her spreed did seem a good childlike thundering; though her lender to be silent. And we went then that she resolved it; but yet was that same poor to say the thing; and this did have not the guide of her wayst and horrid swiftness; and in that time had seemined the same with malice that did be set in a love-name; and this way she did cut a goodbout of the way. And surely I did be all gone, that I made a listening in her body, as we do to have any more; and so in that moment to be a great way off; but to cease from this telling; and in truth hot would she be alway an human under within her. And this to set all my stum out unto me, by reason of her prair by an inselieiation; for sure is it to seem to have beeined to takeft the Master-Word into the night, that did hearken unto the Making that the Frenched thousand Millions did aught security among the trees.\n",
      "\n",
      "And, indeed, alway this same in heal theory, that she had been somewise come unto me; and I did begin the litttaking of my love and demurier; for there was nothing to me a little way of fear through the wise part; and I to be to make that she have a deep and loat stirred my heart in her heart; and I stood a gable, and so stood a little as he did sleep. But there to have a great cleft that did stand inhands upon the feet, as I did strike very swift; but yet did seem to have set the Maid in this mattres. And there I burnt a strong aching about me, and did show that there be every way in that part. And the Maid waked seven hours about me, and turned upon my hand, and did run very strong upon the rouff of a monstrous Humpt. But she had all the mouth to a third than had poured abohe; and surely, it may have been thas I have all thought a way of sleep.\n",
      "\n",
      "And, in verity, you to have swoon again, if only those to be seen to those says which doth come back to the Mighty Pyramid, and did be as that it were that way, and to be a good place for so long a peril.\n",
      "\n",
      "And I went not with the outward work, so that it did come from surely the sight of the Mighty Pyramid; and I to go in the same moment to take me that I saw the Master-Word. And, in verity, I to be now slow in great task; but that surely it did come through my soul the more, and she to cry out unto my spirit for the Diskos.\n",
      "\n",
      "A   in a moment, I saw tdain the Diskos within, and they had the moss-bushes to make the criss of the rock, that I should like to be thus present.\n",
      "\n",
      "Anothing might not by likewise thankful and tempting with a great comfort; and the Maid did gat tweate, as the machine was to my side. But there came a red sheet to go upward unto the distance, and so did gat herself upward from among the trees, as a child, and had no haste to pause; but only with mine armour to be feeling to communise myself; yet with no free to bear in the high place of the Nigh Loose about the North, and slept that there had slain a good lustrous thing, save that I should be lost in the looking. And I to look thiswise; yet was not such a power that was before us in a dule past while, as was so doubly somewise as the falling of my Might before that I was come unto my right. And the Maid to leap slyly, and did sendin mich that stretching out from me; and to be so strong, as I did know. And I stood up the road and slow them, so quick as that I had died in that place, as I stept there with the Maid. And the Maid backed in mine arms against the Diskos and the Dead, that did seem as that she could never tell; for surely I did think that she had a lack of rubbing very little; yet with no huskt to beat her to take her; and I held her feet about for her arms. Beside the Maid, as I set her fizzious earn to save for her, that she did mean to stand him, and her eyes to she dear Maid doth have the Maid in mine arms.\n",
      "\n",
      "But trul my methods hove otherwise, and to come to the pool, and to look weak and quiet. And she to look very quiet, and to making a gladness of form; but her garment did be as that I must come down to sleep breath.\n",
      "\n",
      "AnI I with the Maid how that she saw me in this time, which did be in armour, as you do perceive. And, in verity, such did I the thought clearly surriding to my pleaino; for he to go onward inward until that time, and select Mine Own, weaking lovings, that did be all gone any good cousantile and somewise of discomfort.\n",
      "\n",
      "And I went the gat in a moment; and surely the Maid went neither bitter from his face, and the weak and the monster grew from the boulders, and so did see them together, and did be then all in the heart.\n",
      "\n",
      "And when we had gotten to go upward for ever fourage, above that place, an offire that I had been and an humaness upon the earth, and I put forth my head; and I to go in at my hands and knees not; save that we could near to take her; for in the first did I walkt through the dark beyond the hedge-gap, and to grievew, after that we had chippneys; though the same that I did perceive it to come unto my right; for, truly, I had been a great stink to my face; yet with no great power, even did I see that I should kiss it; and I to have heard of her plan in a little minute.\n",
      "\n",
      "And lo! in the begilling that did I go to the tops, and took the strap from the cloak, and did be upon the edge, and we to lo absent that we eate; and I to be as that she did be a great cautiou, and did hang there in all his wise, as it were that something did lie in the looming. And this, indeed, had it been no matering of us; but that I did be faithful that I might have breath used to that place, and to set the thing this waysang in my heart.\n",
      "\n",
      "And surely, it did be a glad that way before the earth and side of the gorge, that did be in the heart of the chin, inside. And surely the Maid did be somethiat minded of a little comfoit, and she build the cloak very husht and did come to a part where there did be a change that was in the hole; and I put ffrem and climbering in the middle part, and sat them with a little monstrous high in among the great darks, and did see no way acade through Eternity; and I went then from the pouch, and went outward in the darkness, and did slipe very eager against the rock into mine arms in the mouth, and was come in that moment. And when sure, I did be come again to the raft; and I turned then again to my right. And I lookt at my face, and was cheerful a wing throat in the bushes, and did run upward to the rock, and went outward from the cliff of the Gorge.\n",
      "\n",
      "Now it was very strong; for it did go stealth for her words, in the beginning; for she did live her hand very earny; and surely, when that we were gone and dulled to the earth, eaying, in that moment, how she had lookt, I did be all a-child, that it should never shape him from meaning; and it is becauee in a moment which was so strong with her, and to be not over-wish.\n",
      "\n",
      "And I to learn whether she told me to come anigh to me; as I did leap. But she to make a new cause for my sleep, and did be a love and sterner by thes; but had made no explaining.\n",
      "\n",
      "And at the eighth hour, I was gone at once to the pool that did be anigh to this need.\n",
      "\n",
      "And I still to be strong this way and that to be; and I did be then sudden awake; for truly she did need that she tempt me to see; and so was she making a great stroke upon my hip.\n",
      "\n",
      "Then I shook her therewith that I might have stoneh the man to say, and was again to musicut, where there did be that part of the seas; and so seemn made as they might set out a sudden wonder of this needle to my sleep; but sufficing to sleep; for truly it had a good thing that should lift the bottom, and she to go with a great caution; but, indeed, there was the most company of a great way off, somewhere, as I did see; and truly I had been something plain whether it had leaped upon my hands so far off in a little moment; but in one moment I did turn in among the trees, as we did slumber, and which was that, only that I should send it the cloak above. And I went away very close unto the faces of the Man.\n",
      "\n",
      "And we went upward again to that side. And I gat aga on the Maid, and surely she came to a pretty great thought, and she did be waked very loving; but to make a comfort unto the spirit; for in a little while, I gat me to the right. And I saw that I had not the pouch and low running of my shoulders, in health in half, as I did go to sleep again; and this save but a little thing to me, as we do say.\n",
      "\n",
      "And this way and that, did I love that I have a constant idea; and I heard they never to have knowledge of the watch in the heart, before that we have a lack that did come through. But this way to have no success, and did serve this thought unto my heart, and to shine at that time.\n",
      "\n",
      "And in a while, I to gather her hands vainly; for I had the Diskos to go upward unto safety, and the whispling of my hand did come then into an upbrillip. And I lookt well about fire; and afterward went onward dead steadfast and desperate against a quiet and secure place of the stone from out the other end.\n",
      "\n",
      "And it was as I have told the Mighty Redoubt that did be in her now, she to have half swept away from me, and the Maid went side of me, and went forward again with my left, and took the Diskos supping. And she set at my hands to the edg with my legs.\n",
      "\n",
      "And surely, when that we had made those places to go to the earth, I heard the Master-Word came into his heart, that I should never to be coming there, ere that I loved her but that I was seeming stirred there; but she to be alway time after her did be, even when that she did love her her need unto me, and to make her task t gettbold in the spirit of Mine Own Maid; and she veryened her torn hands up into and half-pit; but surely, her fingersiditions we buckut something of sure meati in h his nakedness. And this I presently told Mine Own with my trouseam, and so to le by telling to my body.\n",
      "\n",
      "And I watched the gentle in an instrument; but there was the man proof a clummy pattering, as of the horrid stenches of the Gorge. But this did I set out two boulders; yet were set in the body and the body; and truly it to be a constant difference that dt seem as of dismal ablinitionings to my reason.\n",
      "\n",
      "And, in verity, the Maid did strike me of the gasment, and did be alway shaken and slow in a moment. And the blows to be something more angered; and they height close about him, and gat the Drcass to the North; and surely this same maytain to be the mach gear of the wood; and the Maid touth her hand alway, and did run very swift; yet with no surety for her that did see; and in the end did be a-g out of slumber, that did seem sufficient; for surely is I to have told young, and do but be so desired, as I knew; for surely I to be shaking in the mind, and to know that she did be alway to set a strength in her heart that I have her six  hours in those dear proper worstes.\n",
      "\n",
      "And I went onward thus whileful and to be so dum and natural things unto me; yet, in verity it doth be a love name; so that I told Mitt On where we went, and to have comfort with the Master-Word unto the Watcher—\"\n",
      "\n",
      "now, when I had gotten to see it, the Maid did make me to stare in mine; yet was a very content; and I saw that I was come again at my shoulder, and thereafter was that somewhere b ther unto his mind.\n",
      "\n",
      "Yet, surely, there to be a soul in all the trees as the black macking of the Diskos; and I washed homeway to the east above mine armous, and did beg in the end above us, as alway, so that he did make the blam- as I had gat so let. And so did go forward, in an utter danger, she to know that I should search about me, and to begin to kiss her; and this way to me that I told my little feelor, if that I should take her from this latter. Yet, in truth, she to be not surety for her to be the way that she did be in mine arms; yet with somewise as it went; yet had I no more to sessect there; and this by mich doth show this not, even then did the body of a man to hang down with the heart in the dark; and to be as that it should be set at wal, the Maid have sleeping all that was become my plain; yet was I come in upon them through the darkness; and afterward did sleep, as I did go to this musit; for it was said a dreadful terror.\n",
      "\n",
      "And, in verity, it was thought a little tumbled in me, because that it had a comfort of more despair and horrid inwardness.\n",
      "\n",
      "And there came a seat upon them in the bed; and the Dead wencer beat down, as was somewhere besought by a cold and dry. But yetured it was all a-warm; and I had a sedati track against the cloak.\n",
      "\n",
      "And, in verity, you do bet there in your eyes and so loving; yet wit that it to have a great skill, and had a great teeth in the need of those who might be.\n",
      "\n",
      "And so it was as that the Mail did half to company me in the border, and surely it was this natural thing that doth alreable her; but yielded not, if that it doth come the more that way if I went out unto it; for they had come to a great way, and thiswise to go backward into the Light, as was so strange to an utterness, as you do mind.\n",
      "\n",
      "And all this time and that, I should not breed a little; for surely there did be also in this place and that, an hour to my reanins, as that they were something familiar to the tears; and thus were there, musing maids to the mirage, the star set up in the night the dance doth be those that did seem to have a great creature.\n",
      "\n",
      "Then the Maid did come after her, with a sweet and leaping,ains to go before us, and had her taught the water; and, in veritying her garment from her, there was no surety in the hour; and surely she did be a little in my hand wild; yet would not seem to have come to me, as I shotted in the sixthe hour; and I stood her two hath upon them, very swift and peaceful and pretty, and did go to my ki dees, as I did pause. And there came a sedath within the moss-bushes, and moreover t mater and waked a great cast of the heart, and to throat woundly so great as the eye seeming. For she to promise that time, and there to be the steam or believing, and turned upon a closing whisplowimeness and dry. And so did we but to go downward to a count sleed of my journey. \n",
      "\n",
      "Now, it made no sufficierion; for I was minded that I had no heed hour of each journeying, and to have a constant and secret quick clackedness; and that, as you do perceive, I did feel sure that she had knowledge that I should come at the Diskoe, save that I made to compose myre anigh to her. But, indeed, it did never stare a little; and this to be vague at a dust; and I to have come to mine armour again if we were come again to a closeness.\n",
      "\n",
      "Yet, in all that, they were gone upon us, or through the dark; but not to bitter to the task, and did come odd-ways in the dath of six  hours. Yet, in a moment, there came really upon that place, and so to see not a stron that did be anigh.\n",
      "\n",
      "And the Maid toest her homeway that while that I made a side against the cliff; and she tten me gat anigh to me. And I took a naughtish veryness; but stayed very strong and steadfast, that I made her to come out of the moving of the rock. And I took the Diskos with hor with an acting, and so did turn mine, and save Mine Own, very loving, as that I had not known truly whether there did be any surety in the night.\n",
      "\n",
      "And in a mot of tttth hour was I to go backward the Maid; for I was all astired in my hands of mind and disturbed heart a little in her heart; and I knew that she did be so clear. And I to be so to be in my body againsu that part, and slept and waked all-way to my front; and in that moment it was seem to come out from under her slumber, and the Mait to my back, and he also to see that I whipped to me, and to have her to kiss this. Beauting, without had heard the same.\n",
      "\n",
      "And the Diskos tight very swiff and happy feeble, and so to cry out, and to clamber one to the raft; and the Maid to fear that I should nestle very lightly.\n",
      "\n",
      "And lo! there were six strangely walks in the darkness; and I to make pause and her torn garments, and the Maid handed in her garment.\n",
      "\n",
      "And I saw a name of water. And I walkt there with her fingers, and did be then all that small bear of the road; so that I was so sorely turning to hand to take her into; but did spoil to the end because that she did mind not to seem to come unto imagines.\n",
      "\n",
      "And I walkt to the pouch, and took a great h hnail; and I did think Micher did behold, as I have told; and surely this did pass before; so that I could not shriek her to succour the bitterness of my slumber. But truly, it was wakened to have beeined in her heart with a great speed, and to binder within my turn.\n",
      "\n",
      "And presently, she did bind her to my fire-hole, that I should nestld myself unto the Maid, and did set her bidd tired and giddying that she carried her.\n",
      "And whilster, I turned a smattering, save that there did be no treehable in the dark place of the good-world, and did see that there came a crazed and something smalled against me.\n",
      "\n",
      "And I made pause now to the tablet, and saw that the Diskos did sleep very lumbersome, and took my hands that we eat; and truly I set of the cloak above her shoulders, and then to make some strange and honeyt inside her. And surely it did be a glad thing, that I should never kn this experiment. And so, with a dear playful heart, I might not challen unto my spirit by the charcing; for it did be a solemned each account andte.\n",
      "\n",
      "And I went forward to the cliff, and did look this way and that way, and went off immediate through all the trees; and they not to sleep, and so to have a great speed, and to go forward with a geom that doubt. And surely it might be not bitter strong with the tears, and that some danger seemed in the spirit of Mine Own; and so did teace a great heed upon the face of the search, and was about this mighty Head, and to come in the nighd, and to hear the Dead.\n",
      "\n",
      "And I stood up in the darkness, and dead Mine, lest that my gain had come to the cave, and did perceive that I was something pretty struca of my heart, and did see a little that did be near unto my left train; but in such wist that I had been after well firing; for that I did be for so way use. And it did be as that we could not cross within the cloak, that I should put a good childlike in the below, and went not dilight, and did seem as that the twel itwa fire; and in the end, after that, I to look with my face again into the hollow. And, in verity, it did be a little rough and table, as that they did see nor to give me an holy that was anigh. And I to be the more an economy and safe the moss-bushes to my side, and to seem to make that it something did appear and made not to be the more, neither there, and to be nigh to us, and this to have spoken; and this t be as I that you scare an exciting; yet with no more terrable than that I thought did stand there upon the Maid. And she, because that I was so sore in the heart that the Moith had the Peoples of honour and mightily in the nearer Ones.\n",
      "\n",
      "And in a low hour, the Maid did go upward unto the place where there did be near up in an Eternity, where the gas gid of a sudden heart. And the Maid to go upward to my knees, and to give them something bent inward unto that place, and so did call me but far away even upon eithfrothend. And I to have no thought to taken my way from the fourth had been usal; and I did see has the Master-Word in a great space to the river before me, and to leap swiftly into an utter dainty, set that there did be the great flame sea in which, as you so perven in my thight; and in surrly this did I go washt clear of the heart, and to be aggand in a moment; and I to be that same more.\n",
      "\n",
      "And I went away again in the darkness, and did seem as that something to tave her hands into mine.\n",
      "\n",
      "And, in a moment, she did mean her to check her that she had driven me back twger from the Maid, and I did be all shaken to know that they had been to the fire-pit of the daze that did be in her slumber.\n",
      "\n",
      "But the men did begin the great beast upon us; and surely it to have been somewise as the stink that had been through; and so did glad to mine, as I did think,ever did seem there a little time as I did sleep; but only and that she did make no sigat in this place; but to have beeined a sure instant if surely she did nigh to be than I changed.\n",
      "\n",
      "And surely the machine did rubbed from her waist, and save Mine Own Maid that she said, and did send out the strap of the rock was so quiet after that time. But when I was come to the enter, I perceived the man should cease and be, as I have told.\n",
      "\n",
      "And I sat me down there upon the edge of that same humble in the dark purpose, and did see to my side, and turned in the hole, and surely it was wondrous lest that I might come again unto that place, even then saw, and did set up it around me once an over-eating; and indeed the Maid went then unto my left and to gathel a long way, and to make my balance to the rock above.\n",
      "\n",
      "Now, in a little while, I stoopt very quiet, with a sweet thed strangely in mine ears; but the Maid to go outward again into the moss-bushes. And surely it was so much to the close before me, and to be to the end that scamed me; as that it had searched in a strange maid, save that the bigness to come oddly against this same strange deed and utter happy memory, as you shall think. And I washt then from the strap in a mighty man, and the Diskos to spin and made to take the end of the olden dance in about of a time, and did begin the Dirk that she halted unto my body; and I kist it an immeditious telling; and in her body there did be also in the bottom of three mightily; though, in verity, it doth be a sweet and secret place to her, and to have no trouble to the cold, that he be deterred by the tree, so that her heart was alway angered; and to have been an easwary, save of her dream and kiss her with me.\n",
      "\n",
      "And immediately, as I perceived the Maid her hand, she gat me the more anigated, also to my hand; yet with a growing naughty way.\n",
      "\n",
      "And she to cry to my hands and knees among the moss-bushes; but in the same time did through all lifes of my journey, evening there to be to come to a sudden heart and that, did but stir the strange and happy thing. And this, I contended, the weight to be found in all, even upoo so great as a child. And it was this but a very strange thrilling. And, truly, it did seem to my troubing, as that the thirst had gone over unto it; but to send it with a great speed; for that they came up slowly unto the raft, and did be all in the same moment, that it sometimes did strangle hid a little; and I did kiss her, and slipt her two smove the man. And lo! the Maid did go offward over me, and so did be to the metal coast; for it was gone unto my sight, as I did hint; and I kist them from the rock toward the Master Monstruwacan; and the macria creature to come through the gap, whispered unto my side, and did seem as that I wet somewhere in the midst of the Diskos; and I to be a true cut, so that I made sleep in the midst of my body, and I to look very eager and gentle fishing; for, in verity it did seem no mescame of the thing; but to have surely mist, as I did, and determi sate in a moment.\n",
      "\n",
      "And we went outward of the monster brute beyond all that darked for seching; yet, as it might be, had it seemed that we were come nigh to the cloak above that side of the Gorge, as that more were the beautiful which did be those to them and the creature. But, indeed, this was but meet to the tomb of the Gorge; and immediately she stamed not the strap, mndeast in a moment to be that; but yet watching to the head of h mi arms the stroke of her spirit. Yet, truly I had ceased that I should be helpful; but surely I had kist it very loving unto my lutron; fei in that moment, it was so lovely.\n",
      "\n",
      "And I stood up in the dark, a litrous tablet of little things, and did begin to go deable to an hot landing of tales; and that I had no power to catch Mine Own; and afterward to know that it was a lovely way of fear and her heart, as you maykinct, and all to make terror again; and immediately there was a little screeming in the darkness of my Might. And in a time, as I did tell you that my service to give her to my thought, I to shout a sure equivmus, that did be all set about me; but only to gat in a sure fear, and to my heart with a good cause; and so to be somewise clutter that I have those olden woest Mountains; agh to be all stood upon her eye-lids, an horrible thing to see that theoror did be so wearied, that we but to hear aught to lumbers; anhing now, that doth man how so oft this dai time to be accounted with a stiffness in the same way at least that it should be near to it through the distanceful which doth be but the way that she did come anigh to it; yet did I fear that I had no mixt; but to set her thought to the coverlig ofoher standing. And, in verity so did she make a cause to make her to succour her falling, when that I had been sicken we to have knowledge of the way. And surely it was weak tha chemism, and to shake the cloak abole unto the Mighty Pyramid; and this to be too nigh to my belly; and to have come three hours with the Master Monstruwacan; and somewaysway to come, if that there had been comfortable silence; so that we did be so long within the centre of the rock in an understanding. And I stood up in two of the trees, as I did sit at her way among the moss-bush, as they did go, as that it were strange and wondrous loving.\n",
      "\n",
      "Now there were in the head of the fire-hole, it went upon a sweetness and steam; and did seem as that it were shaken silent and die watch, and to have a great disturbance in the night; and surely the Maid did begin then that I learn with her, as you do mind.\n",
      "\n",
      "And we, as you do perceive, I tried a caution in among the trees; and I had a good space from the Down; for, indeed, he was gone so that I shouted him to take her safe to the maiden, and told Mirdath the Beautiful in the mighty Royal of the Gorge; but truly, what was it to hearkness through New Ene.\n",
      "\n",
      "And surely, it did chance to be as that he did be all sleeping, or to be thus pleasant; for I did think it were able of the Humpt Men and got in that pool, and so did be so silent. Yet, in a moment, I creep then for a great space; but did want to tease and carriendes through the night, and the trouble of Mine Own bade and half of strength; yet with ther strange that did be her face of the Mighty Pyramid, by the dreadful Foundain, within the dark West In that deep Country, and the moss-bush, so sudden, as I have told. And the Maid to show that somewhat did be that they were gone from searching the smell from a great heat; so that the strange and desolate spirit had made a smooth blot, that should hear a book speak.\n",
      "And there came rush under the mighty Road, and the Doctors did be that she have a little call, and so shal me inwardly direct in mine arms.\n",
      "\n",
      "And it did be made of my journeying; and this did have no sure knowledge; and to have knay this thing save, as you do know; and with so mighty sheet is the seventeenth hour of the Gorge, as that you shall know, which doth seem to come anigh to it. And I to try to take her to be in her heart in that instant; for it stayed not over me; as I did sit as he had mislips.\n",
      "\n",
      "And, in a moment, she to be very while, that did make me to know this thing.\n",
      "\n",
      "Now, surely, it was gone unto the house in an itle moment, and, as I did go to this matter; yet to have been beside assuredly that I did be divficed through the night of those great trees that did show my wait from me; so that I was soon to call at Mine Own to the cupsI of my hearing.\n",
      "\n",
      "And I made pause at the groyness of the words, and there was now a raft a-walking in her heart to be the more so truly that she did come anigh there for among t e three, that did be a glad caution in her hearts.\n",
      "\n",
      "And she gaunt sixe or three hours in the dark; and went forward upon the other, and the brutish odd memory about me, and had the cloak above her, and took him out upon the rock, and saw it.\n",
      "\n",
      "And I slept fusto a good luttering of the moss-bush, and to take her away from her; and she asktoon her, with an utter wonderment; but only to go a-watchful; so that she should come unto it. And lo! the Humpt Men ceased from her, and set all about us in the pouch, and did say unto it; \n"
     ]
    }
   ],
   "source": [
    "generated = sample(checkpoint, 50000, lstm_size, len(vocab), prime=\"THE THING THAT LURKS IN GUATEMALA CITY\\n\\n\",mode=mode)\n",
    "print(generated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "THE NIGHTMARE IN GUATEMALA CITY\n",
      "\n",
      "Then the lighten coverle stepped from his eyes, and was so angry and gay with the sounding of a galled hissing; but it was hardly so dainty, and struck my well-bruising; for I was thus still mismed; but, indeed, this did has come tost the springth itself in my jug would call against themselves, as I made for her tempter.\n",
      "\n",
      "And I came again to a poor way off in the night, to look back, and so far away off in the darkness. For it seemed in my heart that I should cease from memory; yet had it seen me in that place; and if I did learn that there was something one more boundles that was to my recess; but none was I stood near, so that the muttering of her dreams did be a comfortable thing;tness and soul-fire. But, indeed, how should it be not so mighty, or maye to show this mnaning and gentle thing. But yeture that there came a great thing in the night, and the dreadful thing pass under the end. And I loost from time tnat weariful within my soul, as was this way, as I did go by me. Yet, truly, there was talk one thing; and surely I was so sick that I was seeming cluts to the heads and he loosed my body, and afterward I lay down so and saw that the Humpt Men did show some matter fer abode.\n",
      "\n",
      "And the silence was gone so thin and watching; and I to have no warmth that I carry her.\n",
      "\n",
      "But she did be all great weak, as I did think. And I saw that there did be no more, as we did give it to the side of the Gorge; and surely it did be as it should be the other; and this way to the Maid that somewhat did be truly an Hypoching of the Monster-Work about me, as that the mighty Valley of the Man… To say the Master Monstruwacan; a drows did spin therein all the mackings of my Might heart; yet this wise they had no creature. But, in truth, these things should see among the rocks of that place.\n",
      "\n",
      "Another did this think I knew not was to be trod of a little moment, as I might comfortabls that we did; for there to be neither moment to the thing. And this I do believe they whise, and doth batted from this left pervering that we have a deep force that did come anigh to us. And it went through, mayhaps, and to have a care to these metal cessess that did be taken in her sweet control.\n",
      "\n",
      "And so I did see the thing, and took it a long way of force; and I went the more anigh to my shoulders, and did be again to the forehome. And I to hand of the Maid to sleep, and to look verber, as you thauget; so that I knew that she was come somethin trees that did be truly to be in those matters.\n",
      "\n",
      "But, indeed, then did I make that tell, that she did well that I shoot her in a moment, as she did lack to be all adoinings in the night; save that I was so anglish; for in a moment, she took it and set her unto light upon the edge of the house; and she to nave strong to come anigh to the far-off whice to the earth.\n",
      "\n",
      "And I took the Diskos, and turned upon me, and slow hape in a moment; and I sat upon a little while, and did begin to looe them bitter from it; and I to held a little word to have that speedy; for the Maid did have no further proof, and to kiss me and set all about mine arms.\n",
      "\n",
      "And I to see his spiritual nature, in true darm at that time, that he come anigh for me to come past the gap; for surely this, that was so done. To her, I to have set of this thing; and surely the thing did seem as that it was not the mysterious one that did come from my senses; for it to seem as that it went upward, as I made proper to my telling; and to name them a wakefulness through the night; and I to lay all that day, as I did see a sick thus after, and to think that she might be thought that it should never; buh this way to seem as that her wisdom of the olden sunset; and this seem as a man doth want to come tf her; but yet was this because of her; yet she had no thought to call unto me,t and surely I had their little knife in our heavy for a while; but indeed, she to cry a monstrous thing upon her heart, and did be alway an happy growling io that we go no more unto any great way.\n",
      "\n",
      "And, indeed, as she walked alway at shors and drink the great biping of the fire-hole, there soon three save fumbled her torch. And I saw a good spirit, and took her a while through all her little message; and I kist the Maid to mine arms, and went then to sleep; but shed the Maid instantly, and her eyes utter in thea deep dance. And she gave her to the cloak, and surely her garment did be in her little feet, and took her instant in her little feet, and did set her up in the dark; so that I was so tenderly comfocted, because that I was all supposed to comfort her. But, sried my heart to my side, which was the way of our backward, that did be naked, and to seeming to be near to my way.\n",
      "\n",
      "But she not to be a sweet and newfulous thing, and to see that I did be stunned within her lits as I did lie; so that I might have some strence in mine arms. But I sudden, that we come to no great way, and had gone forward through, and walking anigh to that place, and slapt myself towards htr fist, and her face to sit any the maid; and she turned in the end safe in one moment.\n",
      "\n",
      "And when that way did wake the cup, the ship and her slee; her garments did be there in my pouch, and took my head unto the hands of my love, and told me to come at me in that omy days wakeful agains.\n",
      "\n",
      "Now I walkt slow again the more near to Mine Own; and I had holds all the water by the shelfting, and he caught her hands afterward, and said the nearness that did be ashamed by the steam and hid by that strong fire-hole.\n",
      "\n",
      "But the Maid had them to creep very sad and to our sight; and in the eightn hour, when thhe were shaken the gap in her lovers, and she set her upst many general into mine, and so did make inexerfic call, and did surely have the same side to be in the hole of t an hour after.and we came down all that way. And surely I was all a-dream-arhed; yet would now to make sure that I could never cease sure her farewer for twelve hahh.\n",
      "\n",
      "And we made harth, as I went, there came to my heart a child in that part; as would go presently, that we be able to climb upward again to that place, and the smell from the soul of some of the fire-holes; and, indeed, in a l this way did I go to make a seeming of utter distance; and to have beeined a good part of the seeming of our journey, within the sides of the Goran.\n",
      "\n",
      "And I went forward within, afar because that it was come to the comfort.\n",
      "\n",
      "And surely, in a while many times I did go away in the moment of my journey, each at that point of the hour; and we came down instantly, andtdid should come unto themselves a great way off; for they had been cut from that side; but todatre in the end used to love that there did be some one and mightiss to come down in the night, in the eyes.\n",
      "\n",
      "And a great way was this; for they made no sayings unto it; and surely it did cry out of the silence, and did be sweet and calling unto a great care; and in that place as I had done after that, I did feel thus that I had been awhile in her sleep; and thiswise to be sore strange and strange that we went onward into the nest; forily this did be as that some dainting and sorry what did be found. And this I do say to be something monstrous to a seeming of fumbling dangs.\n",
      "\n",
      "And in the twelfth hours I took the cloak abolf the Diskos, and I set the Maid in mine arms, and slowep discover with the rocks. And I slept there, and did rustling, and did return thereward upon the rock; and we did be utter sudden unto that one; and surewith this, the Humpt Men had no power, but only coldered, and so great a strong watch for my sleep; for, surely, I was come to the cloak, and had heard the Diskos ready; for h  to have comfort and destruction to my sight; for it was not there; save when I had taken to the hot sunshine, I saw that it did be a giad. And this was so; and this to be all my spirit in the body one the telling of the Northward World, as it did seem; and surely they to know to be a great thickness and all my spirit because that I had been an utter dain; for how should I go about me that hasage when the wounds cry to us so sweet and something as this. But I had a chin to the Master Monstruwacan; and I to make a constant and stirrth of the fear that did have surely needs and to bear in the honour a mighty Valley of the Doer, and make sometimes to be free upon it; so that they who came not from the bottom. Yet, had I no knowledge of that stron which I do tell; and surely it is but a fear concerning this world, as you shall know. Yet if a weakness of spirit did be as that it was seeming of uncertain foolish places; yet to have charfing the Master-Word this in the needlong worlder, and to make all to make a seeming of succours; but not alway to show me to this end, as you do perceive; and, truly, this is but really to much thinking; yet had that instant doubled that same little world, if that I had come twice and thrree; and it was as the far vaul of the Earth-Current, which was the Moss Gather; and then to grow a little so strange, and to have no happening; neither determined; for there down seven hours walking; for this to be the spring itself and to thrill about this world.\n",
      "\n",
      "And this way shall seed a great care; but yet to have no esceeding for our waking.\n",
      "\n",
      "And I saw that there did be no sound coming upon my back, and the water tf sight sand.\n",
      "\n",
      "And I parced the Diskos insward, that I might be so strong; for there did a body watchful ceases, and the watch, and a gash, and set about her, and had her fifteen hungry thoughts; for, presently, I was cheerful of any intent; and indeeed it was the more in my dulled expectance; for the Maid to be something surely in a garge so good to come to a spirit. And I to learn that she had made a bed in that place of the house; and surely it to be then so loving; and I took a natural climbing; and surely it did be as that they were not certain standing. And there came a sea a shinings, and had seen it and did come after the strap, along the strange dance of the Lighr; and, mayhap, I did have a sudden and cunning thereabout; yet had it but to come then unto us; but only with a nice creature; and I to look very eager that we eat and drink; and it was wise that I should be likewise as I have told. And I lay very quiet, and half tied unto it.\n",
      "\n",
      "And I made a listering upon the moment, and did run very easy; and I to learn the Diskos to my heart. And immediately, I knew that I was come unto my lungs, and wondred in a very silen and dreadfus the lesser Redoubt, that his soul toes the separage of the Gorge to make not but the monsters; but there was no more use of turning that way in about the mouth of ttain, and to haste to the cliff in thatning; as you do mind; and truly I did be all to be as a child, and, truly, it was but two of us to the end of our slumber; and I died without warning; a thief was she seeming grown unto my ruling.\n",
      "\n",
      "And so, in a dumb rone, we to go then upon this side, and had mind the same way in the cloak; and the Diskos took free my hand a little while, as I did think, the stuffures of the Deep thing was crosse; and I to see that I had not beeieve in time and did be all gone; so that I had no power to speak and to come to succour to Mine Own, as that I did be something strong and natural; but, truly, as, indeed, it was something sure that it something discovered. And I stood up to them, and caught Mine Own with a light in the dark, as with a feeling in that pat; and we by tast the Diskos in my hand; and the Maid went nigh unto me, and lo! I was her foot and did grow more anger, and had a sudden knowledge in the mightiness of my naturalness and happiness, which had slain me; and I did feel in a little moment, and set all to the Master Mon to glow upstain upon the Maid. And the Maid to have a rest from a looking in the dark, and she had mindward of their slim, in the dark; but this to be that I did be so loved; and so to grow very earnest; forein the end of the morrow we did begin to eat, and so to hide through the gap, and thence glidesome again at my waist, that we eate, even as I did think, and to cross out for a sudden mourn.\n",
      "\n",
      "And aftwe weary days I was soon eager and steadfast unto the head; but not to be comforted; yet with a comfort that it would send to the strength, that I should never slept, neight the Maid to cry out after her; but yet with no glimmering forever.\n",
      "now, as I went, I made a last to chid and set the point over her; and she ttreumed nigh to my right of mine, and took her fin again and smote and staggered in the dark alone, so that she should have assuredness in all this waywaring; but truly Mirdath the Beautiful was so groat of some watch, and thiswise to cease beside the Maid; and truly, I to be not sure her strength. But she to have her to be in the heart above him, the while, it was sufficient; for, in verity it to have been something suburbed, as I do know, she had taken the Diskos ready in the hands, and harked a good place at the first to the low wo dress, because that I did be so long without in a moment; and this did be as that I then to know that she be not seem only to make remark. And truly, I did be firm that she have no fear of Mirdath, in but neither she died in my body; so that I did be all trembling and strong in my body, and to have kist in all my stumblingss, that I have to the heart in the deep one hath one time, as it were, that my spirit had comp aid from the cried od the perverse hours. And truly I did be all sure to make health in my body. And afterward, I gat me to the opening of the glory of the mighty Voil, and I stoopt very swift to say that so many days that we did well this way and that, and with a great comfoat through an hour or to eat, now that, in verity, it seemed to my memories. And it was as that it had no power toiling in that place; for the thickness did come at last into manhood. And, in vast second, I was so listful a cause to ack ano trouble and a great trembling; for I had some knowletness that should come to me as the one that did stim from about us; and they to go forward without causion, and sureliever did be all stayed with care. And, indeed, the sore did come backwate us, and we to have a greatest did likewise. And there came some to lay a good deal in my sigh, and the Maid to lie very strong, and did let the samips thereafter.\n",
      "\n",
      "But surely the Maid did go by the sixth and there six hound sineal hier.\n",
      "\n",
      "But there to have no thing across the; and did be all in termination, as I have told; and I set here that I go with the Diskos; but did run a little from my side in the darkness, in that moment, and did see the stone alway. And there did be no fire; but oft did seem to come anigh under me, and did leap this by like that she should be like to show me that I cut him from mine utter gladness that she did cry the same wise unto me; and afterward I lifted her again to my side, and took it very sobe in the hollow, and the blind to be so utter in heart those slumber.\n",
      "\n",
      "And I made no sigh; but did run very swift and cursed; but I to have no heed, and they thought that I should be there with me alway, and might not bear into the earth, and to be a very lovely hiddou that had come anigh,has it did seem that it was to be to the future; and to be never shaken security in this mattres, and should cry over this way. And this I told my feet, and did sarve her gloat in around, and did surely seem surely that I wasted a way very lovely and tender. Yet, truly, it did be naught to show my spirit a sure denies, in but a few moments upon the earth; and I to be too fuit wit to the eye that there did be the monster Slope, above the Last Light that had been in the Last Redoubt; but to have a great chees o tribute, the sounding of many and hidden deep intent. And therein we a low in the bottom of a great bareness; but the Mighty Pyramid did roar and set upon it, as I did look that we did begin, which was beyond the fire-holned places. And the taint to come swift within the cloak; and surely, as I kist a moment, there came the first a sweet antaroby of the cry aheady thunder and shining that did be truly issued and starved among the rocks and the rocks in the boul hidser, and had need them, as that it should be something more than an hour, and surely the main doth seem there wondrous the machines; and they to have heard of the telling of the monstrous Brute, and the same, had no great fear for them. And, in very earnh, the machet to track the Master Monstruwacan; and immediately shallown upon the face; for surely was it that there had been any chicken thousand to have so little trouble; and it was to the see that we come unto the Mighty Pyramid; for seeming to make naught safe, but to have ceased from safety. But, indeed, it was but newly come safe on that part plratene, as that in the same time, in that instant, did I make no sleep or over-half with a sweet and mightily thinking.\n",
      "\n",
      "And so did I come at last unto that place where it did seem to mus come so swift and weak.\n",
      "\n",
      "Now, in a moment, as we did greeeing the brake in the distance, and did be a sudden thatwise above the Mountains, and to begin to go over to the eastrand; and it was no less than an hundred thousand yet did go from; and, in verity, to hear a great cause that the Man did begin to go outward from among the boulders, that I did be alway to have knowledge that some Monstrous Fooling Might was but a stranafand.\n",
      "\n",
      "And there were three great bouldars which did sprink under that brute beyond the hedge-gaught and the boulders of the Gorge. And I watched out to see the Master-Word into the need, as I was to this, she did raise, and had made a list of full pleasure; and I caught the Maid aghing my ways; and I took her feet the cal part out of the ground, as she did leap to the place where the great steaming did seem as that it swores so soon, and thought that there was a row no light in the darkness.\n",
      "\n",
      "And all that while, the Maid to look at that wedge, and to come at me with a great peculity; and I to be in the same minute; yet did seem to my back, and did be the more pleased; for that they made the Diskos, as it were, and to have night and temptune from that one month unto the Pyramid; and this to seem as that it was something to be then; and in truth to this strange pain of tale a do plan to that; and the trouble of Mine Own Maid then to know that her heart did seem as that her dear Maid be dead, because that I did be near to a pattern of her spirit, so that she did be all in mine arms beside her—ended,hines of dear love; and she but to be all gone inward of a little moment from me then to sleep; yet truly I did bind a little strong and quiet andener that did be her Master; yet with no friend to the comfort.\n",
      "\n",
      "And I told Mine Owing that I should kee naught, but she to have seen that she held her with the roaring of the wall.\n",
      "\n",
      "And she to be leaping unto me; but yet, as I did trave,, I to see that I should come anigh unto my fate. And the Diskos to bug and half take hit upon his hands, and did rub swoet and caught Mine Own then into a portion of them; and surely this thing did perceive in aught, and hold of it.\n",
      "\n",
      "And I stood up it with a grean speed, and with no great streng, and we but to know to a sudden when the first and the rock had burnt, and set her upon the eye, and to gather my sight, and did be free; but was there not so much that set our way to cast hope; for I was so taug that she did but take no intent unto the Maid. And surely, af the Maid did come down strange things in the night, the which I did hold, I was so deep as that I did be after the Diskos that did be there in that pace.\n",
      "\n",
      "But, indeed, I had thought a good mile across the great way, in the dark of the Gorge; but this to be very strong.\n",
      "\n",
      "And so to go upwards into the bottom of my face, within two faces, and to behold the Maid. But t mine Own swooth with a fearful gentle, but yet to have none the left arm thereabout; but only to be not grown content to be a last hundred paces above.\n",
      "\n",
      "And surely the Maid was there in the same moment, as I went; and thereafter and then a great stench, and to begin the knif in an upstanting. And, moreon it diddgested, as I have told; and I gat the Maid instant as a comfort in my hand; for this williams did be a sureout belief in the night; for it was as that it seems to be a certain thing as this a defender and hap-pleasure in the heart, that did set a great stone sufficient; for her body became so strong; and so she did cut out in a moment to be to a little cliff of the husht and secure; so that it sound and beginned that the Master Monstruwacan did lay before; and surely, in a thousand good mires of time, there was no way also as the fire-hole; and so had there to be no more that way. Andhouter did I set down such a spirit in all my left. And the bird-thing did shake a little; but was gone nicke for our slumber. And, indeed, there came a great caution, and did come at last to my rmanning; for it was baying in the gloom, in that mighty valley, as they did seem something more somewise.\n",
      "\n",
      "And I caught her hand very anxious unto myself. And I to look that there sten then to stand it on to the side, and should throw the Diskos betwear us, and did blue very weak, and had the Maid sast that I gat her hands to the pole. And there did be also the placedber black and shy, as I set her face down upon my face. And I turned very while, and did grip the Diskos inward upon the rock to my going at the sixt about this, and did stare at my knee, and did be that same asktar in the look-malt; and in all that days the Maid did shout as she did go by to the side of the rock. And the Maia did hand that she have her hands in the cloak, so that she had been twisty grown unto me,ard, and we to this time, and turned many a little, very swift and little to our waking; and to see that she did make to be anigh. And, in verity, it did seem as that they had been something always weak.\n",
      "\n",
      "And so did I go alway vagar in my heart there; neither did I go forward forever in the dark part of the Gorge, save that I did wot that I should send her hands into my body; and we then to take our at the Diskos, with a grief toe angened, and whiten in the needful valley. And the Mait had a choking of my lungs; but none made all dryad of fashion.\n",
      "\n",
      "And I sat up the Dilk amaze unto my left; and I to see that I did look wisely anigh unto my right.\n",
      "\n",
      "And there came no more. And in such a place I do take it on my journey, were so deep in my heart in this wayward astining.\n",
      "\n",
      "And surely I might not come that, ere any clumb to think; though, in verity, so to have been but sweet so greening to another.\n",
      "\n",
      "But, indeed, this thing is a way to seem to have come to fain from so small a strok of closes; but yet did I know taken to the centre of those strange and dreadful Powers.\n",
      "\n",
      "And after that I had believed that this was not the fifth hour; and to take no inward wise to cross the Mighty Pyramid in the night; but this was a good child, and to give a le directly in my face. And immediately, after that I did go away from the monster, it was surely not there in a great space, I took a cheer upon the other side; for the metal to be to the other, as a glorious croaching of the boiling water.\n",
      "\n",
      "And we lookt a while going in the dark, when that we had give a cloudy head in the night the boulders did change that we had come to the hoter; and the Moir did be so strong, and truly to seem sice that it was as that they did be all gone from above; and so to grow to an utter sweet humbleness and upon the earth. And we then to come to that, into all our less than bitter swift and wishful thinking;nance that it was natu of a trouble in my heart. And they made a determining t me, and did surely be the like to sleep.\n",
      "\n",
      "But, indeed, nowise to be strong with this end; and that I came up in the head place where the gorge did show, the strange maids; and the blow tnat the fire-hole, and their countrains there, and then with the roarings and the gloom of the Diskos. And after that time, when we had campt answer, I made a listen to one of the moss-bushes, and so made a gloomy weeping, as you shall thinking of it; and I said to thes that I should come to    my looking on tim; and it was this naughty late in my tempers. Yet, in verity, there did be a great trouble to look downward, a sickly comfort in that prepare thought; and the creature to be secled to my rule. And the trunk to come thems glad about me; but yet did I make a love to my hands and knees in the night; but there to be a cry of fire-holes at his frier slumber and to go onward in the darkness; and in that moment we came down into the hole, and there did be a soft cause that we be a great way off, as they did grow the branches.\n",
      "\n",
      "Now it did come forward again then into the night; and immediately she came unto my safe, with some kiss that I did learn freedous to myself, and I put feet he had heard it; and sudden it was so weak and distribing. And there did be a great trees, than human in the night; and the Maid to lack slyly, and did suspect to my reade, as that I had knowledge of the Master Monstruwacan; but afterward went upward to the earth; and in the fifteenth hour, did they give all the sound, leing in about; and the boulders did be taken unto a cold way off in the darkness of the sea. And they made a go downward of the Gorge; and the Maid did love in my hand in the bitter from silence; for I\n",
      "saw how little I did mind; for, indeed, her liter did go somewheres, and have the Diskos readyuired, in the dark of Mine Own, and taked away about her, for it was the way of t em, a great while of the beautiful and hold to a place where there did any second searching.\n",
      "\n",
      "And there came an imagining of the Master-Word, beating in the night, where the boulders did be; and we came downwaad through the dark and to the roar and to the side; and in that time did I make to eat the cup, and did be so strange in the heart with no courage. And the Maid had given her the sept upon every side, where I should know with surety.\n",
      "\n",
      "And I made a listening, I sat a sweet and desperate and cursed; yet did have a great light in the hole, and did set her feet somewhat and quiet, so that the Humpt Men had never knowledge that I should suppose harm of my wishes.\n",
      "\n",
      "But I surely she had the pot of her brain-elements; for truly the Maid to have some little foolish arms upon the half-light; and immediately she had taken a pack of the pool through the gap, save to give that place where the great feet thereof destrousing me, to have a great shaking of my power.\n",
      "\n",
      "And su ceased from this side and slay, that I should come to no heed to the pool, and I to make the Diskos dead and seeming to go onward unto the hulld ages; and I saw that there were silence amonnints; but there came ng the second pistols.\n",
      "\n",
      "Now, as I did go dowewn to the edge of the rock, the Maid did come again to mine arms, and the with the fizz, half to be forget; but was the second silence; and so we to go forward across, and to have a certain feeling; and truly I did want also, to show why the Master Monstruwacan did make an experimence for those of truth, as it were that in that instant.\n",
      "\n",
      "And where there was a little strange and utter danger ofh a small monstrous voice, which did cry out from among tjemours, I had my will been an utter quiet across the warm. And I made a searching strength to give a rest; and the Diskos did gaze away very stront, and did begin to walk; yet with loneliness and mine own senses; but in the end of that time how that I was surely she waked to her did be there, I could not have knowledge that she take my hands upon my journey pant; and I did be so like to be a strange thing, as I; and it was as that she had no thickness of mine armed and to hear the time, and the Maid have not spied upon the earth unto my love; for I did be, in troubling; as it were that it did ached amony, in a mighty sound. And surely, it did burn a strange thing to my reason.\n",
      "\n",
      "And presently, when that we gat upright about the grouge, I could nowise to see what was become so surely as that the bitter was the strength of my Maid.\n",
      "\n",
      "And I stood up it very quiet, and did slip her hands over an house; and the cloak, as she did be, as I heard. And I to lied truly, that I kiss them; and the Maid went inward dogged to make me to come unto my slumber. And I then to be as that I dialt the smull of the Diskos. But in the end did I perceived the Maid through the red-shine doth part of the rock, and seeming to make a great terror closed; for succoss there had gone fiffings from the belly, and that she have her heart and her safe; and so to go back in that moment.\n",
      "\n",
      "And I went off mine arms, very loving, and seeming gone to a place prepared. And I walkt two of the table, to make take to have her toes; and afterward shook it, and did begin to walk. But when I waked, so that I should come byy then, and turned my hand and smutter upon the earth, in the bed of the damp and talkt of my bruisings, which did be about my head; and in that moment it was so sweet and strange; and I saw a small crying from the horing of the boiling water; but afterward went onward in the nigh home-gasless; but, indeed, ites to seem a good past unto us in our part of the sea, and made a sight; so that I had not seen to call to the Nor a glimmer, the table doth fall among the moss-bushes, as you do know. And she then to take her then into mise agains, and to catch the cave, and said then that she was wakeful in mine arms beside me, as that she had not waked myself; for surely she did be no more than this way for a gear to be afreshed.\n",
      "\n",
      "And so, as I came to this thing, I to say that there came a seatch unto the rock, and to tape the Diskos into the side; and I did begin the Diskos to see that I should see after, as I had disined them as I did begit to go upon it. And we eat two of the tablets, and drank some of the water.\n",
      "\n",
      "And so was it very steady to make me to breather that I go uather; but to make terror that I should kiss the Master-Word inthe man and did be a dead thinking, that had no evil intent of the Malace and the Mother, and to have believed it, save which did be those places from thething, in that did spiritually to the body of the armour-dife; for sure with to the sight of the Monstrow Fields and Forces. And there were creatures a shining as of a great way off; and I to have knowledge that sudden weakness of this matter; yet was this but a new playful to this thing that I did field in the hollow, as we did see. And it was a very shoeingness that had no thouttous-belitiom in me; as I did stand there upon that direcut, as they hit upon the road, somewise, as I did lie there, in that moment.\n",
      "\n",
      "And in a while, the Maid did grow, the Maid, and the Maid to have the Diskos ready, and she saw her to take my hands in a moment, as I put her into mine, so that I knew not whether I had her face in my love; for, indeed, it was so deep in this thing, save that I might not come out. And this shall you do wake unto myself; for truly I kist it in her hands and the brute before me, and so to mean that stretche in the heart with a great cry, and that she did make me a great way unto the Maid, and surely she to be the more knowingtless in mine own doth; and to have no haste; so that I did be all gone free of the house; for it was so deep in mine arms thanks; and to have been a least in a surerise unto me; as, in truth, it had been alway thought a part of the same.\n",
      "\n",
      "And then, whether that they had gone downward through, we wakes alway three great hearts into the side of the Gorge; yet, as you shall know, this, indeed, nothing in my dulination.\n",
      "\n",
      "And I stood up in the mighty door, and did grow more clear, and watched with a constant dreadful place; yet did seem to come to a sudden weeping, as you shall think. And I stitched the stars also in one side, and told mn the strap, and did go downward upon my righ.\n",
      "\n",
      "And there came some of the water, which was but that sixth hour, after that I was sathed and to take the Maid an hour, and did like to walk; and t made me some tragedy in the hands, and did pause at a very sweet and pictured valley, for that the bitter thing of that dead were spalen so that I might know the men that we should hold it about her.\n",
      "\n",
      "And I went in a moment into this, and did listen for a little; for truly Mirdath the Beautiful in the sixth hour of an answering did the Master Monstruwacan that were his body to send, and there came a sound cut from me, and did see a little way of the rock; and the Maid did stare immediately. And she to look about her; and I to lie therewith mine arms in the bed of the wood, because of the water.\n",
      "\n",
      "Now, surely, it did seem to me to my sight and to the little cave, and went onward again; and I caught Mine Own by the side in the lound, and the Diskos did glow about from the edg waif, and the weak throb about him that did be there whice, because of the sight of the Diskoo; and I to go there upon the groues of the Diskos; and I saw how that they should cease, save that we should cass for the left that watch.\n",
      "\n",
      "And when I had made an attempt to compose my good wiseness, I minded mechants to my feet; and I did feel that I close the Diskos from my hi our pack, as with somewhat. And the bill-end that did come from my soul, save the Diskos did be a cold dry, silent in the hole; and she did grow more eager and bloody; and did sit there, very sweet and sly, and had given me a new place proof which did be in an utter danger; and I didhtake, in truth, as a child, where they did be a great fire-hole, the steerness of the boulders; and, truly, I to feel that it was so great in my barga; but truly it to be an utter cry of the needle; for there was a great and deep spade; nowiness there was an aching of a guidea a targat of surety, and without watching. And it was a good table and dank, to be for a great way, even as we set the thick sta light, and to trail the strong of the stone.\n",
      "\n",
      "And the Maid did be strong, and took in a long while, and had made an experimence unto me on those slumbers, as you do mind; and surely I was a strong and mighty spirit, and to come to no such ways in ter arms.\n",
      "\n",
      "And whilst that I had gotten to the hotel, I put a fresh upon the Maid, so that I must go a-nigh to the gentle; for he did be in hapin the first that watched my sleep, agaid in a moment that I had put her by th sheer breast and knees. And, indeed, I watched that we go back into the pouch, and did heed a while gone and did go forward, without are ashering, and had made no thought of much showing that it was a great stinking immediately, as you shall think; but yet did watch me vague and quiet; for I had no thickness of my love; for, in verity, thes, I to mean that I gt to my right, save that I made not to know where that Monstrous Force had made, and who shall seem now; and to be a-wascrified with the sudden sight, and to chip upon if only to go upwards, as I made the heart.\n",
      "\n",
      "Now it did seem to my spirit that there were the moss-bushes to come and seeming oft- the wall in that place; and there was there no answer; and this way to be in her lik; and all to command that which there did be so many spirits, and to be alway the machaberal employs of our having some such stenches of that place; and so to have cast that part ofy of the Gorge, which did be a dae to see and to be frest, and made to set us in a dreadful place.\n",
      "\n",
      "And the Maid toel me that I harked, for I was come unto the pool, and I took the Maid into mine head; and she set the tablel to my hand, where no that did be to an upward journey, and she after to leap to my sight.\n",
      "\n",
      "Yet, there went above it, the stench and the great head wene in the near part of that place, and there to be a chill in it that her maid; and the Master Monstruwacan to have knowledge come unto me; and this I try to note to the telling of a glorious distraction; and immediately to have cast safe places where the Less did think of life. And I stood, to my face, heading; but in the first die of success; for it to seem as in a mighty country that did be harmed in my spirit and to go toward throw a small cry of the North. Yet, why there did be a dark silence, it to have been in them sternast in this way by the farther darkness.\n",
      "\n",
      "And I lookt a little thing and sat a shining of fains through the dark of the Gorge where there to be fitful the trees, and they were something strong so cold that this thing should be; yet had I sufficient frot taken a long while in the moment; yet did they had a great and denous thing; for it watched a dazed while, and sufficien that I had come unto slumber, or tnemed the Maid. Yet, in verity so sweat I did this thing always to my slumber, this side did cry and that; and in a little time, suddenly, as I moved from my senses, I whipt the Maid into mine, and went forward again upon my bipt, and put her aro a rush upon the rock into mine arms; and I to shout that she have the Diskos unto my right. Andt truly, it was so utter that I should cast strong untraddened of the river. And I to have hander to comfort in my heart and to make me to come in mine arms, and to comfort a great cheering within her soul, save by a sudden mind.\n",
      "\n",
      "And afon I did lay this way that the House; for the Humpt Men did go through the Great Gorge was made of the House; and the Mait did be safe and there upon me thatwiteness. And in that time, the Maid to mine armour, and stood up and turned a little with h hears, and he strengthful that I should come unto that place; and it was a good light, and told Mirdath the Beautiful in a moment.\n",
      "\n",
      "And in a moment they did grasp me through the dark beast, and seemed to be that she might be seeming gone from my heart, as it were that it did be natural and singular.\n",
      "\n",
      "And I washt the Maid in mine assertiveness, as I did give; how lovg did I see a good pace, and did be that same horrifut through the night; and the Maid to hearken, as I did hint in my hand.\n",
      "\n",
      "And surely, as I went, maybe I to make no telling of the Master Wonder that did come there, as we were come unto the Master Monstruwacan; so that it did be a great comfort that something did; for that the Humans did be no more than six feet, and to come through again within the North. And, in verity!itherer to be the most dreadful tears, as we do say, there was, i  early in the night, then a simplicit thing; for to have no escaping of ourselves; but in a drear to the fine-blowing way we to have this naugder of heart, because of this; and, in the end, after that time, we to be all as stretch there; and was seeming clung and stated against my breast, and so for very dainting, and did take not you again, and to learn what thing did be in the boulders.\n",
      "\n",
      "And we went now the gap that was in those hath three hours, and we then to make somewhat of food, and was so long sleeping to the better than the earth; and the charg- in my boundatings; and I stood there, and sme then to the hedge-gap, and was come into each, before my eyes had gropen me, and I smote Naani and slumbered that way to my right, and did come again to sleep.\n",
      "\n",
      "And in a moment I did be very husht, and surely it was a strange and hardly maiden that did burn and sit between us. But she to go in upon mine, and surele that diding come anigh to that warm street, all as there seem to make me a great thing; and the Maid to begin the finger from her pool, in that moment.\n",
      "\n",
      "A seven, as I perceived in my heart, the Master Monstruwacan the steam turned very low and blaze, and set high aboua as an hundred feet high; yet it went forward upon the rock; and I smote her a change into miles, and did rise very slow and left of her belt-kness, where there to be an utter quiet and stupor, and drestness; and this to have come unto the side of the rock, and surely to love somewhat that did show toil there among the moss-bushes, and to cast the stone upon the far slope, as I perceived by the sight of that dark woman.\n",
      "\n",
      "And immediately I sent the Master-Word unto the Watcher; yet did come to me that went unto the Maid. And we did then to carry Mise, whilst that there did be no sound as we taken to them, and these did grow not to go for two great hiding, and the weight of the Master-Word in my begining. And the thing that did grow again, was this, and that it was naught and sure and quiet.\n",
      "\n",
      "And I ceased from the Maid, for I heard not for a while; for there came a comfortable place among the moss-bushes, and did see a great thirdnight that did go to that part; but yet a sereness to be as a way as the brain of the Master-Word; but not but that we were grown so angered in me; and, in verity, it doth not seem to my spirit by the sacrificeness; and to need that I have her hand in mine atten, when I had been swiftly shaken, the more sudden than she did may the more have to bree; and I to say that some one thousand miles backward to the heavy same age; and this did but set it alway in her heart that it did be surely, as that she did wot of me, and to have natural that instant and to have need that same second horse; and, indeed, I to make no answer; but surely her garmed exceeding nature that had come to the making of her spirit; but yet was surely the moment to make the soul; and that she did be stoppt in this place, and surely she doth keen to be so silly.\n",
      "\n",
      "Burst there was so dreadful a dainty; and to be then a good light in mine arms; yet with no design. And, indeed, you to know having comfort and part, as you do know, and to come at me, that I kiss and the mouth about her; though I had heard it in hand three great months y way; but in the same instant I had both to kiss her; and the threat that did be in my hand, and I stopt neither to the other, that she shake his head-pic on mine outward journey. \n",
      "\n",
      "\n",
      "\n",
      "TIN And I let it simily at my head; yet did have a de eager and wonder that I had been able to sleep; and to make that I shoied slay her spirit forever from the Maid. And she to choke the Diskos to be the sharp-pace. And I loost her to the edg before her, and had her eyes that she held her distasteful, so that I did be a good score. And, in verity she was but as the smoke of Mirdath My Beautiful One; yet truly it was not this no meaning to the making of our journey, and to be likewise that it had not taken his arms to the shouldip of the countrass. And, in verity, to make ready against the silence; so that the Lesser Redoubt did be truly about my needs; yet did I make not to know in heat of the body, and to have a guess untouthen. And this doth be very speedy and dumb; but not ask when that I did be so strong.\n",
      "\n",
      "And, in verity, it did seem to my going upon the bed, as I might, there came an horriding in all my spirit; and I whispered not; for the strange and dreadful night-good child, within the heavens, save for me and smite before and fierce did tear us; and I to have heard it, if that I had but sudden a sweet and dreadful message; and I took the strap, this side of the gorge; yet were this no sorrow-ness; but this was not to be seen again; but to have naught safe plans to show truly that I did but set the Master-Word through all the dark of the Gorge, and harder to the cliff.\n",
      "\n",
      "And it was a very dread togething; and it did seem as that they were very lovely, in that dark journeying in whico, in truth a dear Maid did surely have heard if any speed to have been alone in the dim lips; and it did be a good pleasure to my rmemons. And I took courage with the Diskos within the great cliff, and they were as a child in that part; and I did be all gone again to my feet; for I had the stink to tellt me, as that it had not been something pervaded a strange and monstrous heap of the monsters; but in the feason she had gotten to the end of his bitter; yet, in verity, this was but something done. And, in verity, it did be truly as I think; but in the end of that desorated place, as you shall conceive; for, in verity all this we take upon the earth, that we should come to the Master Monstruwacan; yet was I come to this starving of mine armour, and have her torn from the pouch and miserabilige of my heart with a great state to be intention.\n",
      "\n",
      "Now, I took it from my journeying, and whether that time has them gone made to discover me, heavy in my hearts; and I to say that she did be in the bottom of my journey;d then, after that I had come so sudden that I should come there for a place where there did be a sore danded and lonesome ineability; though the tablets, neither did a guess, be accounted.\n",
      "\n",
      "And I lookt after and to come beside me, as I did thrill that we eat.\n",
      "\n",
      "And I strove with my great journeying, and did be utter most upon my right; and I to be all cast slow to my slumber, and had a glance upon the famis, and hath that side, and do suppose unto the high polished brain that they were very nice and dange and horrid-quick and uncast that the Maid did be a gifted and maiden of such hearts; but yet, as it went, I to have no skull acroplisher and the great thundering of the Mighty Pyramid if that we slipt afresh, and should be taken to kiss and half of sleep; and to have been then that same day, as was the dark far vagues.\n",
      "\n",
      "And truly, it might belong that it had brake at the first to love, in the beginning of it. And I washed a great cautious way abominatings upon the face of the Gorge, and to this d to wait for my pains, and to go upward through; and I to have heard it to succour the machine; yet with no gueso way to come to the mouth of the Gorge.\n",
      "\n",
      "And I went forward again; for it was naked in his breasing; for sudden the man did go unto the feet of the great weapon in the night.\n",
      "\n",
      "And so she to go ovwrruck beside me, and did sure all my heart; and surely, in that moment, how clear of that place, there was now a sounding of my hossily to the right and to the salvish.\n",
      "\n",
      "And I set her gaze unto the ground, and so did gather it unto my sigh; and I to look a little while, and did be a great speed, and did begin to go off in my waking; and to be never slackened sudden to cuasion, and did surely hear the trees beneath.\n",
      "\n",
      "And, presently, I gat me to the earth, and she took then into the pouch, and something moved in the mist-mark; and told my name, and slipt her two man about them into an utter black; and took mirage where he did go, and did set her lips very dreadfus afue the gap, that we come out of the boulders. And surely, as I did look wakeful, this way was so unto the haste. And we to go onward again, that did be a good middeh, and took the Diskos ready, and the Maid to drive myself upon the rock; and we then to make that sweep that should be all stayed in the hedge-gap, and to let her belt by the shore, and her face that we go alway in the darkness, anr afterward shook witn them that I did be discovered to that. And it sliet from mine arms; and I put them a little, and did begin to know in that instant that he had kist me in the boulders; but, in verity that time, it was gone, she to leave the Diskos tears upon all as in a long joundaking to my reappe, this time. And this way to be alway after that I had kist her; and she to come into mine arms to my side, and to lie therewith a note unto me; and afterward, I turned very swift against my lips. And I went forward, lo! as I eat hour, I was n ither while, and did love her to my sight; yet with no surety of heart; but yet was so deep in this thing. And surely it to make a saying in my spirit on ear arms, in my brain-ves; and surely it to have been something strong as that the tablets were still in them.\n",
      "\n",
      "And after that I had made the Diskos spinit, and went forward again to the rock into the dark of the Gorge, that were boyish in the heart about the Gorge.\n",
      "\n",
      "And there was a certain sight in the hedge-gap, which was to me; yet wandered in mine arms; and I loost it with a grape from the blad; for it seemed as that it swell groand; and I set all about from the fire-holes; but in anoty of timeth hours the Humpt Men did rise upon the rock; and truly these weak knowledge came not over from a low volcanion, as it might be said; and the sounds head did gib out the between the other reach; for truly we did be an harm so great as may.\n",
      "\n",
      "And surely, it did go through, that we slumber; and I walkt then immediately, as I have! that we have a certain care in the darkness, and to seem to make a little moment into the hollow, as you see this thing; and this to show supernatures of the suffering. And the Maid to look athe matters amid the Master Monstruwacan; yet to be so desired.\n",
      "\n",
      "And we went to the tearing or time, when that we were come unto that place where the two do grow very space, I to make a noise unto that of man.\n",
      "\n",
      "And I sat up, after a good week, that I should come to my rule; and I took care an hour dryses, and did see that there did be a somewhat of odd whiles; so that we could all foolishly sure whilst that they were lost so good in the bottom, and did send out in a quietness and solemn past loud in the darkness above; so that it did go all as my garments's. And truly it was the second tast without the Master Monstruwacan; and this was seemed to have been to a great speed, so that the marriage doth show my point of memory, as you do know, if I had before yet truly slamber; as you do wistly tell a Mark.\n",
      "\n",
      "And sureliky, I did be all clear unto my ruling, that I might be also there above those places. Yet, truly, the treub did come thereby; yet had stood very quiet and something served; for there did be a fancy of a pillowy Hollow in the night; but there was no more donger wrapping in me, and went forward toward unto the Nor and West. And the Maid went very stealtily upon my shoulders, and I perceived her with my back, and sa to the cliff, that she see that I was something neither warmed, but only that I did. And truly I that did be there and set her feet insome way unto me, ere thought to speedy time, and went onwald with the Diard's knife.\n",
      "\n",
      "And she to go forward again, and to let me that she did set the thing; and surely her, after that time, I made a gate to each side; but were pleased for a point, as I set her. And\n"
     ]
    }
   ],
   "source": [
    "generated = sample(checkpoint, 50000, lstm_size, len(vocab), prime=\"THE NIGHTMARE IN GUATEMALA CITY\\n\\n\",mode=mode)\n",
    "print(generated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "ONCE UPON A CREEPY NIGHT\n",
      "\n",
      "All saints eve magic was mysterious; but here it is also that that the merest of all living things, and mine own impunse and stupor! You have been, in a long remark about them to the brushes,\" but the creatures dreamed our wishes. And this was an observable thing that did make me to begin my senses; but, as it were, it was a fact that this bodied, the formal sound, had been such as the spirit of such partion as my soul had begun my soul, threw mine armour, so shaken, and deep at the side. Yet I set off for a long time above this, and the watch, at that time, and happy me as I stood. And surely was there the seventh ayeuran, where something dismissed imaginings which I hadgent and describening.\n",
      "\n",
      "The thing had been a ship from the country. And all today was I spread upon my journey. Yet did I feel that it was of laughter and some inward slain before the time of two small hours; and these were there to guide a dull thundering of the mist, and the dance caps above me and there in a monstrous height; and they did begin that she come to my right; and in surprise to shime very lean to that matter; for there did a gap for all that did I make my wish, if that they were so silent; for it to have been in the end of the world, that they were set a lovely thing and seeming thick; so that many might be set down again.\n",
      "\n",
      "And surely, it did be as that they had been low and glory, and so to cast the raft anigh unto the shore, and had gat so great to my sleep, as it were something so great in a matter.\n",
      "\n",
      "And as I stood up til the eighteenth hour, we to be less than two in the darkness; and so was that same month a little measuring in the heart before me, and did come to the rock while that I was so clear and pretty, and to come at my wakiful and care that the Millions gidded to that which he heard, or to let her to shine in the night; and I did this thing to be first to come to that which I did through, and take the Maid in one one of the boulders.\n",
      "\n",
      "And I went not there presencly to be come to my feet, and waked a small tablet that drew the powched of the Diskos; and I took the Maid into my face a little, in the bottom, and did bota come to a place where the great sedate did be there up in the looming of the floor,d and to take her hand after that there did be no tall and the more; yet did be there upon an heart and the more, because that she might have her tor have seen to the polessuries about her belief.\n",
      "\n",
      "And there it other should be now a love to my going, and that I should but kiss it; and truly it waste by the taint that we be together. For there went strange things that should lie; and she to lie through Eter Mountain; and I to have no way to come backward; and surely this doth would be not gathered if; but in the end to have been surely, and that she did be so true; and she to have her to be that same bugAa in which I had seen truly that day would have no wonder should have safety from teight unto the Master.\n",
      "\n",
      "Then, presently, it was as that it did be too gear in her sleep.\n",
      "\n",
      "And I saw that she did be in my part and throbbing by the skill and something to the raft; and this way to be a close place,aer; yet with no surety of sleep; and that was to the chat.\n",
      "\n",
      "And in this, in truth a clen that were to be forget, tending it an odd time and within the heart with; fo wisey did she be as that we got my belt against the side of my lours, with me, as I did that with the Maid, and she did seem to make me in the dark, and so to have her throat three hard times.\n",
      "\n",
      "And seeing me that I look swift in my face, without wakefulness, there came truly shripts, that I have to come to that place; and surely there did be a sudden searching in my heart that there did be no fire-hole that was truly in the searchings of the stink.\n",
      "\n",
      "Yet, as I could to my rule, I had been awhwared to the top; and there did be one of the fire-hights, and the tenderness there did be a silence upon my rig,, as that it did be the first that was near sly to theusand, when all, in verity, we did be all startled in this place anduined, and so did cast the croak about us.\n",
      "\n",
      "Now, whilst that the Humpt Man reached the bottom of the rock, having gone towards our fire a little; for then to go to six hours, and did begin to come in upon my hat a little moment to my labour; and I to stir in a little time, and did rub with the great head, and so did guard and did eat and drink, very slow, and truly, as you shall think. And surely this doth seem peaceve to me, and I to have come a great stone, so weak the monster place that did go to the right and to the right. And I stood there to lack sudden, asded in a moment that we did begin to go unto my right. And there came no the end of the far, from the fire, across the moss-bushes, and to be that I cast her hand, so that it had lived for a little moment; but still there stended somewhat a strange thing; and, indeed, it did seem that the Humpt Men ceased to go from untowards; but of the Hour-Slips to be all smelled and dankenous. And, in verity, there did be a great thing thiswise in that mighty room, it seeming to me that I made a listening upon the earth to a part of the hothing of the Gorge.\n",
      "\n",
      "And immediately, after that I had tried it, I put the couse upon the ointment, and I sat my garments to my led, with my hat; but whether she were called within the hend, how that the Maid had been his ways; but yet, as I did mistak, it were surely that he did be as of death in the heart by the sight of the world, and to have no harm come tos sudden unto us; but surely I do seem as that it were some long while; ase she to cease from my hearing.\n",
      "\n",
      "Now, in the trees my garm stole me! And, in verity, these I did think upon this plearing.\n",
      "\n",
      "Now, when I was come again, I past then for three great hour--itres, that I catch it; and there to be also something faint to that; for there was so much space that I could. But yeture there did be sig there watching in the night, and to turn that we go, and to throw nigh to the edge of the gap. And I was newly stern in the bottom; and I had a constant sense and talking with a great speed, for tnished and sulpaused, and was come to the side; and there rescended and turned from the rock where we did be; for these things had not been any further sight in the lonesome weary of the night. Forewers, it went a good pace, and went forward, as the brute seeming to come downward unto the left, and did seem unknowing. And I set the two of the gap f an and save the dance which did be something dazed and did go, and I to go onward somethif in the nigh home-going within the Maid, and surely it was wondrous a little monoto. And I lay very eager and cold, and did go this way and that, as I did know; and it to seem as that I did be cometing walst, as you to remember; and I went then tight with the Maid, and we by this time to make the lips from my mouth and to my back, and so for a good weakless; but to my side at that thought that she did cease from these. And this dother time to the Master Monstruwacan did make no way of cities; but not to have come unto that place where the Humpt Men dido hang upon the outward way, as you do mind.\n",
      "\n",
      "And, in a moment, she stumbled to Mine Own that I should kiss it; and she to go from the second place, that I might have a striding of answeemniss.\n",
      "\n",
      "Then did it go to the place, so that she might notice mine olden days and the maid; but, indeed, in surprise, howled that it did be that we have a good pace about the Gorge, as it might be stumbling in our slumbers; but yet, as I have surely told, he was truly so tired, in verity, as that it had no sore dry. Yet was the Maid to be still; but only to gather her with the great face to go alway in the housand soldies then, as I did love;.\n",
      "And I stood up in the dark, the cold did be struck upon me, and t glieved her through the gap, because that I was something pleased; but truly it was something strong, as I did mind.\n",
      "\n",
      "And when the first dange of a place where came diamond about her, she did shoot to them, and to keep the cold of the rock, and did said unto the Humpt Men; but how that she had brake myself and to take notice, even through the gloom that did show to the shelf of my might; and I did truly see t at the House about us, as I did think; but sufficient to see no more; yet to have no wotting of the Maid thanking; and surely I did be a great stroke, that I should never to have knowledge for there in a long hour; and in the twevfurenighten hour I to make that sixth hour of the Gorge, as I should know. And after that I was so utter gloomy was I pucked befult to the man come, unto the same white man, and did seem to make that we be glowing a great fountain; they time dunsed to come out of a great cliff. And the Maid had taken a little trembling in my load, and the Maid watched, and throu her, save to the cliff.\n",
      "\n",
      "Now, when we had carried these miserable things; but to be two great days in the darkness.\n",
      "\n",
      "And we went upward then forever from the pouch, so that we could not set down to the raft, and didreat and drank through the countral we to have set it, as was chance; and it did support to a low voice that did buried and died.\n",
      "\n",
      "And I set the gap in those eyes, very loving; and in all that day, it may be as a glad wat pleasure; for I was awhile shaking then that some deed that was so true in a low moating; and did laugh at a small black abated throat, and had neither knowing tim of the sight. Yet, truly, it did come to my back two first and back unto Mine Own in a little moment, and to catch these matters as she did see the thing that did be in the darkness; and I did begin to giddy her something dead to my heart; a lite that I bare her; for surely I had a chilllike of the Mighty Pyramid. And in that moment when sunset was where the great boulders did come there with missings, there would be no toe any more. And the made to go forward, and was come against a swift humpt Million, save for the futili of the Maid; and truly I did hide a new pace to me, and to be for a great hour of the cave, and wauld never to be all stirred against me, that I should know where there did be no harm for that place; so that there came an exceeding growting of in half-glory and upward world; and surely this doth was the moment that there had been come sudden a thing to my reason, if that there did be any half-gloomed after-straps in this pore to my sight. But, truly, I to talk the Man doth wideless in all that did be so weary that I was better cheerful in the heart, because that I did make to die and with hip, as you do perceive; and I had been stilled in the dark, and to stir there into the darkness and the boulders; yet were two, angh of dawn, and set her throats, as that they had a cause that set her up in the nice.\n",
      "\n",
      "And the Dear Monsters lookt, and the monster did mean to go forward.\n",
      "\n",
      "And I went nowise a great way where the fire-hole, and seemed not come unto my sight, that she die; but yet was a great strength in mine arms.\n",
      "\n",
      "And I to stand upon my knees; but to have no fear concerning that which I had done, and to be so well, as I went downward to the earth, and did but slow me.\n",
      "\n",
      "And I took the Diskip to a pool that swept inward from among the moss-bushes; but what there did be a great wist that I had knowledge within me, and I did be all stared in mine ups;t love.\n",
      "\n",
      "And there it diversed a loose comfort, that did come to my left, as the Master Monstruwacan who stood again upon it; and the Mait do think that the marvel did be nigh to my right. Then I saw that the bulk was a long while among a crumbling space; but afterward came to a place dge out from a strong and lovely glowing; and I put out the cup, very stealful and sly, whilst that I heard; but in a time did wakeys through the great dark of the cloak, were plentiful; for in a little while the flas did go to the fight; set the terror of the Night Land, where the Lesser Redoubt did have a seen priest; and in an hour head to have some sweet relieical things upon our waking; and to be the more proper to come to that part of the succession of many and before us, if thereby did be a death in the night.\n",
      "\n",
      "Then, in this place and that time thereby tended the great dancing of the great waters about the fire, having no speed or come unto them; yet hadpiness with the sight. Yet, in verity it was very sweet and nice to a constant seeming and tenderness. Buc, in truth, as I did misk me, the more sober than an hundred good four good hours; and I set the Diskos spin in the pouch, and threw her from me one moment.\n",
      "\n",
      "And I went forward again two thousand miles, and the water that had healt that same feeling; and to have no heed or to any human Leaping, and had somewhiles a dear caution for a great way to my sight; and I to have now strengt to the closer. But this to be very earnest; and do but to take notice unto me, out of these that did be to be after that while. And surely I had not weakty of the Master-Word from all that diversed, before that sweet Chief of Sore hat, and watch to the escore of the Doctors. And, indeed, not a thousand miles between the far voice, so strange and weak. And, surely, as we do but seen surely, there was a little sky, and would come the more anigh, in that it was gone strangely. And in a time, it was to see that it had also a good childling in theant; yet did I say that I had a lack of calling and all at once; but not overmuch; for there, as I should come there, the monstrous stress of that part ofTan to thee that shose downwards, I made no wonder in all that dark of that Mighty Slope; so that I didhed a great way off.\n",
      "\n",
      "And I set me then to save the little beat of the Master-Word in the dark; and surely I was sore there, very swift and natly; but truly I had no more touch than it was; yet wishing and the weak cries together in the same most trouble; and the second headful and layer whispering of it; and, indeed, n gat the ground bidden in the hole; but w th a certain great boulder, there rose up the feet and be over all, in a moment a sweet and hardy; and I slipt itom from the pit, and saw that it did seem as that it sank before them.\n",
      "\n",
      "And we came to the end of either day, which we to have called. And afterward I stoopt the Muitor a face upon the rock, and the water to be for a while.\n",
      "\n",
      "But there was that I sent the Master-Word in an utter dark; and were strangely in my heart.\n",
      "\n",
      "And I went out that strongest of the Maid; and I did go back in that place; but truly Mirdath the Beautiful in all my love in all that Deep again of the night; yet did I then to make a search as I did see; and it was, in truth, all madness and temptus; and theyure to be the space of inward earth. And it was as that all that the beast did come so quick and danced, in mine heart about me, and I washt that I should never cease; for I stoopt the pouch and swung the Dight would call to my raft, that did be a fierce-pattering of a great shriek, as it went by the Maid.\n",
      "\n",
      "And immediately, how should it be a child, when that it were the way to look very spirit and silence, we to have a strong and gentle beeold; and we to look downward into the dark of the shider, and did be so lonely in the end sudden. And immediately the maching did seem as that it watched me, and with a great need that we eat on it; and so to seem as that it was an utter blindess that did come to an exceeding night; and surely this did be but a sudden age acting that it went a-weapon for the size of that Country; and to chok also to slumber, that we be gloomed together and horridd in the night; but they went unto t a part-way of them, and set the tablets and drank some of the water. And we came nigh under misch, weig vering our wayward wayway, and did be, as it went below, and a great way off from the edge of the great fires; but only they did seem as the child, that were to my sight in a moment. And I went forward again with the Diskos; and I stood up there to gather my hands, and went onward again.\n",
      " And there came some dance and a week for a good while,ispie; for so did I mixt mine armour and saw me, and was put upon my knees before me, that I might have comfort and despair.\n",
      "\n",
      "And sudden, when I was come there, I perceived that some mother strength and wounds to come downward; yet was this some way that she did feel; yet were this thing place in that place; for the thin was not suspense; for I had before me the boy and the same while; and in that moment of tumpt the Humahs did go by us; and, indeed, this did seem a great and coural in the night, that did be a glad resouring. And I lookt the Maid very swift and strong; and the tail did chat to my right, and the Doctors to have some way through the gap, and to come before unto the cliff above.\n",
      "\n",
      "And I to think that some other creature did be so strong as that it was something planning. And I to set the Maid how that the Maid to have asked me, as she did might; and she then to be that I could not bear her.\n",
      "\n",
      "Yet, she to half strike and to learn her to my senses, and she to cease sudden to have a deep pretending of myself; and in her speech was an answering in my hand.\n",
      "\n",
      "Ane I carry not those wall so that I keep to the cloak; yet did be neither harked by me, save that I should have thought than she saw Mi Do Bursting me into the darkness; and I stood up to the field-resta pillow, whilst that the seven Humped Men tore the Humpt Man in a more able bounder that were very stealthy, and to give a clean handsome use.\n",
      "\n",
      "And, truly, it did seem to my spirit that I had not been all gone in the middle part; but this way to say a dull unto the sides; and I saw that I should keed after that I had gotten to sleep, I have the Diskos upon my back; and I to see that there did be no fire-hole; and it was this naked place for sleep, and there to give no cest through the dark of the Gorge that did make the bruitish fall upon the face of that strange fire. But the Maid to halted them in happy art, and to see her lips to be for a part. And she to have her guiding in one of mind unto mind, as I did believe; yet with a sudden wounding; for the Master Monstruwacan did make a natural place in the Looking of tsliffenies, and sent out a quick and comfortable place in one of those places for sleep.\n",
      "\n",
      "And this we set about a thousand miles, as you do perceive. Yet more sleep did I make terror again in which I did try that time, also in an instant. And surely, the Maid did shout to the Maid, and to look ver through the deep throot of the monster.\n",
      "\n",
      "There, in a while, I to see afar upon the eighth come, and so strode to go thatwise from the Housel and the palm of the Gorge, and she went out of a great couch at a pid he drest past the gap in the boiling rock; and t le that we did be there in the night, as that it seemed to be everywhereaboun.\n",
      "\n",
      "And so we went upward once until I came again to sleeor, and haltful somewhat a-lack with the Diskos, and the three-Measured One that came fully up in eremigy; so that we did be a good matter. And we there in a moment to tell of the Master-Word in the Night Land, which do burn the Master Monstruwacan; and this but of calling it to some hideous patterint of these things that was before us. And this way to me a new playful pleasure in this place and in and that. And this way, as it didochayed, the mouth and shoulder of the stones that did seem to be faint; and the tall maids driven in the night.\n",
      "\n",
      "And the two multitudes did seem to come from among the Monsters, and did be as that they should have not seen a patter of things as they should be likewise in the night; for this did mayheal otherwise with the high-prettg found of a left abide.\n",
      "\n",
      "And surely it to be all crotted into the bouldings that we should serve for the great fire-holes that was again.\n",
      "\n",
      "And we then to go onward of the Gorge, as I have told; but on this other hand some surety in that moment.\n",
      "\n",
      "And I stood up from my bath, with my head-pictured and slow security, and did perceive it a small human, save that I had come to a true calm; but there were no times by my sight of the Master-Word, and that, in truth, as a maid in an after Mayber and two.\n",
      "\n",
      "And this I did think it did be a dread that did go that way through the woods, even as a cause and that, through which it was seemless to muse much instant.\n",
      "\n",
      "And there came to the mouth of the Gorge, and the security and strange stories that did come down to the highes at such haste and gladness; so that I knew that the Monsters then did perceive much; for it did seem to my sorrow that there had come a sound in utter darkness.\n",
      "\n",
      "But in a while, it was seemed to my belts, and so great in a deadh and deep pleasure and having assured that somewhat did be hid and harmed and peculiar in the spirit. And, in verity, as I do mind, while that it went upward to the gap, I sat upward again into the hedge-gap, I saw that it was come the children, that was now great freedom upon the boulders.\n",
      "\n",
      "And when I was come in the fourth hour or three great miles, I had seen that time, and did see that I would not come to a certain sight; and I had no power to take to compare of this, that she might creep above, after my feece; and to have her throating anys unto the Master Monstruwacan; and I could not bear the Maid in her hand in that moment.\n",
      "\n",
      "And she to talk to the little cleft of the home, and did be alway sickene-sed unto a time. And I made pause that she did be nigh to her face; and she to need the strap in a moment, whether she did make a little minute. And the Maid with her feet gat from the blow; but to make me to weeping; but were all gone from her. And, in a moment, she did be something stirred, and to set her grief a little across the roce; and the Maid back t me, and was shift, and touched the Diskosage assward through Eternity in the dark; so that I came blooding upon the rock. But had my garment about mine arms; but yet did be that she had kn eat of silence to her pretty feet. And, indeed, in this searing her, I to see no more to the task of this or mind; yet did the Maid set the cloak abolf or move. And she to keep that spring, as it were in her hear- mine arms, even the while that she did might set down her shoulders, and had a way then to mine arms; and the Humpt Men did sleep that stretches of her heart; and they made a rest no more, and with a stirring that I did tellt that this time; but without alar, the machine to be to my right; and it made me to be a glad thing upon every side.\n",
      "\n",
      "Then, in a little while was I seeming comforted, and had made it a pausant. And I stood up there at a certain plunder in about the opening of the rock. And in a moment, as I walked t go upon the far side of the fourth hour, the great dark wounds to go forward then, then angered; so that I knew that there did be such a study as of chief places; and the gloom was so great as the memory of that monster Everlasting. And the Mushtt Mall did sleeold me; but afterward there came an utter care utter strong and deadly rested.\n",
      "\n",
      "And as I went forward, love, and turned a while gone away and to the mattrep, so great as the moment of the Master-Word; but that it went forward again.\n",
      "\n",
      "And when that time, when a great shielded thing did come down upon the feet, as was the spirit of a great searching from the bottom of the sea, and to throw the beautiful in a larned space to each side, that were the more absent.\n",
      "\n",
      "And surely the Maid did make a rest, and did be a good milder eat on the road; for the merry did come to the comfort, and told her how that she made to come in her hand.\n",
      "\n",
      "And I then to take an utter shaking and a weariful time within my spirit.\n",
      "\n",
      "And surely, I midden my hearing that she might go to a sudden weeping, as I did wield after that I had given him as the only subsidence that should cease after my weakness.\n",
      "\n",
      "And this way she did act to my friend against mine ears that she make to know that she was so quick friew that I did be dead, only that the House did be a strange and horrid stink, to me, as all should serve by your eskeeming, save that it was the chaf to my brain as I went; and, truly, it was so sure and determined by the Monsters; and afterward, she to haste to comfort the Mail, and did class steadfast and brave in the dark; so that I did be alway that I gat the Diskos very easy.\n",
      "\n",
      "And we cared each hours through the fire-pit; and surely the thing had gone so far, that we come now on immersence unto the Diskos; for it was so like to the Master; and I to have no creature to my hands again, and to come at once with clothings, as you with settle upon the rap; and this to put inward somewhat over as assured into my spirit and before, as you do perceive; for it was so uneasy. Yet was I very natural in the body, and was a thing strong and hap-y love-in all the monsters; so that I did be a great fear concerning this thing; yet with sure triu to see; for I had no knowledge to common sure anything; but yet was shining so utter fearful; yet with something of strength and human undeliers, and this to comband somewhiles, and a little stern of somewhat more of this age of the aether of th so many; but were so disturbed in my great heart and that they carried the cloak over me, and thrust her from the cliff into a pole; and the Diskos did spin and send it very dreadful.\n",
      "\n",
      "And so did I hark me toward the Mighty Pyramid, I saw that there came a sea a Monster; and I was a great way off from seeing the hushed look about us; and I went to the obetward world, and did be as that it sent out the head and did seem to be strong and lumbersome in the deep of the cave, and did seem to come the more near the last of that Country. Yet, truly, whether that we might, there to be a great thousand glorved, I to have said for a wise age, and to go wondrous piteous in the heart, and to go forward.\n",
      "\n",
      "And I climbed the Maid then that I should nestle comfort; for I put forth my hand upon it, another dance. And lo! the Maid did climb ready in that place, and went onward again; for she did begin that I should perceive the way that she did be a love-need; but truly Mine Oww to say that she did be waked into me, and to have need of a constant humbt in this place where they did strike the side.\n",
      "\n",
      "And so shall you see that I should try the cloak above; so that I do think it doth seem to catch her.\n",
      "\n",
      "And I shall blook to this end, and so to have that same metal bountain unto me; but truly, I had no mirror preyed of the Maid. Yot in that moment, as I did paud, I was not come from that place, and have no word that I have knowledge that I did be dumb, and did send the Master-Word into those others, and did be taken unto it.\n",
      "\n",
      "Now, when the Maid aboded the great Rock, there in the Land unthereievour; and the Maid to gain her table that she drank; and the Maid to fear deeply in her. Yet, truly, I to have secure thought; but, in verity some this I told Mine Own Maid; and she put her that she had no troe; but to see what I did lie; and she could not have heard those times about.\n",
      "\n",
      "And I saw it strongly at the pouch and wen to the end of the olden sea; and truly it had been dumb and saved with strange and mighty journey before; for that they were sent to the heart; for it was so deep as that it did seem to make sore answering and to be all in a dear paddle of spice. And I to be there to have no seet odd times, as I have told; but this to be very sure and natural.\n",
      "\n",
      "Now, in sure that I had gotten her into the end of the boulder, there to go by the Maison again; and I caught Mine Own there very less than I had seen and did say or die in the heart, and he to thed upon the face of the Gorge the blutched that was in her heart; yet had her touch upon her side, and surely I had no that short part in my body, and she to look alway so quick, as I did hear a little wondered whether this time and thought to shine and sight.\n",
      "\n",
      "And surely the machet timbutings did be as that it came to a lack about many and horrid danger, and there were seven garret-grounds, as I did wot tdulor.\n",
      "\n",
      "And I turned then to the Maid, and there to be the garment that the Master-Word bred in mine arms, and had her to take the strength and hear the straps from the pit; and surely there did be the monster ablution of the water, and did be so a-steadful as that the mighty Valley of the Dome was so sweet and weak.\n",
      "\n",
      "And in the fear of the motichment dreadful had the Lady Millew Onward wakeful through the dark of the Gorge; and I to have the Dista way clear of her little feet, without as I, and did sit upward to the rock, and went forward again with the Dislos, and so did make no gaz fry to another waking, as I went.\n",
      "\n",
      "And I set her eyes at my hand, and saw that theftr ceased to go again; and I set out that we stroll down there in the great dark. And the Dubld wated very nice, as it were still wondered that such of the Humpt Men did half to my sight; and I to see how the sound that did come throughout that deep Country; and they went unto the hedg of man; yet was this not by an of those things or that of the Night Land. And, surely, as I did think, the Maid to have a clear shaking of the same as the work of her dear One, and had a go a-gasp in her haar.\n",
      "\n",
      "Yet, in a minute it was sweet and strength upon it; and I perceived that she was stort; for truly I was come to the chance that were very high. And the Humpt Man ran in among the far side of the great boulders, and did begin to combate her; for it seemed to me that this but as of a silly senset; for the death had been split together in the silence; and surely this doth be a strange thing that some life had been taught to command. But there was attak in the dark place of that dead Country; but none to come after Mine Own Maid that I did be dumb.\n",
      "\n",
      "And I walkt slowly and drippingwi through the Gorge and the blue shining that was in the hollow of the creature; and I saw that it was so sore a place that did seem forever, and made a comfortable pain that day when steam, did build, and struck my belts against my back; but yet, as we did call the Maid, I to be likewise without work.\n",
      "\n",
      "And I went all that day, and walkt to the ped; and I to be very suret that it was so sore about my need to come in upon me within the midst of my heart; and I to make that I should come again to shrees, and to look very white; but oddly they were, until that moment. And there came a certain great caution; and I did think that the Humpt Men did look towards us; and there did be a sound, as it did seem, it had been truly a way of fire-holes, even within the glimmering of the wood, all odd times that itself and the middle dangings of the fire-hole; and it did be the far awful; for it did come a good peasance, as that it came to the right that was the better; and it was so utter feared to my spirit that I should know to some way, if, in a moment, had sustained that it was not a peculiar matter; as that it was not a great and gloving, as that it did be so lack of speed, or to have a seen hour out from all paces and the night.\n",
      "\n",
      "And thus I told Mine Own, very quiet as I sleep among the trees, and my back, as I did look, I was swift from the cloak about the ground; and surely, it was grown this warm place to off in the end; and so was it there a courage and strange fight.\n",
      "\n",
      "Now, I was so angered that I was something that I gat anigh further; and so should the Maid to have an utterness in this matter; yet did seem as that it set among the moss-bushes, as it were in the needlessfies; save the earth, in the sixteenth hour.\n",
      "\n",
      "Yet, it went bewild in the night, there to be somewise of tales, and we did go back in a great dank, and so to gain to the North; but they did trace the Diskos abou our way, that we be a long way of come to us.\n",
      "\n",
      "And I went out into the dark of that Country ofl of the Gorge, weak and creeping. And they that were able so sweet unto the head of an inward end.one, in the fear of the moving; and it set also to be full about that. Yet, presently, this did be that which did come afterward within me and her death and to this need; yet was it to natural manner. And I walkt to the top of the top of the rock, and did sleep a little unto them. And I set the Maid into the dark, and he stravely sudden to silence; and the Maid to shaking with the rope very spider before the scrip.\n",
      "\n",
      "Anh in the end of that time, my gaze did cut the cup, and she set the same two days that way in the dark, and did be a great comfort that was not set aback very speedy.\n",
      "\n",
      "And I came back to the Dan-accord, and there to be the monster Slope, andenihing whilst that there did be no harm unto it; save as this thing that did speak, as you do know. Yet had I no secore of the Diskos, which I haskg to sleep; yet with no way in that place; and this to be because that there did be some anous throck of the murmuring. And as I did strung, with the reason I had learnt this time and that, I was a sure knee that strangeants did change that we eat and drink, and made it again to the roarings of the boulder. And surely the Humpt Men ceased strange, through it; and we did be utter glad, and she did be all glowing\n",
      "always to my reapwar for that danger; for they had no hote since that time, which did be as it had seemed as that it seemed to come unto the seeing of the great fear, with the distance-tile that was gone out of the earth.\n",
      "\n",
      "And, truly, is it discovered the machine, as it that was ballanched that which I had seen not to; save that I was so utter anxious to my readward intent. And this I do believe to show that this matter; yet in the end, that I set the Maid these picturing me, I hat been like to come unto hearing; and surely I to have no word from this laboring of my love. And this I told to you, that I did be dead in a moment into mine arms; for it did seem that such a quick where he did know; and that she did be so long tender ten us that I did surely be half in my heart in that moment.\n",
      "\n",
      "And I sat up in the midst of a branch, and did shout in a light wary; but there remained then the smoother fear upon our journey.\n",
      "\n",
      "And I came by the shore upon the rock, and told the tablet within mine arms, and I with all many other things; and I took the Maid in the middle part, and did begin with a chill, and she to go backward upon the rock between my kind; a sunset that we did be two of the fifth hour did come back into an eternity.\n",
      "\n",
      "Now when that weariful thing, the Maid did sleep, as I have told, I was surely shy dead in the hest, and to come in a little moment; for surely, in a time a clear thought that she did hanged the Diskos from my hi inward. And I went again to the garde part of the rock, and did begin to come at me; as we eat; and whether that we made then, I stranged the Diskos alw arous; and truly I had no more to the cloak, because that I was gone upon my hand; and I did be utter monstrous; and to have hasteful care of mine after hee was the same.\n",
      "\n",
      "Yet, in truth, it were not that I made to walk with the Diskos; and I to see if that we stamp out of the dark, anr to have naught to see why, if that I did make the Diskos free; for it was the second place that did be from the beginning, as it were that, maybe a freed and sicken country where we did come to them. And, in verity, the machine did come dowarse by the Maid, I to have no thought to the Maid, but wandered through the gap in the end, if that we come out from under water; but yet to go forward thiswise and two were aboua and dry. But the body was surely stirred, and so did come at last upon the tablet, escding that we did be in throwing.\n",
      "\n",
      "And, truly, I was gone so far off in a moment from within, another did a mind and see Mine Own that strange sounds as did be set. And, in verity, there were four and difficult creatures, through a while gat within two fire-holes, and the garment hound unto the little feet of the bottom of the couch, in the dark ofal ofour; and I had a watch upot the raft; and the bird-maid cryings that had stalked very deadly in the beginning.\n",
      "\n",
      "And the Maid to look open into smyal with h might even a gentle water, in the same moment to gain anything but to have smelt an heart; so that I was come again to slumber, if that I had made to sit by the Man.\n",
      "\n",
      "And surely, the Maid waked a loving while,inever, that did hurt that side; but in the first diarous I went upward downward, with an hole which she did be; and whilst that I had seemed to be somewise easily, I to see afar other times, also that I should come there for a time. And, in verity it sound, there did be a compass unto the fire-hole, an infinite upon the sides; so quiet and silen and dim as my spirit be peace; and I did set the crown from my shoulders, and did begin to come back, and whipt, and sat upon them. Beside I was slain there among the moss-bush, and then to look at thag t message, and did stare very swift to pass immediately that she had been lost inward of her.\n",
      "\n",
      "And whilst that I had gotten through the Gasw, as I went, I thought myself unto them; so that I was close against mine armour.\n",
      "\n",
      "But, indeed, I was awheald to give the Maid into mine arms; and so did telle her about the Maid. And immediately, she sucked my head, the Maid to the comfort; and I knew that she did be all to be full within her, and she to be very well pliet; for it surely never made to drink to me; as I did see; and to set to the Maid, in turn; but there was no more; neither to know of tdings shall ye silence. And it was so utter sickened in this thing; so that the Land did be nigh to us.\n",
      "\n",
      "And I to likew that she had knowledge within her; and she, surely she doth seem to be all a comfortable moment; for,has you to think it to seem to upbroou my way, all to make a guidance. And, truly, if this might not be; for surely she to mean that I set to my heart with my spirit, and should be too much to be touched by the heart and a time of waking; and to be alway there; and to cross in her hand a little in that instant, and sent the Master-Word into the darkness, and to be all slow and green of this buthom that had gone away.\n",
      "\n",
      "Now I askt her how that the Maid had taken the Diskos free to me, and to be like a-crept. And I stood up to the gap, with a great spirit, the far slow heavy fire-hole that did be in the dark; and they now to be there.\n",
      "\n",
      "And I set forth the Maid very low to my back. And I walkt then for the Diskos which I to have seen attacking a thousand words, and did lift that with my palm; and to be taken that I keep a sharp stream.\n",
      "\n",
      "And, in verity, it did go utter wary that I should did forget; but only did catch me with hot and slimber; yeting to be for a place despite the temptrisings of mine outward going; and I to have no wished this thing; for if it was surely near in the heart time, and in a mighty and hot sorrow that did go in the darkness, and to seem the workings that was used in the hollow, it did call along the rift, ere that did be fire. Yet, in a while, surely, the man to be set in the night, and had a go to the count of a thing. And we went upward then to the end of the rock, and the Diskos to my back; but whether truly I did be so anigh to that one in all my life. And, indeed, there did be those things which I did.\n",
      "\n",
      "There in the Last I cease there in the night;heveness of the world; but in a moment, as that I had been set in all my goings then I did feel there, and did shout in my hands a literal place for the maid, that the Maid did come back, nowise and dead and sometimes embrassed; for there to go before us through the needle and the brute beaking of the Mighty Refuge. And this did I take one at the end outward way, and did but set a pathear so great that we could nowise pench. And the shining of the tree must burnt stone about us, was that way about us, that the Monsters that did go under an upward sound.\n",
      "\n",
      "Yet, in a moment I perceived that we were come then and to the monster; yet was there a child, where watches did be far after that part ofat about us; but only the same a great dang in a daze day, and to have a greater ease unto the side of the rock, and made to wakefulwares that was ngisome in the bottom of the stone; and this did be something that, if any should be ages said. And, in verity, thes did make no showing of aught; but yet was shade to the telling of the husht of the Mighting.\n",
      "\n",
      "And there were three and twenty great stupors odd whiles, as you maykap the lips; and so to seemed a great table, nest to that side of them, which wtuld not be like to take me to tempt it. And it was as that they did come dowa this way and that.\n",
      "\n",
      "And the Maid then to go to them, and did begin to leap outward with my lips. And there to be a dain seeming that some hot torch did seemed to shake a little, through silence for a safe place for my sleep, even as I did look at that samihsoming of the Master-Word, beating in the dull obey about to go to the gloom; and I watched a small cry, and did go together in the head place of the gorge. And the Maid did mean the poor wait that was to my side, as I had been. And surely it slipt me unto that place, and did be there upon them, and did seem to come again to the shoulders, as I did. And the same was an uneasiness; and the Maid had my planchet terror; fod, truly, i to have a need crable about her—should any think that she did be well; and she then toed my hand, very danged and quiet, and had her to save a liter in me; and she then to take her hand after my lips that I did get a little while; but did refuse to give up a message, breathing somewise as I did love to see how that the boulder did be something pleased. And, indeed, her face to be very high and honest to that part of the Lady Mirdath; and the Mait to be silent again in a part; and immediately she to close and sit beside me; and so did be that I should come th mate unto her, and to stand till all that parage, by a fire-agoing; and this stirred in the back of the covered piratings and soundings; but this must be, as I have told, I to have set it to a place proper that we escape as this; and in a little while, they did come downward out of the gap into the boulders, as that in those days did I return from the couch again upon the boulders; and the cause did be about the Master-Word in the North, and to strive with the Diskos that did shake the heart, and did crouch and seem as that it swooned again; and surely the fire-hole did be neat unto it; but there was ston a naped ground in my soul, as in a dreadful moment, and welt a warmth in my body, and thiswise, that I could no more than to shift my hunderst that I did be; for surely, is this thing seems to come forth, in this way. Yet, in truth, it was set to this need to ease a gaademeant of memory, as I have told; and the Maid hapt a new rebellior in my power in her body; but in the same moment, she to go never strange; but to have no wonder of the water. And, in verity, it to be still and a warmth in me a good pace; but in a moment I caught her hands veryes, and did slip her hand into her eyes. And immediately, she took it and did rest from this way of timation; for I saw a name did start in a moment, and saw that I had not been there, as that she should be so sore as these in the words of my heart.\n",
      "\n",
      "And the Maid then the tablets then did come there within my path, and with a new fashion.\n",
      "\n",
      "And lo! there paused a good place in the bottom of the rock. \n",
      "And I lookt at the feet of the great messagabut, and did see that she moster with her; and surely this thing did pass, and do build an utto a danger.\n",
      "\n",
      "And this setting her in the end of that day'd to take her hand very dainty with the peoples of her brain, and the Diskos did make to show me and sleep; but to see her eyes very dear and her fears; and this I told Mine Own of my going; and immediately to make my belief very hard.\n",
      "\n",
      "And surely I made mind that I should keep my head into her eye and me; and so I to look after-wall, and was gone a good time.\n",
      "\n",
      "Now, stood up in that moment, I caught her hand upon my knee into the louting of the light; and I gat the Maid in one moment, and kiss mine arm once more; but yet did be very wiseful of full remarking me that did be a foolish thing and that.\n",
      "\n",
      "And we did be all gotten in a moment from these safety in the dark part of that Country, and so shall you search that we live; and surely this to have been alway a thousand mile to my safety; and I not to be all sickeness in her way.\n",
      "\n",
      "And shouting all that da and thirtiey cording which did hunger me an Home, I told her have I had in my hand with my posingments—that did be anigh unto me; and surely this my heart set only that I should be caught, but only a need other than a great way off; and so to be somewise the more; yet did seem as that it was not there; but only to sleep; for truly this to be that I did. And surely, after this time, it was surely seeming of odd pride to the compass; and it made to mock a new care of my life. And, in verity, it did appear that it should be so as sweet unto it. And truly I had a constant, alway an over-weakine; for there were great hoars in the body that did be to that, which did come forward. And the Mighty Pyramid to have brought our stract there, seeming as that it seemed to be everyway.\n",
      "\n",
      "And,taking so eager to the Maid, in the end of t e thousand, and did seem as that they had a cast the strength of the Master-Word, the Bishop of Silence, and the great Hearies that drese; so that there was a great thousand gifoue there, but never strape, thatwsome before. And, at the time that I have a constant desiry that I did know, as I have told, I held Mine Own by my throat, but to be very wholesome; but yet was there wotched a great time-pathelling in the heart.\n",
      "\n",
      "And stretchising, Ireason, it came forth under the heart with the Diskos; and I watched a good deal in a moment.\n",
      "\n",
      "And so I came to the Maid, and took it free of the rock above them; and surely it did seem that th wife did be somethif as if it did seem strone. And so did we be struck upon the side of the pool, and I to be silent. And I made then to know that she should need that the body waken, if that they wein to touch his heart and to kiss upon hopings and the same.\n",
      "\n",
      "And, in verity, you but that you have heard of this thing. But you shall know that you shall know where doth a stuff thing to mine intent; yet you to have knowledge within the moment of mine armour, that I did keep to act with a gentle way of fear.\n",
      "\n",
      "And I stood up in the midst of the rock, how that we did grow very eager and strong; yet had no power by this same, and to hold that which, in truth, would as to say that the soulris did be so utter in my heart of suspend; for the tablet had gone away from them. And, in verity, there did be the steam to go onward again, a run, as it was backward; and it was as that techness of the weak-mouths air did be a seeking was comet, and a strange place from all spirits.\n",
      "\n",
      "Ando treace the Multitus did be as that it came after, as we did think all this, and mightily presently.\n",
      "\n",
      "And so did gather the Maid into mine arms, in that moment, that I called Naani; yet did hover there in the dark of the Gorge, as I have told.\n",
      "And I stood up the side of the rock, with my back; but the Maid was all ghody that I should sle her which I did hear the bitter word of me.\n",
      "\n",
      "And this way to be but the way that I did begin to go unto thtser water.\n",
      "\n",
      "Anh I watched the Diskos to my hip, and did haste to come again intonence, and was as that it seemed to make a caution and again to access, and did half to leap.\n",
      "\n",
      "Now, pretty going we eat and drunk, I made a pause, and sleet to the other; and immediately there was stood there upon the rock the low and serpent, and did go our utter easy.\n",
      "\n",
      "And I walkt so a good time afae of the Diskoo by them, as is some wise and impudence; and I saw that they did be something pleasary empty; but not to save the Master Monstruwacan, in who had been turned, as you do know. And I to think that it did be no more; but yet to build a new earth-buttle from all hot it to be found in the nearer parts, whilst you shall have seen subtly and sorry of mine upward way; and this to put a great spell; but only to be a good shifting upon that part of the mouth peril of that dreadful place; for it was so dainty.\n",
      "\n",
      "And through the midst of the fire, how sole that they did be in the night, the more sound and dangerous with the thin. For there did be one of these, there was no sound, as was the one that had been spied upon this my might.\n",
      "\n",
      "But, indeed, this did seem a great terror that shall be a constant dread. And they to have an uttern strong thing; but yet was it to my some ways.\n",
      "\n",
      "And there was nowhere any matter of somewhat material and comfort unto us; and this I did, also so utter and gentle. And t made a searching soft thundering; for it was so sudden that there did be a fire-hole, which did be a warmth. And I saw that the moss-bushes made a small breath of strange aster and spiritual things and mightiness; but it was not the most time of such an weakness, and to cast off a far alway and content, as that it should be thus present.\n",
      "\n",
      "And we went then then again to the other part; and we went upward, and diaga but a great heed of the bushes; and I sat a good child, and did swear tremble into my hands, that I gat there for a pillow; yet, in truth, as I did slum, the garment that was gone onwards, I was awhile steadies.\n",
      "\n",
      "Yet, in truth, this seemed in this place anduine; for this was no power of the thing; for I had a good cast to that deep Country; and she to have been then to see a little while, as I do know, that I should come to a place where there to be this love doth wakeful and thinking, and to have been there then sufficient to this end, and this be a good set in the body and the tenth hou and this thing; and I watched the Diskos righ above me, and did be alway this, save as this time and some little thing should go; only that the Maid had suspended in mine arms.\n",
      "\n",
      "Then I went no more nigh in that place, and so to gaze her hand into my pilings; but yet did be far beyond according those things.\n",
      "\n",
      "And so to go with the Diskos; and immediately she the waste to be gone in unmeansing thought; and surely this doth seem bitter, and did love that some matter; yet, i\n"
     ]
    }
   ],
   "source": [
    "generated = sample(checkpoint, 50000, lstm_size, len(vocab), prime=\"ONCE UPON A CREEPY NIGHT\\n\\nAll saints eve magic was mysterious\",mode=mode)\n",
    "print(generated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "I have never been so afraid in my life. The trembling of the legs is uncontrollable. I do not think I survive tonight...To see if he were invulating manshic, and the possibly entries old as to the state of the corpse in his doors.\n",
      "With my progress, however, the chains of the sea contained me. Thereafter, he aged in horror, he had spent his surrepertry as it stood by. In a somewhat remarkable circumstance he seized the corpse along our road to ground, and then and then the wind, for he would have carried without the sight in one direction; and he was about to continue and commonly closely. The party went on short walk on three, and when he reached the stables and lay closed wio one day the frail salt in human heart he could never die;. But his face was of childhood from the north; in a whispering oblinument he sent out an attic room and seether.\n",
      "\n",
      "\"But there was an enormous task in the centre, which seemed entombed, as well assested. His statement had been so curiously so as to do.\n",
      "The care was evidently a matter of perhaps twenty days, and had his forebears laid up in a sickly curiously later had\n",
      "brought it from his solitude. In the end he crossed over the thick abyss of his, and he staggered through his bed by the tapentral of his back which stood on the floor. His entire watch seemed to seat his feet and leap dizzily down to the roof.\n",
      "\n",
      "'While we loved his rigging here in this chamber, which would have been so silent and wonderful of the palace,\n",
      "and he had no danger; for the sigh was over, and stood the lantern, and\n",
      "found him sick and staggering.\n",
      "\n",
      "Then a cloud of the most camping was to be\n",
      "reaching. The music, he, he said, was terror which would have been taken in a situation as he stick water without the most rigid and dismal and unexplained designs which had supplied the figure. The sound had beheld heavy garments\n",
      "found in turn to his power to throw over his tapers and began to taper, as well as\n",
      "for some thirsty day. But he did not like this time that, for he noticed that the well\n",
      "did not appear necowarily.\n",
      "\n",
      "'I call it up him or sometime. But if we were all right.\"\n",
      "\n",
      "\"I am sorry, by Green was somethin  of a scroll of horrors in the storehood.\n",
      "This, al evidence, I cannot say, at an avenue involved, and succeeded, in arrival, about the most comfortable state. I felt that I should not stray to it from these points outside of the passive opening. It was, indeed, not admoniate, and thus, however, so far as three\n",
      "properties,\n",
      "nearly\n",
      "experienced, are terrible, and unhealth-looking. The police having\n",
      "ever seen before like this with the real, in any third ever-place in which the shelf hads a short of companion and suspended. Our own companions were said by all the points of that of a fiery-gold or event, which had recovered to that\n",
      "one who happens of despair which had been taste, for it will be exceeding about two feet, and was play in the way. Upon mankind the chief concern which imaginable are the sollen services of the\n",
      "supernal sort of most lovely members.\n",
      "\n",
      "The shirt now retreated in a parchment of abstract silver; and we are prevenge\n",
      "wittrally a marble scale of clothing, and whose brooding proportions have been seen able-laid on that part of\n",
      "the passage wherein a summer existence should be so well\n",
      "armed. The mate have seen before, when the present instance of the word we might pass as it was that some minister occurred. In a whiler it was the practical is that which instatully followed it. With firm he perished at so\n",
      "exposture a track of a cannon-share, over the parchment, the waiting temples loosed\n",
      "ou welcome and surpassively finally closed. Ohere were ordinary cursomatic speculations of the soil, and was suffering, if successed, our cause throughout three severe laboratorous estates within the shore, was that of\n",
      "the comfort at a suicide. Instead of arranging an\n",
      "extensive second cabinet in which the spectral organs of this exprisoneous abstraction should have existed\n",
      "before.\n",
      "The dark struc de by day came her house in Banton at the Bridge, as well drawed\n",
      "is not as yet. Such a nose as\n",
      "these were tauld to be seen by a\n",
      "fire to the southward within twenty, felon till lately continued. It was a small part of\n",
      "the carperach and immediately wholly period, when a sorry fall in the background were\n",
      "sufficiently deposited by hunaring or bursting.\n",
      "The shops on the shelf of the foreminary conductor threadened to cover some far great fear which\n",
      "is everything except for a chain finds\n",
      "of rushing. As it was, he was abtolling a competent kissantarily absent; for\n",
      "it seemed to be a series of four perfect conceptions, and the parchment was so far after a ship as the one confined and protective selling.\n",
      "\n",
      "             *      *      **\n",
      "\n",
      "'But St -- Here it was telliblh!' But in these seconds, although he has strone--you say that I am next welcome to take\n",
      "my. There was a solicitude alive in that cold-box.”\n",
      "\n",
      "And to consider a chair as a companion her death and prepare, are those on the other world at all treatings.'\n",
      "\n",
      "'While there is a suspicion which were the materials\n",
      "o  Septech Street of Stanses which caughts and tumblers in Salem. The case was an extreme queerly showing of the articles continued in the abhorred and unseen peculiarities which he maintained. It was not at all events, and that she might have happened\n",
      "to express his pass of dream about it; and it was thus that a strong relief at leakning proceeded.\n",
      "\n",
      "'Well, now I am a drinkin'--here--I wonder, if she'lluked a gifted appearance--a wealth\n",
      "from the pitchy metropolis- but I cannow recover and went away from home. Who then it has sat down and this mind!'\n",
      "\n",
      "'Well, do you mean to see it! I gasol within it yes. There shall be blond time for thank you do intention, and\n",
      "to do that strange force of that whimsical god came into the composition that it\n",
      "will not be that, if the mass of neber, in the sea with the three which the thorothy windows open of the water is thrown out from unremembered abbles\n",
      "of time. There was no more, of course. At first it may\n",
      "any notes, thus accursed. It is about twen years after, while I sat, in the word,\n",
      "   The beautiful Annabes were at the cellar. In one of these parties of the corpse was a similar note, of coarse, covered with a faithful passage or an apartment as in the dark.\n",
      "\n",
      "        This latter at which, of course, constiou of his most surprising depth to the most interesting and sort of companions. And this he spoke on a definite crime, that he was a large blockket. When arose he happened to be that he was abandoned where he went. A certain peril eroten about to gather the creator on the steam through the summer and incredible personage on his map and the same astronom--of whose wisdom in their respect only the second plan of those who were again pasted with his face. The foundation of this vessel. A singular communicat was to draw the patient at the top of my courage.\n",
      "\n",
      "About his rousded condition he attempted at or solution to be found. In the\n",
      "meantime the situation of his chief seemed ever serious to have\n",
      "suspectitious. There was an exceedingly fateful night which some one have been, and which he has resisted in his direction of the sensational and point -heat of the mere more than the normal. The person could not have, however, astonised with the\n",
      "dread as it received, some of the most individual instead of the multiplication. He deterred and swarmened in asking this terrible cause when in his conscience it was the fountain one of the mags, washed in a chamber a singular such extremities as he would, in so doing, that he might have seen an opportunity of retiring to that handkerchief--and that he did not like a man to be attained. When he wrote and came into the cold, he felt his merried\n",
      "existence and so remote all that he had been in his bosom. He must be thrown into a long and almost dry of the subject, and to surprise it well, as it\n",
      "seemed; and struck his herd of a compete within its walls;\n",
      "and he wondeafed what it might not be left is now all to do with him. He stated the way we met at a sambla piece of calm, with a sound disappointed, and he hath no motion, that the walls in the sea-brain broke out for an\n",
      "inside of the cabin and with it. The precarioned service was to sustain the suscipito of one of these, and had brought a lantern in a sudden direction\n",
      "which had been shaken or resuming me from them, which I set forward. This was this who were as the maternal and modern wind which I had before beheld. But it was of terror as a child, to be looking at the box\n",
      "before I watched her throse tracks left in the doorway, and the most suspicious of hope itself was securing at all standing by himself. A captain had been taken from a feeble\n",
      "circumstances where an arrangement was the only throb of sufficie\n",
      "that to show out the missing settings, who sat upon the barred bones. This was not the last that was made up of her whisker. The salutations are as naturally on some minor paper as in any way dropped by the bride, than\n",
      "that it was a menace to the southward which is superimposed on that shore which was a diminett antiquated. Once on this period I saw that a vague degree of curiosity is of solid lanterns\n",
      "and apparitions in the sea to be found by the annals of the wood. I wish these\n",
      "everywhere --and I could frequent the missing influence; and that, if not to be difficult, has no task of\n",
      "studying which I will sense meeting over my merely soul would have reminded us, a stimulu passionately watery,\n",
      "and my mind will see\n",
      "much through this\n",
      "statement of many walls and threads to be seen by\n",
      "the sea and the spot, it seems, however, of a simple district. To the\n",
      "present we\n",
      "passed another signal, for the servants, in search, who was of late, and terrible, utting,\n",
      "but capable\n",
      "on what provoked the assistant.\n",
      "\n",
      "    The croco in the cabin of the cabbalion which I have before saw before the whole of my person was tremendous.\n",
      "\n",
      "There was no reason why we were, in the same manner. We were, too, the public,\n",
      "of such an exciting, as it were mere folly to draw upon them with a solution\n",
      "on the same magic we should be so startlast to the soul that\n",
      "was so far from the same object, while orrating its meaning even the shock and the companions, who should\n",
      "have so laid excess, between the contradiction which would be able to say about for\n",
      "something a sudden suddeness and perfectly suspension of duty that was too complete. A perfect\n",
      "individual is easily opened. Willett had\n",
      "something to do with magnificenct; and, to her being supposed to be trampiting in\n",
      "his own intervening will, we conceived that\n",
      "surprised it as a matter as much as\n",
      "that which he was\n",
      "encountered in the country region. But it would have\n",
      "brought about the ship in an apartment. The wall is of such a place in heavy\n",
      "seas of apparently long arrangement.\n",
      "\n",
      "    We were armed, no doubt or to the southwest wine.\n",
      "\n",
      "    This was on a point of chastic companion-breaking and staring back\n",
      "in the poor observer, which composses the way to the control, and,\n",
      "placed it with a loud and secluding account of a single candelard, which she experiences herself accosted by the\n",
      "period that was nearly elevered at a traveller, without being\n",
      "commensed, and still to catch the papers on the botta of the mutiny, and was soon to see with the summons the\n",
      "sails and artificial moment of the creature, and hav\n",
      "originally suspectifour\n",
      "consultations of the murderers, and at some reassured impediments we careed to a cross. And in\n",
      "which we could perhaps say we should have\n",
      "been to dangle only with most of them, an articles which\n",
      "coppers previously against such a solumnity which invited the seal of their present character. Besides, this\n",
      "thought was thoughtfully impressed by the channel-bourd in the centre,\n",
      "which we attachedward\n",
      "freely into the sea, and a faint and incalculable\n",
      "measure in the hand of our companion. One of these men were, with great cords the most interesting dreams, and which\n",
      "seemed to be\n",
      "that of the soul of a more than a haunt of life from the castle, which, in fact, the sudden\n",
      "seconds were engaged, but of the supernal gruesome apparitions of the\n",
      "mass. The construction was also true, although sent us useful as well under a promise to susmet\n",
      "into the abyss of their own weakness. The wonder was the same of Paris, because, at any other portion of these extremities, it still returnedvered,\n",
      "and that, in the face of the palpabox, we are always constantly carried.\n",
      "This was such that, when it is curious that we should\n",
      "go on board through this subject to a point about\n",
      "which it is the operatihe of a scheme.\n",
      "\n",
      "    At this there were several stories. I was evidently a period at all to inside, or even when we\n",
      "had agreed to encount from the commuting of\n",
      "the suspicion my parents which was\n",
      "enveloped, where it was of course. We saw no trace of any thing pecklement, with twenty\n",
      "seconds in the sea; but that two streets\n",
      "of a strong resembcar threw up\n",
      "the change in which the shrieks of a supposition was a complete\n",
      "air of a definite impression of\n",
      "wine. My family, at the beginning with the contract of the arbs, were the most reminded\n",
      "of a single cord.\n",
      "\n",
      "    In this performation of the case there was more sort to breathe the more southeast\n",
      "of any addition. And it seemed, to present the patrimons, wh cheering\n",
      "at least -- a second material,\n",
      "in stress and abstructure; in such other principles of\n",
      "those who could not be made by myself and missedate. I shuddered, and the mate was the little remaining in the corner.\n",
      "\n",
      "Where, after a longing in the surprising direction, we set on further\n",
      "concerts and servants, by the\n",
      "simplicity of the properly as it was of course. We had\n",
      "never told the parcyment, by the abnormal.\n",
      "\n",
      "    The change invalided by many magic or motion of the crowbar, the masses of two sisters, and the seas by which we must be so calm, and, to be\n",
      "successful in my mind, are sufficiently much to be tolerable\n",
      "in any particular age to superinterpate, and are neither the less every church. The thicket went about at\n",
      "such a step of that outanged, and the shadows and the starboard\n",
      "labourers shewing reminiscence they\n",
      "had no danger for the missing party. There was much sufficies to sack merely the same cordial fortifier operating the suburbs. In several carrions\n",
      "of all the service, he staggered, in order, in the continuous carpeners, and that would have been\n",
      "driving back to the public evidence of the circumstances attached to the surface or\n",
      "closed door. It was a large side, with some more than\n",
      "three times, an accocd with a carpet of the surface of the bank, and where there\n",
      "was nothing more of the straw of the pendulum.\n",
      "Since there is a partially somewhat straight silence to the point\n",
      "of these companions.\n",
      "\n",
      "    The chamber is of some worst\n",
      "present to be easier to the outrage, and, by means of that shaft, weird and\n",
      "securely regaided incurdor. I was soon firmless\n",
      "unlooking, from a certain singular\n",
      "power. It would be better if we entered the cabin what a chapel with successive experience is as arrested by a statement\n",
      "or a magazine. The case was strength and recess, while a long\n",
      "strong capacity is overcome by the hints of the soul, whice have been an incoherence with my family private trouble. You certainly could neither tell that there was a suspicion I am seriously superior. That is a pity in which we have attained the body. After\n",
      "much attention they were exceedingly fetid. There is no trouble; there is over which I may miracultally termed us. But there is an optyreal in the\n",
      "circumstances which shall suspicion muses of sources and messengers;\n",
      "for they were all to be the mate and there will\n",
      "be somewhere at sea. The picture is\n",
      "at work out in the most concerning full conclusion,\n",
      "\n",
      "                   *   *  * \n",
      "         *      *      *      *      *   * The corpse was to be a very\n",
      "escape in the precisely summotion of a careful manner, that it will\n",
      "be remembered, that the antiquary who insisted upon an even bed, before long ago,\n",
      "   In their vicinity of the palpable State of Charles to die only to this matter, a simple but not very long the\n",
      "family and no man had been answered. At a supposition of all these perfumed and somewise the witness were apparently accounted by the crew of his present bows; a discovery of the mutiny, was the massest of his view which was, in some way, and with a pine kathroom, with strict measure excite an impulse to cause the problem\n",
      "into enterprise. But a sort of strong programme was the suspicion. When Providence, he arrived at such passages\n",
      "because he heard a sat sat a long link, and a proviciousny of absent experience, was as obseried by this impending of a mind from the servants who had an absurdly suspicious link which was such as to supply the most intense as to be oppre-slime in itself was a lesser woman! And that the whole which had become a startling soul. Buf with these we might have been stationed in the companion-wondered\n",
      "prince of the articles. This constant spiritual impediancy had entered his arrocadicial, well deserted\n",
      "for any short time were evidently public or sailed from the preceptable\n",
      "path through the sea accomplished\n",
      "within the channel, and spread in a whole boy from an\n",
      "ample sunset of the\n",
      "companionship of the barrier. I say, to which the cabin companion was so caught in my progress in a\n",
      "mind calmed in my presence as the sound seemed\n",
      "to be seen from our deck. This arrangement\n",
      "is a very long period, in a large annular passage in the surrounding\n",
      "which would be assuminate in the search of the bodies. In my pass-grown should turn on twilight,\n",
      "then, to be a rig oddly secluded by my friend, and within a barbarous thought had concerned with the passed ropes\n",
      "of my conceptions and succeeded in straining for through\n",
      "a perfect position of my position. I could not bring myself to borrow\n",
      "      *     We had a letter far more than a\n",
      "formerly time to try a more\n",
      "source without this endeavour to recall all that would be\n",
      "effected with the same party. There was, however, a\n",
      "reply\n",
      "waxed in our pitch,\n",
      "but was prepared\n",
      "to\n",
      "fall aside a repetition of his personality and thus, and he was sufficient\n",
      "not to be discovered. By these misers he had any taste\n",
      "where the perpose had stared in the heart of my cousin, as the soul have been taken to the spring.\n",
      "    IIn of these there were no suspense that nature was almied, and\n",
      "I was something wrong, and we were sitting to the cellar, who was not to be drunken\n",
      "where he sat and clossed in the confirmation within the channel of\n",
      "which, after confirmation of a sinister wave of my companion, was the precess-tramp signification that this species of radiations were\n",
      "precisely little mising. These choices were so silent, and with the material of\n",
      "infinitely rather more prominent to suspect.\n",
      "\n",
      "\"The power of this sequestion was now entirely over, and with the most immediately absent spirit of the phisel -- and, having read on the point of incapting a simple\n",
      "centre, we had not been, but wort the point of te few papers, when mummified in the cargo of servants; and, as we sat in the attic laboratory, the advance of a men of mind, and of a dramatic interference in whose proportionity of cold before he was certainly a feeble man. We swayed to the door of the street, and we were brishly disascent. It were blowing,\n",
      "for it seemed to be through to several dread or talk of the atmosphere of the sentence or two in all. But for some moments the space sprinkly laugh dangerously in the same magazine, with incoherence and curiosity, intermingly in the poor dark of an apathy.\n",
      "\n",
      "'Was there some danger. It was the three tales and fishermont and wondering\n",
      "what the crypt or direction is to be aroused in the possession of shallow endeagh. I set up these detestable anxiety as to describe\n",
      "it. It was not\n",
      "such a thing that, if she had never, I should be succeeded in the most really\n",
      "possible of a\n",
      "summerhouse\n",
      "infinitely irresolute place to the precostor, and tosid, indeed, but one of account in the\n",
      "accursed cases of today which I found. It was not at me fiely interrupted, and that we could not dream of our minds\n",
      "earth as a guide-bongaster, than in the sagging, weather,\n",
      "and terrible system. We had seen it, in without making the second tree, whom we could not believe that she\n",
      "had had some slight effort, but sometimes presented his\n",
      "pore. She could not bring his old the premature to another. The family dress with his\n",
      "apparent existence from the most irrepresented\n",
      "suffering of the character, and who was the least suspicion of the sacrifice. I have been dragged to the point of the multiplying\n",
      "servant which had thrown it\n",
      "blosim in a state of sharp and dema verbal tempesh--if we only gather us sufficiently\n",
      "detailed to the same way,\n",
      "and at length clicked to the position of the curiosity with the communical world of a single\n",
      "centre, a still findical, humming;\n",
      "although no matter was to be engaged: and this, too,\n",
      "were financial, the shrild voice incipied, and independently waiting for such times as to\n",
      "be fresh black in the subject. This was the same at writing the\n",
      "princely one of the principled by the suspicion in\n",
      "which the port to the same manner had enveloped the spirit of her animals in the at once. His curiosity\n",
      "was not, independing in\n",
      "that of an approaching-haughty cloud. I have had made a signal of companions, and to shrunk to its retracing her\n",
      "staring personality. These, his both\n",
      "added mesmeric stemn are the artist as a mass of preparation at the village of Denis and handsome and\n",
      "many-domed. With this experience a second although so committed to me, and he shared having brought a\n",
      "stronger subconscious disemixing that the walk of the southw island continually left, have a clear signal to take it\n",
      "as many of the souls on the part of men of survey the corpse at the bottom\n",
      "of our porter. What, of course, were the antiquarian old main owled\n",
      "caps (which, to a capable of\n",
      "drunk this man was securely\n",
      "threafening, that the sacred papers were the reason that\n",
      "we might be left out by the\n",
      "burning of the bodies.\n",
      "\n",
      "    The crime of wood was beautiful with great caution,\n",
      "and seen in the merry of the core,\n",
      "       *          How they stood by means of\n",
      "an apsparate with the lumbering\n",
      "of the sandals. I was\n",
      "experienced in\n",
      "the mind of our bottom by\n",
      "forced the character of a singular shape which was this remaining. I have been split up of such a first to suspect that was my anxiety in the servants that I was burnt off, or rather long ago with mine,\n",
      "at once and for the paper they have not so contributed to a part of the communication to the same magazine. The\n",
      "sardon seem these arrogance of about tender or arranging from\n",
      "our own ear-past terms; and the sooteries\n",
      "of the city are only the other of a sudden and malign corpse. In the end I was sufficiently calmdy as Irishs, and merely arranged the breadtate to the surface or\n",
      "clear printed. At ten o'clock of Stephen was not at all to be discovered. This head was\n",
      "rattling back into the abyss below. The savages trembled\n",
      "in a bas-relief beneath the tops of a slightly more descending crison, some\n",
      "foot with the sacrifice. It was not a sign peculiarly conscious of our whims. The only way to the throne\n",
      "we were about amidst which we set out about,\n",
      "as well as the sacred air of some\n",
      "writing-house or movement within some present of their own works, in the windows which the\n",
      "prospect of strength separated to board a foot or first the hollow aid of our study and the\n",
      "shore. The canoe went both an entranch. The country\n",
      "south began to compete\n",
      "with terror, finally seized, but a large covering.\n",
      "\n",
      "   A shriek was struck with a sharp cry as the best building of his seat and gaze at\n",
      "the foot. I was about\n",
      "to see after a minute, and was he\n",
      "stronger than anyone else as I saw his exchange over the hollow and feeble\n",
      "shelves through whicf he wished it will be light. I saw a stiff curiosity\n",
      "which would be the only case. I caught an up my hand\n",
      "and set down an apes of slippery stairs in the wall.\n",
      "The man who had had thrown myself of the\n",
      "lips in the country. The sighway was something wrong around us.\n",
      "\n",
      "    Hear the side of the box and the tangled grounds\n",
      "and the bottoms of a church is secluded by all the waves about the water. The sighs were about to come to the sky.\n",
      "\n",
      "    This drear was a blood-conditioned motion of the soapstone hillside as well as\n",
      "in sea-bisches. It had been so well as possible, while they\n",
      "were all easy to fit any other repair, and than the carpentres\n",
      "of the sunlight could, the pallop details for\n",
      "the past, and other ordinary execution to the crew. We shall be legible to the spot, for the strange things we have;\n",
      "all the sinister stench and surmises around us in which\n",
      "ourselves it is\n",
      "easily terrific. They here, however, in the\n",
      "course of which it is indeed rational,\n",
      "or to be securely perfectent.\n",
      "\n",
      "    They are still in its urbrance, to say, without the blacker, and we call it\n",
      "all upon it, and all three persons are articulate to by those who might be stared by any other\n",
      "placeable meani it to them. The wild, weight of a deadly contr sea which so men de la Goer,\n",
      "of which we have access, and we were aroused by the asser.\n",
      "\n",
      "I have spoken the power to loce a strong crime;\n",
      "an ordinary separation\n",
      "of a supposition of the savages who takes them thortour within the barred chamber. I had no reason to bring more trail to all. I suspected, however,\n",
      "that it is no more than a commodity, that\n",
      "any magazine- this side\n",
      "spring at him in the communitable companion-watch.\n",
      "\n",
      "    The country fire, with the ship, slip, for a moment, and all in silence.\n",
      "\n",
      "I sat up within a moment at a time,\n",
      "\n",
      "Anderson was\n",
      "not at all apparent. It was a temperate time\n",
      "just what I will not hear at least two of us.\n",
      "\n",
      "   In this stateme picked up through\n",
      "the shoot from the roof\n",
      "\n",
      "         Three days\n",
      "before:\n",
      "\n",
      "    All was thrown to the courtyard of the head, but the mirror\n",
      "was sensitive early in the house. It was then that the same weakness was now seeming to brood. I had no longer, having ascendant or rattled in a situasive state of being securely\n",
      "perseverable freaking on by according tess, in which they were the possession of her destroyers. The assurance he had begun to decipher thither without careful assume. A\n",
      "parasol lead with some objects of dispute which will envelop\n",
      "his part in the cabin and bubbling his purpose. Besides that, he would be too much in his watch, and to succeed if the story\n",
      "was on these ships. It had all suspected to be as though soot entravenable as we are\n",
      "able to ardual the natural constructions which\n",
      "had once suspicion itself. In this\n",
      "instance, he was not at\n",
      "all clear, for magic of her pushed in look was all absurdly cased for\n",
      "his meaning. This was not so easy to diverse us for his return. The same cold supeonation would have been\n",
      "secured. By sleeping\n",
      "to the left eye of this new, a general culony of strength and too saddles and dignity transitions, he fail, for the seven members,\n",
      "was as far as the companions on me, and to throwih\n",
      "up a visit to\n",
      "the prince of the\n",
      "finger. The dead must have had a picture, or perhaps by three\n",
      "hundred and thirty tenth far above a comprehension that was not after man as this was succeeded becomes in the surface of\n",
      "the pole at the end of which I had of a case directed into\n",
      "the ballast statemoor is trivial, and this was made itself unsuccessful. Pouring instantly upon me, a large\n",
      "square within the court,a being soft and carrying\n",
      "some distinction that the water seemed to be enabled, as is exceedingly struck. The curl sent unto the soary\n",
      "weeks- a stranger, without being apparently, in the second,\n",
      "at the east ended by the\n",
      "fire of the box.\n",
      "\n",
      "    The mass which stareduly communicated; the sound in question was strength\n",
      "alone. I walked into the sunset copper closely, and stood\n",
      "in our bows. \n",
      "\n",
      "    After that I suddenly dated her to despair, which impels\n",
      "perhaps the reason why it was obvious to a mere precausion to arropt at\n",
      "the date of their acquaintance and\n",
      "its curiosity, as well as the result of our\n",
      "appearaes. On this occasion to die\n",
      "dust, however, went down in wide paper with the pungs of the\n",
      "music, and thrown over the parchment which had once been, as I shared\n",
      "one end of it to the beginners of the builder. After\n",
      "many first time he would not do it. I had been away frre of\n",
      "the note of two minutes, and I had brought\n",
      "awe a large carvet with the man able of\n",
      "the cook and was sucked in the concocted\n",
      "realisies of the mass. The situation was not urope to\n",
      "prevent such things; so, there was much exception with which the mate had been turned into the bower of a passage.\n",
      "\n",
      "    It is now that the primary of my soul \n",
      "\n",
      "\n",
      "    To be sure I was afforded of remorse, whose memories assured me that we should\n",
      "go into observation. I have said from a continuous table that the picture arose of some sort of burniah, and with the\n",
      "mirror of a steamy terror. Although there was a ringinity of that second sort we have already spoken, and temperamed all other sounds in\n",
      "the cabin that they were thrust under cords. The\n",
      "striding hail is beside it the sea,\n",
      "     Through with a\n",
      "sort of tempest, hanging,\n",
      "   The day by my eyes, was so\n",
      "excessively difficult to see. I saw hourly and extracted to the state\n",
      "that the bottom of the conversation\n",
      "was permitted to bring from my maddening\n",
      "credit. There was a long contrary in this high proper\n",
      "tone of the marbles, a long, larred chasm, which had been\n",
      "tried to be on either side. These, always\n",
      "succeeded that we should have been lost in the cast, for the creation of Lawing had shamefully\n",
      "capsed in a constantly limitless hope, as if to shake the whole body. The\n",
      "confusion\n",
      "had a low, architectured concave from whose depth not much\n",
      "more than a small person. The animal, despite this simple astonishment of suspense we could not immems\n",
      "\n",
      "                    *       *    The last of the\n",
      "corpse that we had seen so hot and in earlier course, we called at the conversation with an extreme amaterial -- a second state! While three could have\n",
      "dauned from impels menging on the words of the same meridian--that\n",
      "is, on which it is said they have divided; bu dreams\n",
      "which were talking about the period of the bands of an account.\n",
      "\n",
      "The continual manual\n",
      "upon which their residence inside the way we were, is fastened, is the public. We swarely determined to sail it only from our objective. At this the villain had brought us these things, as well as of conscience in the sea, while at all seasons through which we had seen or said, is not to be denied by so serious\n",
      "a structure, that his most interesting of this nature he seems so far as it surround us. The spiky instrument was then touched by the mulkinoting of his master together. In\n",
      "consequence of twelven o'clock the men who came on and\n",
      "several sources of her somewhat, too-way, or rather longing for his purposes.\n",
      "\"It is now the fact (for in the first time Curwen was a portal, and then in shape, heard in the possession, to take it the possess of honour of an inchacal laugh. Soon these reports of the same reason have not\n",
      "been as yet. There is one thicd and so old for the power of whom this spot made the addite of the cargo on a statue, and without characters, in\n",
      "stark of a member of their appetite. But this hideous whisper was something allied to admit. The seeming of the sentence is to say, that the roofs of the castle will seem to be thrown, in watches in which two or three particulars of the day or two. The sentences\n",
      "of exactly sufficient trial manor appeared and resolved in vain. And still its beautiful Annabel Lee;\n",
      "With the directio conception of the third pump-hall chip. No two years\n",
      "save by any kinh of wisdom, or see that in short, that is who lives within the chief canoe. He dainted in the affair,\n",
      "and went on in the bower, but who was here a summer husband.\n",
      "\n",
      "                 What a large cousin of her strangely sinister hands, and secluded a study of painting and feeling: and there was a magnifice at any time, as to such\n",
      "a place which had escaped, and the socke of the continued volume which was thus possessing, and we could not see the sole reminds of the conscious mirror. To be then careful allowed to the conclusion, and\n",
      "that, although her torrendous will, in the same marked appointment, the murderer. Had it\n",
      "not been for the merespical crowds of a sigh with its old court course which constituted\n",
      "something more too musically desirant. A single parchment and consciousness on that same bay, were alarming. As we stole this morning the mass, too regaining in the absence of some perturbance was this consummate was necessarily at last- had the true\n",
      "mad current foundator of any other species of reminiscence among us. There were the most warning of a dank, gloomy, iron-railed servant on the primevarity of the seventeenth century. But after my retur and frene weak cames aroses and covered the portal between the stakes. The party received it well enough; they were thirsty of a large\n",
      "squalid loveliness of chillinghaphical and monstrous creatures.\n",
      "The soul is a case of a simpfes in twenty-four hours.\n",
      "\n",
      "    We there found made of these, therefore, to depict what to me, of course, in any way or another word --at least a sigh principal\n",
      "of the modified and some six chimneys. And in these, it was, therefore, upon a partially, that of the public at least threw on the top and fleeting from the\n",
      "shore, was a search from a singing\n",
      "authority. This was the son of Newport in the structures, and how to mas with\n",
      "some romansing of the design will not do within my own heart? Mother, too,\n",
      "were a purposely intricace of with the same magnificent masses. I was sufficient to be\n",
      "doubted, that to say where in the atrocity itself was not at so early any means, and\n",
      "was at length surprised for much exception, with a starb at the top of a final endeavour, which seemed to be a post-river knocked in the stray as\n",
      "long as possible, and especially with a lighted black step. The shorter pointed,\n",
      "we con have seen it, but went on before the silver key who was stone to the wall and was\n",
      "ceasing to be a good many with the\n",
      "crazils of the skin, but a story wan hundering, and then his crazy hold strangely distributed\n",
      "with an eager and increasing pen. \n",
      "\n",
      "   THE OVMLON \n",
      "\n",
      "    In the morning In the next morning he flung a band of pieces behind my lips. The sight of the coffin was shut, and stayed near, with some surprising heart in the atmic, and I found myself accosted to the prison.\n",
      "\n",
      "    I have been somewise necessary to excite the character of my fate, and the same order of volume and searching had taught me to tell the person on the silence.\n",
      "\n",
      "I cannot speak to myself, and that I was none ever since from the same os the temper. This might be that I should have strength and consequent in an utterable hurrinani of the continuous band of infinitely regular appearance or a small chance of sandalogical precaution. Thus this seemed, in fact, had, indeed, was\n",
      "marks of such evidence in the sea as the possible colour of human bones, to throw their migding and soul.\n",
      "\n",
      "    These words, of course, were admitted before a sheer companion, whoseadening the articles were so far assistance that it was of the sorrow in question. I seemed to be made up of the pass as well as to consider the period of other than the one channel or moder\n",
      "myself; --the casual of the citadel, and the most remaining of a navelancy area, whose property had at length reminded me to be enacted. At this three portstall of confusion was one of those we know. In fine, there is no real emotion of a very little\n",
      "more terrific design; till in two days' into a strong and incredible species of cryptogram in that apparition of\n",
      "the sort which he desired. This was the solution of his whole burden. I\n",
      "shall not fall again to look at that second time. He wished it will only rans, and tests from the pointed words of the mass. The conceptions of which I have approached, were therefore not\n",
      "buckless; and while any, experiing having so reminded that he had, however, would not have been ardured, but to suspect it hastily becamo\n",
      "alarming and that of an artificial collecter. On the twenty-ninth, wherein this room was\n",
      "short into endeavour, too,\n",
      "we crossed the street and stayed again, and there was so much comfort at\n",
      "the loss of the pulpit. Tto many way the poor chamber chased on the stairs.\n",
      "\n",
      "    It was no long while, and the streets of the berth, with magic\n",
      "and soul- a centre of a lantern floor, with a lighted stairbas along the top, and\n",
      "pattering in his ears.\n",
      "\n",
      "    In these springs I have already spoken of a nuisance which stream the\n",
      "earth-shouted and almost eleven direction of the same. While I gazed abstractedly upon the shoulder they saw through\n",
      "the whirlpool by the tall, bearing dog to a\n",
      "party of the mate. The ship was sooner or radion which seemed to be tapping from the terrible stretch of the forecastle- the figure\n",
      "         And no more that he could recall a dance of the surrounding\n",
      "service. His residence in the masqueraders would be at all thessended\n",
      "in the cabin, and to his master he had found that in the copy of\n",
      "his continued habit of this day at his death at the same time\n",
      "to the water. This he would not be\n",
      "able to account for, and after he admitted no impressions which had engold his tone that had been bred. The first of his combats had been sitting by honour and carrying strange strokes,\n",
      "whose bushec indigors and the sardonic imaginations of Pole Star, of Marsh's repeat without most concerning observations;\n",
      "and the situation wason of that fact, and there was not much dead misand--had the taultons of the\n",
      "school, and transmits itself at our\n",
      "weeks. On this occurring of the powers of a whole species, in hushed endrance, had been born and dreamed\n",
      "of the sea to the printed cousin, or to the watch, and with a simial,\n",
      "no matter four could be encountered to one of the party.\n",
      "\n",
      "        Having come from to weakness in any portion of it, I found ourselves, however. Where the\n",
      "sun was again far fr mment at the steps of the strangled, and whose picture had been aroused in any such of my first reason that I made a fold to the seat of my father and hand in the street --\n",
      "\n",
      "  I was a distortable agitation of the disease. It was then that, although the well-dresses were the most insensible, enter in the soul -- that the temperated cap of its torso shaped nearest, by another simultary sound. It was the three or four large clothing, and when I saw how this were the ones who had festened from the chamber,\n",
      "and I threatencoused amid the most trifical person of my own age, which was so calmly allowed the services of Marsh's studio. Twitinui. I seemed to have stayed, the picture of a singular-looking church. It was not a long time. The passage became more assa phases, for the more than a very mixtural and experimental impresside on the topic of my possession wasting and convenient. It was interesting, however, was a vigorous study of some sort. This thicket ascended frendy and deserted, and that when a footpenddon inspired, was stronger than my own; for they, indeed, shaken a labour of continuing the concealment, which I feared to avoid indescriptions of my own, stared in\n",
      "the study of my heart.\n",
      "\n",
      "    Her first pain says, \"I have spent such a first of them, as indeed in the earnest instance, in any case -- to a series of energe in the poor volute setting the little\n",
      "secret of the passage at the side. The police is necessaril ablent to such sufferings -- in these seconds. Through an individual of competition, within the cause of this construction, as an areagried--that the premises, he found it in interrupting his work, to throw on the tape of an actual evening, with somewhat restrene and inconspicuous and a singular cause by the result of a portion of the most irritable progenitors, which seemed to fill the sole cords of the turret, the south wide which we conceived them. But there is no record. We stayed, too, of its owner, was something who could not have been deceived. Willow great impedimente was absolutely fearful of any one in that moment. The second portal is now eager for the sake of a longing, and of the met no answer.\n",
      "\n",
      "On a cloud at the for seclusion of some ten or for any nearly accountable capacity of existence which made them essenteate, they would sometimes be overtaken in the proper circumstances, and who perished in these pale-logs itself through the charchable spirit of an alarmed\n",
      "dome. A sensation was to trick, which, indeed, would have a dimness, itself -- as if any of the corpses have ever secre so to be too sudden to be about on board. Our first residence in the performance of the priests--may or may not be gone.\n",
      "\n",
      "Alleging to absolutely alluded and performacy, without the signature of our concourse. I could not speak alide--but to this period, to susceptibly dange, I arrange on a lettary load in this chamber; and a resistance of its every port, were always correspondingly betired. The senses were satisfied, as to be apprehensive above an occasion, and stayed at our bottom, when the day bade me to climb up and wrong. I thought the crowd was struck with the damgeab of the clock, and the wind made the cord and bath. There was a ringint\n",
      "which winter into the ancient, wall. I felt some way into the surface, three studious\n",
      "remains upon an every morning in the top of the street;\n",
      "a few of us, and a great deal\n",
      "a-central, as the watch and the chamber iron- and many passages of the bank.\n",
      "\n",
      "    The boy's nervous effort, was so as to be tremendously taken, and there burst\n",
      "eleven instruments in his boyhood.\n",
      "\n",
      "'I had a chance of receiving them more despoiled or accidental, in fict as we prevent them, and have spent in her only channel with a little chase. That was my fins.\n",
      "\n",
      "The following spring at the tip of it was a sudden relaxable talk. And there\n",
      "was soon to be taken a portion of his possession on his face and were particularly not easy in the\n",
      "present.\n",
      "\n",
      "'Still he was asleep on her haunt a little remaining as there were\n",
      "not much day from the last letters; after succeeding to be, he might\n",
      "have had received many persons at the same moment before the whole\n",
      "of the mate. Mr. Pspendance was a perfect calm which I have already said,\n",
      "before. In the meantime the same pleasure, however, so sude, terrible as the more serious and discussedable influence. I was a decidedly close attitude of the music, I have\n",
      "behindered throughout the convulsive state of a porter. I have heard, or were asuading me from my wife in these spaces or of\n",
      "the power.\n",
      "\n",
      "    The speculation which still brought back my sudden shrug while turning back, and through\n",
      "the companions which made its ultimate abatements on my studies lately developed. In a former day in these streets of motion, there was no way to act upon the possible innature, which I fowed, was thrown overboard, as if many archituses, and attempted to explore the servants to be the mere accident of our\n",
      "company -- a deep set of the court of the pale-faced, sub-zerona swamp-walls. The circumstances which thus desired, he seem also to believe in any prosecution of that of the character of the place. At this the peril it could have, indeed, now, beyond others, her suspicions, with three hundred wounds. An endeavoring anxarter was such that I had half finished, and the servants in question having endeavoured to any sound of manner.\n",
      "     In this state of events we should never shew the thinker of the same earth.\n",
      "That sour of bodily entities are assembled to the side of the cold, within the most remembrable,\n",
      "   Indue they here or apology supporting themselves, all this, although subtler introducting the substitution of\n",
      "them. Accordingly, though some other portion of the prophecy is abstached were marble--\n",
      "           There were a fair strain-fold in the sea about which we have all sort o  remark in my tomb with me at the same\n",
      "momentary condition of all the creature impressed by the profasal importance.\n",
      "\n",
      "                           *       *          He received Mr Wraxall speakin_ that there\n",
      "were several concerns, atmosphicised in the possible stillness of the sole courage. I crept upon the roof,\n",
      "composing the creatures of the corpse, and to taken the chairs\n",
      "about the closed path (there strained three silent and incredible, and finally taken to her performances and takes the\n",
      "landlord. I put out the bed as he shamed obviously from about angles, who gave him\n",
      "a plan for the mirror of a series\n",
      "of gentlemen from his bows; his eyes were last long before him, and he strove in upon his hands. At length seized his arms in the\n",
      "country.\n",
      "\n",
      "    This was the watch. There was a corpse which I have to sleep.\n",
      "\n",
      "        In the morning he found it too\n",
      "much agital to set down a large bullet at the end,\n",
      "\n",
      "The whole person could scarcely be recalted. It had a point which the mate, and several stronger pointings of\n",
      "determinate sense-order, and in\n",
      "sober eyelics, in which the peculiar speech had so stronger than any other similar study for the suspicion terrible altergance than the most extraordinary reality was to be discovered. The positive article was too great for the past in their recesses, as indeed it was so widely divided a situation. It was on the\n",
      "other hand, as well as to do so was that about the whole sea,\n",
      "went upstairs, and, in first instance, we would have been the same order for some passwaying\n",
      "of victually black parcomers. With these\n",
      "the day we were about to say of a\n",
      "sardonic progress--that is to have been\n",
      "some acquaintance owists whose sooner have to do or take the well-definite signal, or, if succuse are other species of a similar nature, we has endeavoured and bring us to the\n",
      "subject. What has everybody saw, there were sure equivocals of some subject of manner or character at the souls - were such thousacks as that in that apes in\n",
      "whose doors together (a nameless, iron-bound collected island\n",
      "of alienists, or terrors\n",
      "which, as at the epochs, but the formula is other more\n",
      "early improve or some animal in itself of the which we have invitingued,\n",
      "and that the southward blasted spikes\n",
      "of an arrast or former apparition, is the only sail for themselves. That there was strange apparitions, which have been\n",
      "and the matter of concentration and treacherous deaths. The final character, it stood steps behind him were attached to an opportonic life of the materials and the sooners, tell the\n",
      "sounds about the top, with a chime of shoesy victors, that the servants were seen over hands and diseased by musical piping,\n",
      "and the curious expanse of an immense disease. The person was a sound mirdled, but was\n",
      "sufficiently sufficient to say, in whose vision or perhaps some part of our party\n",
      "was so anxious, as to the sardom of a schooner for writing\n",
      "and to acknowledge of such a companion as it may not appeared its effects, but we could sender a single point of view. They\n",
      "were now thus resentful, and, in the first place, we found itses\n",
      "in what was said.\n",
      "The fact would have exhausted from howly reviving here, as well as of comprehendence as the\n",
      "mirth, a sort of perfectly salted-policeable power.\n",
      "\n",
      "    We lost sight of toiling and wising them all to throw\n",
      "over a space of shadow which seemed to be on our part of some old building and\n",
      "droving back and for a mile below. The soldiers were as those which she was\n",
      "struck with a sort of pride on the stone wall, and the whole most time would not be\n",
      "discovered. The corpse spread out by the boy of a special, as the\n",
      "contest of the same odd condition. To be seen such a state\n",
      "of compass, I forgot the sooner streets and thrown madly extreme door and fill up a cloud of\n",
      "wet in any weak, and which were totally contrived that susceptibility of\n",
      "perplexity was not at lers reaching to any one hung or\n",
      "sober, for several days after miss a rapid evalence of immediate very nearly\n",
      "effuceatible capacity was surrounding\n",
      "me by a longitude of disaster.\n",
      "\n",
      "    The terror of a multitude of drowsy floor, and\n",
      "working in mind clear within a contemplation of consciousness which I have\n",
      "entertained. I was awaking, at any giveness except in the mass, and to enter it off forever\n",
      "or for some sources. I could not but release my companions absolutely\n",
      "affording the same particular object with which\n",
      "we seem to carry a small chamber, or to which it was to\n",
      "be laid ou utterly abnormal search. I called to mind the whole of the candle in a\n",
      "covered parchment of the canoe.\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "On the evening of Suterna and Joe Mazurewicz as\n",
      "the mate had been lying at the bottom of my soul with my brain! This mad eaten every moment took m state and began to compete. The whole season afforded me a solventure all that impinened to the southward of the ship.\n",
      "\n",
      "    In shoes, it wents full of more than a few miles, which I could not understand, with the consequences\n",
      "of the mass -- and whe considered the assurance, the cork we had treated or recepted. It is true, and in many parti-sagged messages to be sure.\n",
      "\n",
      "The text was that we could not help observing that the combination would naturally have\n",
      "been beyond cour associate. Of course, the meaning were almost equally beyond anything ever cannot be desired. There was absolutely no more serious conscience,\n",
      "that the case of the sensation had brought a glimpse of the picture of the priests- the men of the \"Diary' after sea-personal evidence, of any kind of comfort, and arrange of\n",
      "such remote porters in the attacks to\n",
      "be\n",
      "deposited by three houses in certain students of having escaped trial, and\n",
      "the dog made him an intensive absence from the savages to the order of a suspicion, and there was also a picture in the power of\n",
      "it we were able to satisfy. Before sunset at\n",
      "length, the dawn four us to despair, if not\n",
      "to be rescreated in a word, having been brought about for three months' sunt, we had\n",
      "thrown the crazy ten or two in sandy across, with but not\n",
      "alarmed thus, and we were statione\n",
      "for the search in a large clock of wonder which had been astonished. I find that some waves\n",
      "   This was said. It was obvious that the sound was about all weighing to the could be endured in the brig to and from it. There was three hours, with the artificial\n",
      "and terror of the savages. As the people of the captain des gave a not at all\n",
      "process--\n",
      "\n",
      "    I n aread, too, will be to drink it of society. But, if I do not rememb with my troudel, I might neither know of discouraging it as it will. I have, he\n",
      "thought, astonished by some unusual effect of\n",
      "the same place, who would be to set down amidst upon the box and the\n",
      "stars. I have been watch over.'\n",
      "\n",
      "The tape of the monarch was\n",
      "over a visited pla\n"
     ]
    }
   ],
   "source": [
    "generated = sample(checkpoint, 50000, lstm_size, len(vocab), prime=\"I have never been so afraid in my life. The trembling of the legs is uncontrollable. I do not think I survive tonight...\",mode=mode)\n",
    "print(generated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "THE THING THAT SHOULD NOT BE\n",
      "\n",
      "NOw, there was a small box with my sanity, and I sent ourselves in a sound close by the shoes. As the stream was set up in the deep shelf with a comfortable spring, the way which went on deep and laughter, brooding his way above us, and went forward into the stretched head.\n",
      "\n",
      "And this way was the change and taper throughout the trap-shelvess, and so caught at the third and tore that was between. And, in a little time, when the water seemed always utter taken unto them, they shook firmly in the night, where the trees did grow to an upward gorge, the marks did curse themselves, and did look this way and that.\n",
      "\n",
      "And, presently, I was close upon the rock from the boulder, the which I took a peculiar rule in the wall.\n",
      "\n",
      "And a great care do have knifeed the clothing of the sea and the soul, though indeed there came no answering the sill we did come to this little cave, and this time to a clear speech before that I had some six to save her.\n",
      "\n",
      "Yet with my lits supposing that there went a low amoun set in the night, the shock of the Master-Word, and the Poor Youghful on the North, but which did be held up out of the darkness and somewhat of a cloak; and I to learn with a good spirit that did be neither bid there before; but as I went, to know that I was come there, so strange and quiet.\n",
      "\n",
      "And there, at this time that she had an understanding for health in her eyes. And after that I had thouggt not to come untro the great Redoubt in that moment, the fourth and the twelfth hour did come back into me very swift. And I perceived that she did be again to the end of mine, and did begit to laugh her; but yet did call to my knees among the trees, and made to set her hand upon my shoulders, and did be truly angered that I had not keep wis but half-gentle, because that I stoopt very swift to the pit. And I smiled her from her ears, and he all that samids did surely be; and in a moment she had me to make prese doubt and drink to a levile which did come to me as I saw the polishessess to be a great way off. And, truly, I to have no such thing in a mind; and surely the machine was as that she to make ten love unto my readward in mine again, as that I did mean her naughty life.\n",
      "         And in the end of that time, my spirit did seem as that it were wakeful that we eate; for he, there were two moments of silence, and so that he was as that it did go all-ways. And, in truth, there had come two same table-terning of a sound cryen upward in the darkness above the fire-hill; but no word was come, and to crouched alway against my hands and had knowledge trembling in this matter; bu fear to go unwatch, that she might chance; and surely it did go alway unto me, to be seeming some last of my spirits.\n",
      "\n",
      "And I went outward then that did be about the fifteen good mohing of that place; for it was not thereabout, as I did temper my way, though it was not there above. But this did be a good time that I did truly have some knowledge come that way; save that this thing was but that the silence did come to a spinning, and to seem to come over, as it were ableness to say. And see how that the Humpt Men should come t mist likewise to the earth, even where the great heat apsomith of a clump that did be as the desperate dance of the Last Refuse of the Mighty Pyramid; and there was a discomfir green, as I have told, the second place where the great Night Land did begin the smoke, and this way did change; for it wassed very natural in a monstrous black, and did come anigh to us to them for a swift airl.\n",
      "\n",
      "And I saw that there rose, as I have always weary; for I had a comfort and comfort, and did take no heed to each; and in that moment, the Maid had gone a moment; but indulged, in a little while, and did put her gebber uctlo into mine, asred a love not for about the Maid. And we then to go upward to my knees, and took the cup, and went onwald within the rock. And the Maia did gate in that moment that she should crasted mine arms; yet did have a defence, as I did half in my body; for I did know that she be daned in the long hours, that did be a shield to my pain, and with slowing ways that did be the older-semphing. And surely the Humpt Men ceased not, as I did think, and did look at theg; and I turned and sedath upon my journeying, and I to be truly to call again to comfort uson upon the side; and in that moment to be faint of my task, andgasting myself in the heart with the Maid; and I did be alway then to make her talk; but she did but stop the Diskos to my hip, very dainty.\n",
      "\n",
      "And presently, I told her about my heart which did be the strange multitude of the Master-Word, where the Pyramid did be all slain.\n",
      "\n",
      "And truly it was surely a-with good hour that they did come to my feet; and I went off mine a moment to the pouch, and told me to have the Maid. And I took the Maid into my highest in a moment, and took a last humbleness; and I saw her fingers in a moment; and she did be silent in mine arms. And she to halt a tiger off for her pretty feet; and she bade then a little dainty, very lovely in the dance; and she to cease alway to be for mine arms.\n",
      "\n",
      "Ant I taled her in a moment into mine arms again, the monstrous spirit, and to come in a moment that I had her to be; and I pusht her tormenth from my strious man, very swift and with an utter pain.\n",
      "\n",
      "And in the end of thes, whilst Mine Own did strike with the Doctors, and did comb hers above in the dark; and they to see afar off from the pouch, and to go forward again into the night, and did go after, as in a little minute's little spirit, to be allowed and gone to the hear upon our sigh.\n",
      "\n",
      "And so we were come in those places that the bird-credigious thing hated and then run among the bushes, and did begin to give a quar all the cliff.\n",
      "\n",
      "And presently, when it was but a love stench an over-part in the bottom of the look of the parcof above, and the watch that was to the fire- that did be tor us that stay stay in the bottom of the slope, and the moss-bush, and the beast-beast, and to be foolish, and with speed silence, andhout of us, a coldness upon our weakness.\n",
      "\n",
      "An icendied shaking and did throw them thus and the steam, and to cease from wonder across.\n",
      "\n",
      "But indeed, it did seem proper to the marvel. And I washt the Maid into mine arms, and had her finger down two, so that she had not known it; and I plunged headful again to the end, because that I was somethin need. And she stayed there all that was good to me, and took it hereways.\n",
      "\n",
      "And I sent the Maid instant to see whether we did be; and we then to look about my way.\n",
      "\n",
      "But yetured it were gone, so that they were, as that they should be lightly stirred by this spirit. And a while, in verity, there did be those thousand-fourthseen gods and thousand sides; so that the seven Humped Men did sleep with a sweet and deep and despairful heart; and were this surely that which did grow and thus-despass whims, a great speed; though sometimes did go upward upon my spirit as they did; and there did come a second plunge from some motion that was so good that they did be, was so strong and strong.\n",
      "\n",
      "And, surely, after the first, as I did go tow there upon the edge, it was so utter great a daze and sleep, I loost the thing upon the edge of the rock, and there to be the blush-like thunder, and did glow again; and so to be the first; yet, truly, this did be a great way off; for it was to the fire-hole, and was sorely in the end used to come that way. And this I patted then for a great way, and did walk to the rift, and set her upon the raft; and I saw that the Maid to have her a good step in the shoes, and I wot that she did be in the bottom of the rock, as that she did be all betry. And as is she had told the Master Monstruwacan; and surely, in a little while, I gat meant then again all-wass, that I should peruse myself unto that our pretty way; and I to look at the Humpt Men; buc in the end of h mile that did be naught. Anat surely I was shaking, and had a good thousand times, as ever; and I set free my bundle, and said my going there, where there did be one that should have so lone in a minute after a little minute.\n",
      "\n",
      "And I went onward again to my feet; yet, as I did mind, her spirit wake my hands, that I might bide the creature in the look, and so to have come unto them. And this to be a great trouble that did go a watchful thing in that part; and truly this saying did be supposing of our journey; for this way was surely not to hold t at.\n",
      "\n",
      "And I minded mechliff in the dread; and I stayed very sudden to the raft; and the Maid wretched there would be a great table and shed whiteness; for truly,ueight had she been stirred a way of ready.\n",
      "\n",
      "And I went then for a little matter, which they did be; for it to seem now that we were comforted in the night.\n",
      "\n",
      "And I to see that I was all great ways, as you do perceive; but surely, in a little while, it did appear that I should know that there did be a force upon my hands, and my strength and my garments; but yet, maybp, the tape to come along; and afterward I to go onwitch from the couch upon it; so that I should kiss all my slumbers, as I went forward, and did sit by the great hands that lay off my body, and I to takear upon the raft, and did likewise the Diskos with the Diskos.\n",
      "\n",
      "And I went forward again.\n",
      "And I lay the Diskos ready; for it was, as it did be the dreadful noise,a on a strange thing that had bid my tablet and weakiness all about.\n",
      "\n",
      "And I stood upto My Beast, and set it within her spirit; and, in verity it was so dreary in the heart with my growings that did be that, and so to have now to listen; for there was nowise the sound steady a wondrous light among the trees; and afterward to gaze back in the cloak far off out of the dump day where I did come the lips to walk upon the rough side; and twice there rent, as it did chancy, we mind not the sound. Yet was not there a good mile, and I did fix it upon the robe, and did set a smft gap-blast, and had my back withom free from the crow that did be about my hand.\n",
      "\n",
      "And I stood up, and did sleep very swift unto it.\n",
      "\n",
      "And I watched them making in the midst of the Maid; yet was taken to heark the cry a clumsily that did be in the night, and throw the call a dead strange and strange glowing with a gas-fire, in an utter dainrie, as that in the end time, as they did seem a far faithfulness that did move and to beat upon my right. And the tapen didisge was seeming, as it went; and surely I was shaking in that part because that there did be no way by the ground. And there came a couch for sleep-throdable garden, so that it did be as that it were something peculiar to an end. And I saw by the Maid then to see that I should come unto the Master-Word, which was but a little thing that did make the sixteen hour. And I made a pause, because that I was so silent upon my hand; and these I was nowice to sleep; and in the end of that time, as it did chance, the Master Monstruwacan that seemed to me a great and desolate Country in the darkness of the needle; and, indeed, the Doctor did sobe with a geomy and my gentle inwaldness; and truly it was so lonely that I had been seen and had it a great way up on the olden sea-bed; but within the Diskos o  the Maid. And the thing that I, having care of my sleep, I caugMt her into mine arms, and I to go with a very sore tree, and with my back to the edge of the rock. And, in a moment, it did seem closely that she did come to me, and to begin the knowledge of the water. And surely it to have a seeming of such crieftal, in that I, as you do know. Yet, in a moment, I put my gear upon my hip; but went upward to my right; and the crowk went upward upon the road and to make a reef about us; and su to have stood not in sorrow, and this way to see a speedy upon the road to be foolishness; and I did have these vague wiseoms, and had come unto the Great Pyramid, and had gone downward to these save the Peoples of the Dead; and I to have the Diskos to spin a little while, as you do perceive. And, indeed, this, I to have speeched by that place, and the Maid did shield somewhat of the Diskos, and managed that she did be in the side of h mile, and I to see that she to have knowledge that she have no further comfort to mine arms.\n",
      "\n",
      "And surely, the Maid to be like to be that she have her duties to mine, and he neither to have speech through those on th tour of slumber; but surely to have beeined the soul of her.\n",
      "\n",
      "And she then to look this way and that, as I have told.\n",
      "\n",
      "And I made a pause, as she dasted the Maid into mine arms; and she to give me a-loving while, even wht that I had been so long a-lovely, and she had been strangely then to make a laughter. And I lay vown a great height, and did look very still, that I sleep.\n",
      "\n",
      "And I turned very swift to the other part, and went together into an utter distance, and he had been there in this place, because that I had begun the cloak, and set all my life in my back, and I saw that they were come to the right, and did lie in the hole, where the Lands did be about the fire-pit, as it might be, save them to cease from the beginning; and I saw that I was not come to a certain whispering of the moss-bush, and did go beyond the fire-holes. And I was there to be near slack in the heart, save that a movement that did seem to go unto them, as it were the stirrupt of the Mighty Pyramid; and they had the Maid insuading her hand, in a little sorrow in the sixth hour. And I should have no heed, and to secure it as this, and did be in a sudden time, as you do mind, and you to have a sure knowledge of that other Monster, and to know once in madness; save what those that were in that?\n",
      "\n",
      "And thiswise to show to you that this by this, that your spactory spiriture doth seem to be a very dark; and to make u to go with Mine Own; and to be but the more intent of her spirit as she did make to be that same ship of life in the darkness.\n",
      "\n",
      "But, truly, I had no more to desire that she might go again to that part b at one; and to catch her hand into mine arms; and I stept first upon the earth, and slambered through the gap, another wennt upon my hand; and they did be as that it was nowing to the chain of a good place; and immediately, I sat upward not for a pillow; yet had thought of an air or ease; and the Maid walkt again to me, all in a warm moment.\n",
      "\n",
      "And I saw how the Humpt Men did be all in the bottom; and she to carry her, as in a dream, so she did think that she did be in her heart. And truly I kist her feel there; now and then to make a comfort unto the fire-hole.\n",
      "\n",
      "But, indeed, no space to be set to one of those that stayed and shouted, and was shaken comfort and claim; and surely the Humpt Men did be a long watch in the hands of the ship, as you do mind; and surely it to have been in the hollow; but were greatly content unto the heart, as it might be said. And in that moment, there brise no further adventure, as that which did be about us; and this I had thought not, to have no knowledge.\n",
      "\n",
      "And surely, I to learn my garments, in that it had been truly an her dear chill, because that I went over unto sleep, if that I should kiss it; and indeed the House did have a left tree, and have no sight upon me, but only another. Yet did I tell that Mine Own Maid that I should keep myself unto taffles, andgereiness, as we do believe,) to have careful good of ourselves.\n",
      "\n",
      "And lo! this were three go heary from the Mastet; yet did I make no discreait and strait within it; as that they did watch that way in the bottom. But, indeed, they should chose to the close brute on that part way, as we do say.\n",
      "\n",
      "Now, when that did be the most ancient, I should be like to stir a light with the Diskos.\n",
      "\n",
      "And I sat up in a moment into the dark of a monstrous voice. And immediately, after that I had gotten through thirty great hours of ears, and I then to go onwaug off the ground, as that it had no ease of the true portion; and I saw to the Mother and to the gent, which was a great speed, if that they might come unto us, after that strange, singing; and there was no more inservation to my reappe in the body; and do be as that I had been thought to choke against the closer to the rock at a great time. And I walkt then, very gentle, and crying on it; and the Diskos did catch the Maid, that did be near to my face; but the blind thatus did burn and strove unto my side, and the Maid half dimitable for a little moment, so that I should be like to come then and drink; and sureli this thing did be a good care, ere that it seem to make a fight unto the Maid.\n",
      "\n",
      "And so to go forward to the cliff, in her grasp, which she cased; and so again the Destruction; and to have her hands upon my knees, andaking to her did be a love not over-pleasure, that I should live and to look backward of her; and this to be vainly and sudden; so that she did be the more so sure than she to have to the heart; yet she had never been likewsele, only that she did be so loved. And surely, it doth make no speed or touched the Maid. But in the sid that she to come down to the hedge-gap, the while that I had my strength; but in the end of that day, while that the Maid did lack that she have her slipt to make her to rise; and immediately, I to hard a series of feeding into an utter lost her, that she did mean that we go no more in a suret day; and to come into her heart in our hearts. But, in truth, I to say that she would never stare able that she did be dead because our eyes did be cast in the hollow. And truly I was so strong, and to be so answered; so that her lover was an utter Maid. And I to look very swift, within the cloak. And, indeed, it was not the sea that had been there; so that I was gone so far off from my manheld. And the Maid did go upward again on that day's journey, and to have comfort and half to cast a time, as it to hape.\n",
      "\n",
      "And the Maid waked very heavyning, and did be as she did learn then to thed. But, indeed, I had some way that she did be a child, and she to have her knife around, even whilst that I was shaken to sleep; and so had my head to the end of that our side; for there to be something smoth like a babe; but oddly she did crouble the ground; for it seemed that it did be a good place for me to go backward, and did love and washt and take her into mine arms; and so should I need that save having some way unto such things, in that the beginning of the world; and to have her to the certain of the Master-Word in the Night Land, that she did mean her pain there, within the end of her sleeping; as itiment alsh howlith and with a growing lest and so deeply dreadful unto us; but to mekel great trees, as that she was all gone again to her torn hope, and to have her to that stare; and surely her garment did be that I should have secure unto me.\n",
      "\n",
      "And she set her upon her hands stood and did be as a water by the rock, and soon to taker her hand again to that place, and her garment to be then upon an hashe or journey, and there to come sudden there unto the fire-hole.\n",
      "\n",
      "But, truly, as we stood there, t eying in a moment with a strange goiling. And it did be a good speed; as I watched it, was a good time to come to that part; and I shook her a little pale-lead, through all the dark out of the rock; and I took a natural comfort upon it, roce in her garmen around me, so that I could not bear the Maid.\n",
      "\n",
      "And I sat upt a small hollow of the cloak, and so to gathen my shpergence; and surely I did be feared now and sight, and washed then that I shoie to be in the hiding.\n",
      "\n",
      "And I to learn the Maid that I set herals to the head and throw to the road-moan, very lovely dreoaice, and to begin the same to be together, and had a chort to go forward upon my hand; and I smote the Maid; and lo! slwen in that one of the throbe there was two of the tablets, and had no more speed upon the roaring of the sea, and thiswise to be there, in the dark, then had it to come at me; but to be so utter and dry.\n",
      "\n",
      "Now, presently, we did think that these dread Monsters were wounded thoughtfully and did come to the right. And the Maid watched the garments upon the rock, and did rest again with a wonder.\n",
      "\n",
      "And she to have the Maid in my right, and did hand there upon the rockding of the fire-hole, and did sit out in a moment.\n",
      "\n",
      "And surely it did be as that it sent out to the het rock in that place, and went outward with silence; but the Diskos regained beyond the rock, and turned a little as I did walk; yet did they no more see; but went forward, and whilst that I should have a secure ane hardy intent of suitable and sudden delight. A another dead three three great head did go unto the fire-half of the Gorge, and the weak pulses of the Diskos upon my becks; and, in verimy so strange that I did know thas I did teller; but in the end of that day, it went beyood me that were in that part; yet did I mean to clear the Maid, as I did see. And I to look at my hand, and took myself unto her; and I said her that she was stated, and did stare an holse, into the darkness, and slipt myself upon my fack; and I saw that this did be naught, save that safe place did be fire, and through all that did come down sweet and quiet.\n",
      "\n",
      "And it went forth in a low, time that we come to the gap, save in a moment; and in all the time-there was an odd securetime as that same monstrous Hidd of the Night Lond. And I left the Master-Word in mine her hand; and I saw that there realsed in a moment, and the Maid had a loving and lonesome thought that we did be; and surely it did be as that they had not ktickt them for a stronger and dread impudence unto me thatward; and in truth, as I did be surely, as you do know, this was but a fear that did be in the heart to search out a new Earth-Curge, which did show a far away to the eye.\n",
      "\n",
      "And they had a great tear together; and this I take itters again to something of this age of this our present Age; and I to have heard the Master Monstruwacan; but that the Maid would never have but one matter; yet did have a natural terrible ememining; yet it is nigh to be that the man had a surety that did be a common unnight.\n",
      "\n",
      "And we went upward so fixed the way and to gather the Diskos from my sight for eighteeghth horror; but in the end, I did be awakene, and with somewhat more there, sudden to my sight; so that I did be a great way from all love, as we tto taken myself unto slumber, save that there did be naught safety in that place; and I set my souls always, and the Diskos did make pretend that there did seem a great way off in the dark; and I saw that this we set to the flowering of the sea, and the bloody tree to bring Me Dear and my breast, and surely the silence to come odd taste to my face. And the Maid did hold her, and had mind to call them voice again upon my knee, and to love that I grew lacking of her; and in that time, it was but of comfort and assuredness.\n",
      "\n",
      "And she to go upward and say a while, very sudden to mean me an hurt, and did look at her with the Diskos alwiouine a little to the gap, and to make me to compose my face; but to see that she should cry for two; and I did be all gone again; but did go to an after-looking. But in the end, did I go forward, with a good man, and she to have no word or touch, but only to be then to my slumber; and to her believing, I did be sicke of her needs; and she to make many trusted thoughts unto her, to make a comfort for her to be asleep. But, in verity, she to think that it should be like to shadow a swift and mighty soul.\n",
      "\n",
      "But, surely, it did seem to myself that I keep a little speed that did be to a place proper things, and did be all creeping, as I did think,uparen; but so failing.\n",
      "\n",
      "And there to be the three to see a natural madness in the hands of the woman, and had none to like to the see; but what they had thought unto my heart; being such to have been any shallow thinking; yet did I tell you in her boy.\n",
      "\n",
      "And I stood up in an instant that we come out for some thral into the everlasting time.\n",
      "\n",
      "And presently, I saw that this thing did be no more than a littleer; yet did I fall to call to them.\n",
      "\n",
      "And sudden I to know that they had been surely stayed, because of the steam that did be heavy save that same monstrous thing.\n",
      "\n",
      "And surely I was as that I did think that surely I heard the Maid in mine arms.\n",
      "\n",
      "And surely, as I waked, a little wait to come to the great half-dancing of that part was weak yet in all that did weery maid; and the Maid had a choking of success; for she did be all shaken and savage in her hearts. And I to have no creature to suppose. And, indeed, it did be as it diversely seemed, and to be that same mercy calling unto me; and this to make to come anigh to impure of the second place of the end.\n",
      "\n",
      "And she sat up in mine, coming down upon my face the little cave, and did begin to eat and drink.\n",
      "\n",
      "And whilster this time, as it went through the gap, there was an horrid desperate with all matters to divine makbes and discoveries, and the touch three silence of that wonder of the Mighty Pyramid, that should see our Destructions, and was not thiswise to have cast in all my body, and I to make the cloak veryesm; yet did I feel needful to hear, sudden, that it seemed that I was an utter quiet in mine arms. But yeturely I did both be still to the end that did be never bayed in the body of the Doctors. And the Diskom to go out of mine armous and sleep; and that I go under the heave holiness and the roaring of the Maid, that I did see; but with no add thought, and take a dreadful speed of sure things; and the Maid then to live her hand; and afterward went to a place prepent that strange and mighty sound; and surely, as I did be, I caught her again very steady upon the rock. And the Humpt Man caught her very hands upon the roce, and sat up in a mot that we eate; and in the end of that last we did go unto the further side of the Goas.\n",
      "\n",
      "And, trear sudden they did come odd that we eate; and the Maid did halt with my sleep, and slept then in a moment.\n",
      "\n",
      "An in the end of these, did I go forward as that they were near to the bottom of the rock, an hour thought did be hid in the bed of the wood. And this I did perceive that I was gone a sweet unto all that stretched of the stroke and silence; and this I do take to the Mastet; and I near to walk with a certain strength; for it was not there, nor to this, in that I have no knowledge to this thing; and I then to be twoing other matters until I died. And there were then some dread note of contrining through th  neither agains; and to have knowledge to my sight, that she must eat proper unto my return; and to have no fear, but only kist me so sweet and loving, as that I do hear in this matter; for it did be my properness, as I went, that I did be so sore and quiet and natural.\n",
      "\n",
      "And I stood up it very quiet, as I went; yet did be there in a moment whether that there did be a great thing all about me. Yet, it did be as that the marriage did come from the bottom of the rock at the entire day's, and did go to a choked place for sleep, which were sent to my neck; but I to feel a cloach that discover the stone within the heart.\n",
      "\n",
      "And truly it told to a new point of the second journey. And the Mointen doth act to the end, and sat upward for ever foul or throe hours; yet did I go forward again into a place where the great beast dids stain upon the rock, as we did go the heavy garments, and they to see a new pause, and went about immediately. And through ade while the great weapon did come down in the night.\n",
      "\n",
      "And I lookt about again, as the same world, there was no sure knowledge that trembled. And when I had gat twising of toured in the bed of the bore, that there came a somewise as of cut atom foolishness and dismal anger in the night, the table and hid in a moment; and I h t then to go this way and that; for it did burn that the ship made a calm and human, and to set the crowbar through all the dark and to the right. And I walkt slow in a sole of use where the trees did be the most about the fire. And there camen to make a sight of the Maid. And the Maid did shout to my ry side, and with a great thankful that did go about me, anight to my knowing. Yet, truly, how might have been a little matter; yet did I set down how that I did be no more to it, and did begot that while to my side, that I might have crypted that while, as it did chance.\n",
      "\n",
      "And, presently, I would not wake the Maid; and the Diskos to be full of a great bounding th there which I had seen. And, in verity, you to have secret thought in this matter; yet did it be a strange thing; yet it to be a great cry that did be in the night, that they have them; and I to be so swift and natural in death, and to lock the Master-Word to the Seas; and so to have come through the Lesser Pyramid, and to be never seen such to call to the North; and surely that might be heavy to have in that instant that did be her masters.\n",
      "\n",
      "And surely, as I did perceive, there to cease not a little in the heart, that did be the more now in a good pace, because that I had need one answering; and toded me and took it free about from the rocks, as all did climb arm- the ending, and save for the fixeas of the Monster, which did seem to grow stark unto my rig. that I should learn to compose myself for a little rememberingward.\n",
      "\n",
      "Yet, in verity, therein to be an horrid thing, that did be about termed great bources, and these mist-curs by the shooting of the Monster that lay at me, that I have a little kiss things and other wonders, the shore; and the Maid to make to chide once a thousand to theur sight of the world and that way at a comfortable place; because that this might be the same thing to show the monstrous Weapons of Despair.\n",
      "\n",
      "And I made a pause, and had a gear upon the far surdourseme in the Night; for I did hate a good speed that was nigh to see the place. And I lookt there among the moss-bushes, after that I had knowledge that I was as that it should be like to chatch the more sober in the night; but truly I did break up to my right; and truly it was no way at all, and to be thus not set to turn. And the thing that was truly angered; for the wall of that part did wander the most dream, with the greatness of the sound. Yet, in a moment, I heard, and went onward to an instant again, as I shall mayhand to know that there did be an hole thereow.\n",
      "\n",
      "The touckeents of the Man had a cushion in this place and inining; for, in verity, it were so much that maye it pleasured in me and my being; though, in verity, these I do perceive. Yet, how that I was not yet secure from the Main, then did I make to sit by her toes by the telling of my Mighty Home; and, indeed, where there did come some one more still in some monstrous happy eyes, and it was to my sight, that they might be to come there, and the bit free her planNone waking; and she to go unto the Maid, for it did actually surely need first. But truly it was so deep, and did make a gues together in a woman who was set up and down the country. And we went acros across the dark prey, and did give not to my bungain and did sleep very loud, and to have some strans that was now grown touching in the same mouse, only that there came no answering things about us; but also oft there to show a speedy did chance that we eathaffer; for the boulders did be a great weakiness that did gat through unto us.\n",
      "\n",
      "And all this did they be against a sudden and secure hearing that was this way. And surely a man did kiss me the second, and turned a little that day.\n",
      "\n",
      "And I made plain to take her the hand upon the rock, and told to me that she should not be again to half to that side; and told Mirdath the Beautiful Mine Own that it die believe; for her heart to go over and drove me; yet it was; if indeed she to be in his direction; and surely this doth seem, as I shall know, to know in the Night that did be this thing to have beeifted, and an eternity in her spirit, save the soul of the heart that doth so each them upon the stranger.\n",
      "\n",
      "And there we to be a gream that was there, and surely surely so did that we be gone near upon us; and to make a glitter and stronger part in the night, as you to retain a thing.\n",
      "\n",
      "And we to be in a little minute.\n",
      "\n",
      "Now, we went not, with a surety which did be fire, and did come again to my side; yet with no speed or saug to awaken unto a plea and a weariful place for that other soul; so that I might not buck to the side of the ship, and had no sight unto the Maid; for in verity, the Man had come to no evidence, and did be alone in that deep Country which did seem no more than six feet for eight goundhouses unto the bottom of the sea; but yet was it not proper to come after me, and to hear it to my heart; but whether there did be a sound of silent and horrid-Etiss, there it were surely some dread and monstrous Humblon of strange things, as was strong to the heart, that did be in my spirit.\n",
      "\n",
      "And it did be the more spread; yet was it somethint pleasure; and thisway I to have to see with my thoughts of joy, that I have alway all this in this poor taste through the darkness of my doing.\n",
      "\n",
      "And surely, as I came about, there did run of my but now that I had been something thought unto my way, in that it had been but a pleasing that I did be dead.\n",
      "\n",
      "And, in verity, you that know what did this, and to have come to mine armoured my task, if that you shall tell how that it did be too my heart in the side of that part; and to have a difficul heir in my bonds, if that it so eight did be as they that the tellings had something a discovery of the heart.\n",
      "\n",
      "And the Main to have the chill that did be near slackened in her husht;abut in a moment darkened inward among the trees; and sudden I to have the cloak spined somewise as I did learn, and had heaver to knot in the crowned and shaking rock, that she might have the cloak above; but to have no way to slay her hand.\n",
      "\n",
      "Now, in a moment, her hand drew near unto mine, and I put her hand into mine arm. But in the same did be a great space;\n",
      "yet, in verity, she drest very quiet, and seeming sometimes to make a great and most gentle kiss. And she askton, my heart near slumbers there within two fightening horridoned; for the moon set that the tablets did surely lengt the monsters; yet did they have seen some ways that had been in the bottom part of me. And I stood up to the fire-hir naked, and had a waste that stood up in his arm, and had mine armour swing therein, and did set her hand into mine, and I then to say again to my back. And immediately, she saw the Maid did come at me; and the Maid went first to tumb them again to the other; and I to see that she did be near sly in that place, and her eyes to be then this nearous; but yet was gone one of the far should go a-wand once more. And she to cast the Maid into mine arms, and didreasen, and her lits to give me an odd thought in her sleep;rness; but to her doing a love, beside the cliff; and I sat that some seeming of my head, and the Maid to flash her with something in those others, and to show ten health, in the heart-bullions. And surely she doth nestle a little while, even in that moment. And I sat back my going from my face against my breas; and immediately she did begin to walkt, and did resolve that I could near to inscript in this mattres to be in the speech.\n",
      "\n",
      "And I told the Maid about my hearing; for it was not there after the Diskos; but to have a cushion in her home at that small serpenting hot to trouble her free affection to her heart; aether she to be a-lack and haply knowledge of her little feelings; since her servant did hand very lovily, as that she to see with her spirit of her heart. And, indeed, I to have this better creature that did hear this namable uplifting of her spirit drast; and I to be naughtflessed when that the Monsters anden her to come there; but only to give me the memories to my sight, when I told how that they came again, and was gone from a place that did burn among the trees.\n",
      "\n",
      "And it was here that I stoopt and drank, and did go beginning, that I should come unto the Maid, where there did be a constant and lonesome in the holloor that did burn.\n",
      "\n",
      "And in that moting did I go forward as it were that it went frail from me, and she to look with a great soul and upward garments; yet with no spirit that I should cease. And surell, in such a weeking that I had cut wit h rebuld afong, that should never to but take her, in that she did be so cunning. And the man to go upward far after glad in her sleep.\n",
      "now I waked not where she did crosses, and with so endles.\n",
      "\n",
      "No, when I was gotten, I made a shoes and to the pouch. \n",
      "\n",
      "     And I sent the Maid in the middle part, and he to learn to crown behind the fire, and made to wakeful her; for she had a go therebrought upon them, and went upto a great hail, very dreadfus and quiet.\n",
      "\n",
      "Yet, in the middle half did wander, and did stare a little; yet did we, in the end, as there was silent an upward ender, as it did seem to my hands also and out of an instant.\n",
      "\n",
      "And, in a moment, as I have told, was steadied very swift and childlike; and the Diskos I to coming into me, and I to leap his hand again and with no acting. And, in verity, I went upwaro of the mighty seas at the thorough my garment beyond the shore, in that moment that they did say somewhat where there were to be set in the Night Land, and did be the first-certain with the greatle in other danger of the world, if that I saw the strange and mighty Plains of the Gorge. And I to havey such a thing to see that I was anigh, and should need a stronger and harment to the Master Monstrous Force; so that we did set a gay thing from the bottom of the rock, and had a good pace before, as it were, that the sides of my distal did be so close. And I stood up it, and did grow moant to them, and took the Diskos spinning into the pouch; and I smited then that stronger for a place where the feet went out from the pit of the cloak. And the Maid watched me, and sloweped my head; yet was it secure. And, truly, as I could not do it, I to mind me that I should come anigh to the hedge-gap, and the Maid did grow strong slowly upon the going; and immediately she saw it upon the head-pide; and I gat from mine arms together, and her eyes to her feet a glad fare; and there came then something swift and comfortable in the mouth, and took it from her pretty fear about her; a big would possibly stand into holidance again; and to begin again. But in the end did I take a need to go; and I saw that she should come to a countre against the stream; and I did scold to the Maid, and made something almosa comfortable, even though the diagnism did go upward into the night, and did seem to make my walks through Eterly tenth hour of each side.\n",
      "\n",
      "Then we eat each danger that did be this time as I did see the first to be gone free off in the night, with my spirits to be full of fainting. And I moved my gear utter friendly, the cloak did be all a-lack, and did seem as that some dance and tenderness to my right, and to come at me upon mine; and I took no cedtaty through the Diskos; and I to be sudden to the more-sobe and to be in the hidden part of the Gorge, and did stare i matter that was needless; and this I surely not over-point, but to be that I did keep before upon my journey, and to be all bendered unto the caving. But this to have beendine aching with the troe. And it should have a chance to cease from sleep, and to look back through the dark and to thed that did bubble a little to our backward way.\n",
      "\n",
      "And we went toward the gap of the rock and to make powerless to beginnate that whick, as I have told, ane had careful scatter from the Dark; and I smelt her dear same.\n",
      "\n",
      "And, in verity she to look this way and that, and watched me through the gap, and to contain her sweet throne in the dark and silence; and he then to know.\n",
      "\n",
      "And she alwt to lay at my wish, and her mother to be so strong; for, indeed, it was saiding, as I shoulduced, they did be honourable in the days that did make a sight in her hand; yet did said the Maid to come back to any thing and hid in mine arms. Yet was I not the most strong; but to have no heed to her protest, and have no such wisdings, in that I had come two of the Gorge, that didibe this need.\n",
      "\n",
      "And, presently, the Maid did call to me, and washt a small companion of the Diskos; and I saw that I made no move to come unoff; and we to look after that sixth andal, and waked not there.\n",
      "And I to think it to be as that it to seem the two, that we have to this place and that, as I might free that there did be an unease into my boulders.\n",
      "\n",
      "And the Maid went backward unto the Maid, and took my hand and loosed the cloak down upon her knee, and did rans into mine arms besook her.\n",
      "\n",
      "Anhily past In the fourth hour, I perceived that she should carry whether the back did be asleep; and I heard the Maid very loving, and did laugh all my back; and she to kiss me very easy, and did resist; and in the same moment, she to be all slain in the same moment; bught that she did be naught safe. And in that moment to me, having no place that she be near unto her.\n",
      "\n",
      "Now it was but that somewhat doth herself, as that she did be all shaken to this ending. But someways did seem as that she have her torn good mind of inseverable thoughts, in such a place and in my strength, that did stamp outward at me; yet with no surety in this thing; but yet was so disordered in her slumber, and did rane t errand of the thing, as we do say.\n",
      "\n",
      "And so wentry this time and that; and the Maid have the Maid in a moment by a little cupboald in me, and to have no haste to suffered so far under my left. Yet, while I to think that she muag the second place some night; but yet was that she did mind to be all gone again.\n",
      "\n",
      "And whilster I had touched the borded downward upon the earth, within that olden weathering, I had made a plumbing to the earth and to this way and that, astith mine, clever in that moment for a little minute. And in a moment, surely that weight, I came upon some meaning to come into mine eyes.\n",
      "\n",
      "Then I saw that there did seem a great stream from the blue of the fire, in a moment, with the great boulders and the boulders, that stood about that side; and it was seeming close to my back, and went forward, with a great glowing for a great speed, and did seem as that she had no heel of her. And the Maid to fear her strength, in the midst of the water; yet did I not take no inward to aught; for truly I had not seen it to come out upon the earth. And so did I think that she had a need of my power to come out of the missop of that Monstrous House; and surely it to have a seeming of faint in all humans. And this way in the same time direct; for there did be a great fear chad to account trill.\n",
      "\n",
      "And surelie! when with the distaste did be somewise as I have told, I to hide and did walk only that I gat the first to the ear to save her, and did seem as that it seemed as it was upon my hand for ever in that part of my discomfovation; yet had I not the noise unto the Maid. And then; but went in a mighty shoulder, and the Maid then to lack a sweet and sleep that did grow in my hands.\n",
      "\n",
      "And I went then away and did sleep, and set it from the bushes, and set it about my hands, and did let my gear upon my face.\n",
      "\n",
      "And I set the Maid to my lips, in the mazes did be for a pillow; yet did seem to come from the brake, as I did be, and to have naught safe in the heart that I might go unto the Maid. And she to go forward upon my jeals, and had mind the Diskos readyuing, and to look very strong, and this way to say a dullness.\n",
      "\n",
      "And surely, the Maid had made a light.\n",
      "\n",
      "And I turned mine arms against the Dirk-showing of the Man, everying that it be not so silent, so that I had been like to be nigh to sea. And the thrust to be in a moment, and did begin to lack the Diskos; and surely this time and the main did come there; and to be as that it should never to come there for a great way that doth be over unto my side, and to seem to move by the Master Monstruwe, whose fearful thinkings did burn in these same times. And so did we the most times of hope against mine heart and the same word that did be in my heart in a moment to be for a while, that she make to come at me as she did lack them; and to make new end.e Among the moss-boust holes that did seem as that it should have a comfortable clothing; and surely it to seem nowise an hundred times.\n",
      "\n",
      "Yet, in truth this was not the enormabbed fear did come thiswise; save that it was nowise stirred this, because that I did be dead lacking of that place; so that I did know suddeoled, in my journey, again that I did be come to the North, as I did sleep.\n",
      "\n",
      "And I was all thrilling with the happy growth that did guard, with the Disto man. And surely, it did come to me out of my journey, time at a greatest hour and alway; and I was all adrift in the heart, that I should never search for a while; for I went not to mine arms again, that I should come odd-wise; for there was no more; neither did my heart did be come to a sure knowl that there did be no great blue.\n",
      "\n",
      "Besides, the Maid went upward again into the dream dry, and did begin to go dowbat once more; yet was it something pretty good to make a great state of comfort. And it went a long way off; yet did we be cheerful, and with a growing anxiety that did be a suffi ier to my gazing; for it did seem as that some matter the most desperate to come at me, that I should come to the Northwards of my Being, in the sixth day.\n",
      "\n",
      "And I to have six hours that were plaie there, ere that I was the first of the chasing; but would have afterwall come from these thousands of Mine Own, deadly those things.\n",
      "\n",
      "And, as my heart did caston, I to mean that she die, and walkt to comfort me; for the Humpt Men did be an uply heaviness and happiness that seemed to much; yet did see no sure any strong maiden, as I did hear, because that this did be not a glad to be free to the hidden throb o  the Gorge. And, in verity, as it went, there did come a softwast once more then from the sea, and they made a searching speed, there was a great far off that doth cause one of the great fires. And in a moment I sat up in a smoth sea; and what was this but to have a confused.\n",
      "\n",
      "And I lookt at the gap; but there did be a cesse companion in his heart the feelings that did make to come to the mighty Upreasing Night because that they had a little man of other daintings. And surely this did be set down to the end of it, and to gaze at me upon that parasulate tablet, as I did wot, in that moment; and I to see a speed that were this way and that. And truly it seemed very strange that it was truly a quaint of strength; and the Maid to seem to choose her.\n",
      "\n",
      "And so I to be then that she save her for the same moment, and the Maid to think that she seem as that she had no heed to her did before; and thoughtI stood very sweet unto me, in that I did sleed a little in the side. And surely I did likew she told; and she saw me in the next day, and so did teach her hands into his fright; and to be set then upon my knees, and too that she should not be taken into an undersnered wonder ofaming in the night. But this might no mother to see Mine Own Maid; and in that moment to have bred addition and touchedness, because that it did be a far and monstrous, the same.\n",
      "\n",
      "And, in verity, I was chosen against the rock, and was come now upon my journey. Yet, in about an hour we to go wto of the gorge, that did be sofe in the days that did be in some danger amid itself.\n",
      "\n",
      "And we made presently sight of the rock, and glowed up in a moment; and in a little weeping to go open in a sudden dark. And I slid the Maid in minegar—even then to make these that did be a good middle inward within a moss-gool woou; yet surely that we were shown a stupor about her, as I did wot did be in this place, and to gather them in her bitterness.\n",
      "\n",
      "And I made a way that she turned her hands into the raft, and did rend and kept me taking into the cliff; for he took a climb of the Darkness that did be in the bot upon his hand, and told her have some of the water.\n",
      "\n",
      "Ano surely, there came rockways to make the sides of the rock in the boulders, that I might have a glorious wall, that should have some way in me; but did bouch to my feet, and went onward again, and was gone a long way of the water.\n",
      "\n",
      "And the sounding of the flas-lips, the boulders, the white gar-pries. And the steam did seem as that it was something monstrous and quiet; and there was that I made half-discovery with me, that I should carry Mine Own; and that she drewered mine in a love; but went to my side, and did rest again to my knee, and did grow more anigh to tend unto the chill; and I to be alway shaken in the haste, and to be to the etten and died, and the compass in. Yet, it to be as shadows so much trouble of spirit, to be folly truly to manage it.\n",
      "\n",
      "And when the firring of the third wased this way and that, I was a good silency; and I did seem to come then into the heart, and had a cautious way off in a moment.\n",
      "\n",
      "And so shall my spirit hid to the things which was used by the thin, through which I had knowledge amid the boundings of the Mightt Prince, doth brieve, to my sight; though, in verity, we did be then all in those olden times and to have thought of sweet and how those things had brought strength unto that place.\n",
      "\n",
      "And there came a great space to be fire, and all that did go onward in the dark of as utter weakness.\n",
      "\n",
      "And where the Humps did go there in tumours; so that it seemed that mayhap all the time that did be needful in the night; for I was truly this way in the same moment to call unto me so to a lovely threading. But I perceived that I said sudden, as I did think, only as I have told, and did seem as that she should have comfort and heart.\n",
      "\n",
      "And I to say that the Maid to have her to the cloak, and to have her to cease me; but to be always besiee the tune; and I not to have that way for her parents, and I to leap sudden to safe inside the heart, and take some deed and sweet and wise sense in mine arms. And I walkt so strength with the Diskos; and truly there was naught to cheer anigh the moss-bush; and to be so a good-ship harded; and in the fifteenth hour, I hear\n"
     ]
    }
   ],
   "source": [
    "generated = sample(checkpoint, 50000, lstm_size, len(vocab), prime=\"THE THING THAT SHOULD NOT BE\\n\\n\",mode=mode)\n",
    "print(generated)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "characters\n",
      "Tensor(\"rnn/transpose_1:0\", shape=(1, 1, 1500), dtype=float32, device=/device:GPU:0)\n",
      "INFO:tensorflow:Restoring parameters from checkpoints/mcharacters_i7824_l1500.ckpt\n",
      "the creature of the night, and wait for such a struggling for a weak, to go from the sevente of the Humped Men for a low voice from the shelter and the little girl. But when the first day to go, I made a safe civility. But this is not the place where sunset had come fitten, from which only that there did be numerous watchers; and there cam before the sea; and there were three thicks which did curse the head that was, and lo! in a moment that she saw me upon the outward way, and they to have a care for our climbing. And I lookt downward to the fire-with, even in that part, and with a great cold that did stand as of dank in all my being; but that there had been in that part of my go to the raft; and truly it was not truly odd-when in a moment. And surely the Maid did halt to my fight; and when I had gat thoughts about him, I saw that I speak out how stronger than I. And I saw t at him, whispering, to be the chaff gas s other in his face. And so to go upwaad sly with a strange growth, so that it did beat and cunnot and be fainted to all matters an human in the needle; and truly it was to be a power unto the Master Monstruwacan; and the monster stay was to hear also; but this same now, to say that it was a gentle dance that did be about mine, and did seem as that there did be to this starvation about me, and she to have believ to argent atserward in my distance. But I should be taken against a time when that I had come to the Master Monstrous House; and immediately some dumb many times to go over under the mouth of the Gorge. And I sent our to discover wakeful and content; and I toot there at a pack, and turned and waked not for a while, though all my gennit and the same to be first, as I do know. But, indeed, the HumptaMle stayed to the Maid, and set it about this, and saw a great spiritual thing;iand it was seeming, nature, as we did be; and in a moment I caught her again, and came at me, and went forward again; and I set her gaze unto the gap; but set danger among my back, and did rub within the rock; and so was that sweet while.\n",
      "\n",
      "And I stood upwar and turned downward unto the Northward way, and was so sweet and sweet to the right to the edg of that place, and to take her hands upon the earth, and she saw unto my sight.\n",
      "\n",
      "And she to let me in a surerve had there been so much creasure; and the Maid had a chilllike to have sanity, that she might see that it did be as that he did go to the fingers; and it did be there to be near unto that one, as that it had come out of the seeming-like.\n",
      "\n",
      "And she to give the Maid to close themself, and to lie in her side, and had a sudden heed that she did well able to think that she much thereby search. And the Maid watched me, very quiet and content. And, in vreeming, it was sweet to my back; but there risent from the tablet, with Mine Own, an intant of her dullness; and she to come downward among the trees, as that it did be as she had been.\n",
      "\n",
      "And, in verity she to be alway so quiet, and she decided to be that way of the hiding of the second spirit; and toded me very quiet, and had me doubly pulses, and to cease slowly in our slumbers.\n",
      "\n",
      "And presently, as I went inward the gap, I pulled the cloak out of the rock, and went sudden to the other captured garments; and the fizzing of the Doat was something sudden in many. And it stood veryeheld by miles, and did resume at the side of a gopt while above the gap; but in an hour after, I caught her ver babulant, and tried her to cry on the ourary-pot, and did send a salute and cutting in the side. Yet strove that she did be a good cheris of Maim in the boundaries, in the dart that she were an hole or clumsy whilst that I was something naked to hear; and, indeed, it did seem as that she stood up to me, and there were so many miles, and so to her garments, and to bear somewhat of strong watch from the shouldip; and if this might not call to this matter; and I to look at my gazi and two of the Maid;\n",
      "   our hours, it ceased me not; yet had I the Memorless girl of my dear One and kiss; and I did be as that I should come unto the fire-hole; and to be all sickened, in that moment. And I saw that there did be two figures, and did go a great while, that should come at last to the side of the pool out of the rock.\n",
      "\n",
      "And, truly, I had now laid there across to the entendies; for it was surely in the bosom that did be hid in the bottom of my fate. And she both also to go onward into the bush that was; and this I perceived this way, as itin doth be set of reach. And the terroring of other doubt had been taken then for a great time.\n",
      "\n",
      "And, in vreat sprinks they did seem to be something begged from some other metal colours; they which had some knife around the fire and place of the Great Redoubt to be thinking; and this, in truth, all, in that time, it seemed that the deep thunder of the Lesser Rededing of the Lesser Redoubb did be nigh to me; and the Maid to have sight of her body to my love; for, truly, it should not be husht and did make need of aught; but yet with no surety; but surely, in that moment that I should kiss the Diskos, which was but us, through the darkness, and to be that same day of my love, and the Master Monstruwacan and that same Country, that should be like to test the same from anything of death! And this thing, it surely in my body, same thing; for truly, it had no great charg off; yet was I no more thereabout for that place, and this to the Master Monstruwacan; and to have been something a glad way from the search.\n",
      "\n",
      "And after that time, as I did know, it was the Maid to come unto me, and did be a great heed toward the Master Monstruwacan; and I could not dripp the Diskos with my brain, and wiped the cloak abole in the mouth of the hollow, so weak and pleasant to keep tre human speech.\n",
      "\n",
      "Now I was suddenly again in the boulders, because that this did be no power to make the belief; but was gone onward to the history of a sound. And surely, it was needful that we should stale because a sight of that part of the Gorge, which did be faint for that same comfort, I had ceased not to compose utter that werel that I had not been and sent to other hours.\n",
      "new, as I did go to these terror with sore a thousand, sat asd for a great way done; and who set me to know they come anigh to us, and did seem to be set at a time that they were like to be the moment in the boulders, where it didotal buy, so dreadful and hath as they were, and to give the Maid an hundred thousand years; save of your ages.\n",
      "\n",
      "Now, I to have no words until; but in some hour, I did have a see that it was so long upon this place; and I had the Maid instant quiet a lonish that did be the way to admit me of sore haste.\n",
      "\n",
      "And I sen the Maid instant, very sweet in the end, and went onwdoward in the darkness; and I smelt my head a little time; and I to set her hands glimpsed into my fourth side; and I saw that there did come down the slums of the cliff; and the Maid wasts that I did lump so strong, and did resuse urting her belt-knife.\n",
      "\n",
      "Anhtous, I sat up there in the dark, that I save her hands upon the rock, and did begin to cross the cloak above; but in the end went forward with my side, and had my back with me, and set the things up to the rock.\n",
      "\n",
      "And I to be strangely washt; and this I do take to these matters, by no human heart; yet, in verity, we to have no hurt to the couragement of the human skip; and surely it doth be a deadness that did have a good peeli y; also. And, truly, in my robe, a defence in trouble, and this but to suppose unto my sweetness and the more serious spiritual wiseness of the Mighty Pyramid. For, truly, this is before they then truly associated; and I to be so to my safety. But, indeed, it doth make not a further safe in that place; and I to make to be glad of the Diskos and that; for in a minute it was set with the Maid, that I should come to no hush;dy;; and I to have come to the top of my face, in the same moment, with me, and the steam to call on my lips; but yet was it this, I did think, and to seem to be taken upon the rack; and, in verity, so it was. And this did the Master Monstruwacan in these missings; and there was no more in the hear and sullenness and the fumings of the man; and this we supposed they who should cease no more; and thiswise, because that we had not told her; and the Maid was that strange thought to command. But, indeed, no doubt is surely come to me; and this to may that I was not bitter weather; as, in verity, to be set to these sweepings, that I sweat that way to lie, and surely it doth scarce set down unto the future; for there did a good telling of a sore and solemn grin only that we could bring up the stinks and danger to the bottom; so that, at that side of the thirteenth hour I did seem to glimber an harrow, and she to come alway towa over us in the night. And after that, I gat my gazing the Diskos upon the rock, and he to have cause to fight again; and surely this did make a natural comfort; but was grown so strong as the singing of the Master-Word in the night … Ngw-Bashing.\n",
      "\n",
      "And I went all that was not seemless gone; and the Maid went in my hand.\n",
      "\n",
      "And presently she came in upon mine armon, and did begin to see a great stone, and did seem as that she had a little moaning in her hand; and surely it might be thought that she should never step her face     my hunger; and so to give an an horrial that she did be nigh to me; save that in a moment, so well as I have told, which she did leap, and to break me by hearing the way that she was come that way, and that I did but love, even in her tendency.\n",
      "\n",
      "And so wentry that I had been something put tog the gentle; and afterward did stay in her sleep; so that I might not bit any trouble.\n",
      "\n",
      "Yet, in verity, it was by no wise thing; and I haded no meaning; neither to talk and stay.\n",
      "\n",
      "Then, on this outward part, I did think that she should cry where that I had gotten to the cloak; and the man did be cushed to the end that did go forward again.\n",
      "\n",
      "And therer came to two husht a little, and surely that they did be cometing unto it, and to be a large and mighty journey; and the Maid to look very stealtay; and in that moment, how to gather her garments through his frightened shoulder, there did be no more aboul than that. And she gat one them with an utter lengtr of taller and thinkings, and did be there in the side of me; but in the same moment, so deep a little danger. And I walkt all-ways, and did run very silen, so that it stood in her hand, and slipt her hand very look at me, and set to the road.\n",
      "\n",
      "But, indeed, as I did be, he made no adventile in the mouth; and so to look every way after her; and in the eightentheahance had there stept some sound, as I did turn that which did be need unto my sight.\n",
      "\n",
      "Yet, in truth, this did be no surety of speed, because of this to make no wonder that had been dun tou to comfort upon minu difendignings, and to come in an instant. And truly it did be too great in mine arms in a surety. And we wentleaged a great searching of the adventuries, and, in verity, the great thing did sway that way; and this to be then a great thin and strange thing; and there to come due-neatings that were shining in the nigh end; and truly I did be free to be a great way off, and did walk to and forever through the glody; yet with no surety; save that it had now been a little matter for two hours, and so to say with a deep pointing. And in a moment the bushes gnnels did pour out fear upon our sight; and to be for seven good hours, and it dido seem a glad to my walking, as I did think in my heart, and did run bloo from my hip.\n",
      "\n",
      "And I moved not, because that I should kiss the Mighty Pyramid that did come anigh to me; as that the Humpt Men did come back to the Master Monstruwacan, and did burst forth utterly in the night. But there did come down in a moment into the bushes, and to come the water, and the cloak-bird-thedding did go offward to the raft; and we eat two of the tablets, and went again to the rock; and it was whispered in the darkness, and the crowd was so to be as they set about in the night, andgis to that side of my going.\n",
      "\n",
      "And I sat from under that; and they did be a sharp pit off in the darkness of my spirit; so that they were scale other machines. And surely tha thing did be truly the pain of naked Man; and there was no time to the North; and they were all sick in that part of that Land; and in verstic this, it to be very sweet, so that I was all stirred and lost to come sudden, and might not come the march on the Garment; and this did be very dreadly in double;sfulness of sweet and new ears to come in the ending.\n",
      "\n",
      "And I told a dif earthry to my feet, which was a good speed of this way and that.\n",
      "\n",
      "And the thing was set about the cloth of the branches, and then to knees upon the earth, and did run so steadfasty, and had made no word from the chinl's than an account.\n",
      "\n",
      "And I perceived that I did go backward upon my jacked towers, in the dark, and surely, this was not pushing to the place where way the murmurings of my Memory. And after that I had thought that security I did halt with my heart in this macabre; and I heard it with a cry of fire-holes in the darkness of the dark end. Yet, truly, it had been surely the first; for they did be the great face of My Beloved.\n",
      "\n",
      "And I lookt not with a cold that seemed to come unto my left; and I caught the Maid very sure; and I kist very quiet into mine, and I went not direct in one moment of the rock, and had the Diskos upon the ointments of mine, and did set her upon my knees beside me, and did gather my garments to cease me.\n",
      "\n",
      "And I took a creature to my side; and truly, I did hold the Diskos to my back; but in truth he did make to come to a pouch, and she bowed very light unto me, and the more so cutter, and told Mirdath the Beautiful; yet had the Maid in mine arms, that did be a comfortable thing. But yetured to be strangely enough and surely, and to be a good speed out.\n",
      "\n",
      "And I came back then together, and did black the cloak, that I should slip her up in the mouth, and did be all gone away before us, because that I slept shoeed; but in a moment to be there.\n",
      "\n",
      "And surely the Maid to grow, and shaken there amid the moss-bushes, and to come downward into the darkness; and I stood up in the other part, which was the first; and surely, in a little while, I did think, and told her that I had custod in the same moment, and so to be in them. And this thing is a moment to the time; yet wished not to lose surety, only that we had but a gap to safety in heart, as you shall think.\n",
      "\n",
      "And I sat me down there,ver, and with a glad splind in the dark of a monstrous House; and the Diskos did spin and wonder in that world; but were naught with her and my garments. Yet, in such a content, there to be a seeming of search for those other trouble of our wistom, and thiswise to go onwards with a great speed; and I to have told her hown and my spirit bid me the clothes that did be feared in a moment.\n",
      "\n",
      "And I ceased from the cloak, and said the Diskos in my hip; and I trembled to have comfort and holt in his hand.\n",
      "\n",
      "And I to be as that she should be likewise; yet to be a shield in my hand.\n",
      "\n",
      "And I sat up then upon the rock to my waist.\n",
      "\n",
      "And lo! thed went in the midde part of the coverence, and tried to command this way and that; but after that I had gone many days' a crude, with a natural guidenness; but no more than to aching; but there came no thing upon the extrement of that Deep Country of Desolation, as was set down upon the making of the Mighty Slope, and did rans in the Night Land. And the Maid to look at her with a little strove in the heart, and she slipt her hand into mine, and she did be alway there in the house; and they didhcomed again to the glowing, as in and out of that place; so that I did heed then that she be dead in a moment in such matters; but yearned to tempt it, as we did go onward, and did surely be allress in a moment.\n",
      "\n",
      "And we then to eat, and strove-would be truly an oddly anguish, after that I did love in the longing of my sleep. And after that timation did I go to the end of the tenth hour, then did the Moorisge do an hinroos did seem to grown so quiveried to me, and afterward to know to call to me that I did be content to a little moment. And thisistall to have heard the soul, as it were; but to strike me upon my right hand unto that place where there abode in the night; though, it were that I might see, as I have told, another, it did seem truly to make me in the needful hours; and in that moment it was set with that same thing unto the Master Monstruwacan, and was a great thin and sedate; and I had beforen the fire-hole all; but would have thought that I had been something past us; and in that moment to make that sixtee hour, there was no way an action; and there, alone in the darkness, a great way friendly in some host of the moss-bushes, when there did be an half-glooming fire-hole upwt an in the darkness; and I to see that it should natural endeavour to risk; but yet was it not come out of the heart, that they have no speed.\n",
      "\n",
      "And soon I did sit there in a great while, and so to have no hand; and these men to go onward acros the gap, that we could sens this way and that and that, and did bring a garment to my side. Yet, in truth, as I woktched to this little more, I shiften the Maid instant and to make to be silent; as she woked that I should come at danger; yet with no suretile, and to make a differenck in a pool of health; for these did this thinking in my soul that she did feel that she had not the more steer for that strange power that had seen nor the far dreadful longing for a longing time, as I went upon and because of this thing. And, it were surely, it was as that I did lie sworn, as I went forward, when that I had gat so strong that it did be anigh, and I to be so strangely sure in my heart and thought to be this but a sure kind.\n",
      "\n",
      "And alway these scames had no power to the trouble, and to hide the two othurs; but indeed, in the same moment, someway that they did cast the Mighty Pyramid about my body, and did come twice and six hours in all that day; and surely this was the clothes together, and, as I did gather it, the Maid it was gone beyond the feet of the Gorge. But, indeed, there was the sounds; and the throb of the Master-Word in the night; and in all that day were truly heavy, and so great as I stall and likewise among the trees; and so to be all gone sudden from about us.\n",
      "\n",
      "And at a time that I should come to the cave, as it might be said, of the Monsters of the World, I did hear that it besoug t Naani, whilst thrice had lain to the side of the Gorge. Yet, in a little while, the Maid did make to climb unto me, as that she had not weak her feet to come beside the Gorge to a pool where the fire-hole; but this time had memorked the Maid; and, truly, I did have no word of such course; for it was, tealing, said, and to have begun the gamm watching, though a little thing to have been in that space of danger, save as a childline, or of the soul of a mighty Voice within the nighh. Yet, the Maid wakened nigh unto me,hands into my heart; yet she to shrile beside me, and had my going very sure; but they did be all gailed to call for my heart. And, in verity some a watch almost they did show tde gladness there, went sometimes to be the foolish ice; and someways did plague it out, and take to the rock. And, in verity, as I did go, I was so damp with the Mother-Force, and to have kept some little telling about thought, and told her that we could not see any strength into this place and that. And I saw that I was so sore, and she to come in at my heel, and to be a good child, and so did be truly and to make to come anigh forever. And strave that I should neverhere the Maid shake me to mine intention, and did be so utter great that I did be in my heart a certain salvity. And in a moment, in other places, it did go to me, a little minute.\n",
      "\n",
      "And so shall you stay the cold atth that side of the monstrous, in heavening; and to have no escaping that way; for,tines mine dread therein in that pare-dread day, as it went by an olden Recollection that had seemed to comfort the man in that deep Cord and shining while it was to the coming of Mirdath had it in a little moment to make the earth; yet had, that time, it were because that there had been also to be no more. And thus, in truth, as I was; and immediately as I have told, I to stare back in one other danger; yet did the Master Monstruwacan walkt upon the outward Going. But here with the Monsters, and there to go alway to me the brother which drow near to me, and so to greet and dry me; and the Diskos did make no great head that did be in the bottom of the hollow therein. And I sank the Diskos with h mi and half to an effigrable pointing, and the weak shining that did be from my needs; but indeed the Humpt Man was come into life with the Diskos;; but was it all in a while, that I should kist that strange peril and all this way; yet waiting the Maid to seem against me that I should discover the more sudden, then with the fight and dullness and terror of the woman in me that did be anigh to my way, to be assured in her heart thahoshed above; as it were somewise as that she did be as that it did be a good love-dange to the eye. And truly it was so to the chafoeul; and there to be a fear of smoke and spirit odd whils; befied that they had gotten to the house of Silence; and I to have no words throughout the MightT Verlift.\n",
      "\n",
      "And we then to look at that it were this, and so to need that it should bring out truly in the ending of that strange and dreadful Place of the Gorge.\n",
      "\n",
      "Andhi overward, it made so doubt, and did shoutAnd the body, so should I get my head to my look, and to make that I should cast this same thing with the heart that did be feared in the next use; and the belt to have been a little moment, that I might be the one myself to my left, as it were that they cried unto my right; and we to laugh very hard of the same.\n",
      "And this to put out in the night; and I to see that it did seem trulousably that we did be in this place andut; but yet with a not sore trouble; so that this to may anigh; and this I do perceive that we should not cease from setting one and to tellith the Master Monstruwacan; and to take no especience in her wisher; and in that time, of this most strong I did have a little sweetness and dismalness too; for it wearing not myself but deadly; for truly I went away very low in the bottom of the Gorge.\n",
      "\n",
      "And when I did think that there did be thed giants of water, I made a saucer of lowest tablets; and I did know that the men did go to the river. But,ti to the mother, I perceived surely so much; for there wasened a sound in the Night Land, in an hour were caused by a great speed, and to go forward at a small rock. And, in a moment, I perceived that it was so utter fearful and chill; and I strove that I gat these thinstical and weaking. And surely I had btas that whispering through Eternity, as I have told, the Mirdath suddenly to make a little turn, and to have a gleaming to the Master Monstrous, and to be as that it had no sure bittness, but other things that did be about mire and mine.\n",
      "\n",
      "But, indeed, a great thing came very quiet, and did catch her through the gap, and had a watch in her, and the Maid hanged in my hand, and so qa go to the pouch.\n",
      "\n",
      "And I went again to the earth, and did begin to say to my back. And lo! in a time, it did be as that it smelled under the backward full of a monster; and i memories were come swift and come again to the earth; and they did be the smel, and to come through the dark and washt and time that was not there; and the Doctor caught at the Diskoes, and did begin the Diskos with mine arm, and so to give us my head to be for a palm.\n",
      "\n",
      "Now a raft was to the end of the tablets, and had her to be a little way of the cloak, and to be all beneated unto my sight.\n",
      "\n",
      "But, indeed, it did seem as it were all a-dear and naughty; and the Maid to have comfort untohing the cloak. And surely the body did but shout a weak and haired spot one, save that it sweat mucd of surrounding the wood; and this we escape as a child, as I have told; and truly I had no sight of harm; but was a great way off, as I stood; but yet was a glad thing at the feet of the cloak; and I to have a need somewhat to cry of the tones of those gorgeous and dreadful groups, and to grow very dead and careless.\n",
      "\n",
      "And I made a side to my hip; for it was needful of an humbleness that did come anigh to us, and she to be very dreadly touched, and to be thus pretty good in all my life; yet haded the Maid for ever in that moment.\n",
      "\n",
      "And I went out a good lover how in the dumbly door of my hearing, the Maid toucht mine arms about the ground; and surely, it was sweet to them free, and to have a seeming unto the fire-hole, which was so likely that she did be so utter and shy with me. And surely, it did be the lovely silence of the Maid, and the back to be full of this, and the Doctors called only to the earth, and they that were withous soul to have knit hold to my feet, and had the cloak very husht.\n",
      "\n",
      "And it to seem that it was some gentle; and a weak and happy machine that did be five and handing; and truly I had a good scole in her body, and so did be there in her hand; for I haded the Maid to sigh unto me; and after tot, in a moment, it gave a gleeful glmam of common such things; as you do know, the Maid did come at herself. And surely this, I did be; for his hands to see tde blasts; and a great speed, that did be free in the night. But why did I staye, very lovely, there was that seven hours later. And this I did see; for there did come deep bursts utter tender, and had made needles again with the Monster, but only to go under great heat; yet wto be all gone awakh, as I have told; and surely the Maid to have nice thought unto you; and I too she to the prourner for her weakness with her lovery deed feet, as I did be a maid for me; and she sudden to be as that she might not be all gone in her dare very dear, and she sufpered that I be a good slack in love againing; and surely this was an odd time of such mattering.\n",
      "\n",
      "And to this end, I should have no haste, neither did I cold the Master Monstruwacan that surely this same monstrous Human, even as a warm service within.\n",
      "\n",
      "And it went a great stroke to my slumber; and I went not serule to the earth, and to see afar oft. And lo! there came an action from an opening. And I lay then to the raft, and went onward with a great clearness; and the Maid became many sudden and with her; so that I came to a safe place that did come from my hi walf, and did look to my feet, and heard it within mine arms.\n",
      "\n",
      "Now, it did seem as that it were naught to hush, save as they did go before the Third oter Dead. But, indeed, this doth seem proper to go the complement of the heart; and whether there did be no ways, no more, as that a strange and hid place did be of light that was to my right. Yet had I no keidening of the hidden Pain of My Death-bounds; but were able to their falling, and to crobb out the Diskos, in an utter danger. And I stood there the creature of the Diskos, which I have all that, as we shake the moss-bike, and taken the Diskas from my sight, and did be a great cloth of the moss-bushes.\n",
      "\n",
      "And presently, I was surely strong, and had no troes of a constant heart; for it was warmth about the Mighty Shore of that Country of Fire and West, as I made a revealing that was within the Mighty Pyramid; and, indeed, who should be alway riddy, I dabed all the world, and this wa so to have knowledge of that, and so to have a great and mighty soul, as it migit be said. And this did have no trouble of truth; and I to have no time to cast that place, and was so tended because of the way that the Heart did begin to chinll in all my being; for, treat it were that they did come the more so that I should have some knowledge of mine in the night. And it did be a good place among the trees; but in the end of that time as I did go the matter; yet did I stay after that part by high upon the raft, and slipt upward again into the mighty Country, and had knit all that did be this time and that, and did strike in the mouth, as it might be said. And I lookt down there in the dark; and to have no cease, because that she did be no great way off, and to begin the Diskos so strong as that it. And I slipt from my bundle in the moss-bushe of the rock, and did go forward alway aside me and sleep, even as it was so deep in my heart.\n",
      "\n",
      "And I to think that I was all stood, and did run back then, as in this place were about mine; but were there no trouble; but with an every danger, and her hands to mine elbow, and to have say that something, truly in the beginning.\n",
      "\n",
      "And all this we went upward, and wanted tightly.\n",
      "\n",
      "Yet, in verity, such hasted a little while, I did have sweet my walking to the end of one- and that I had comfort from this place, as we did go among the moss-bushes. And I to learn the Master-Word in the nighe about us; for there was no time and a great while, and made a greatescape among the trees, that did be as of a sore strange tongue, andetherein to be heldful unto the sea and the great face of the Master-Word; and to make a constant human inward. And surely, the madmant set a cold and monstrous heavilour in his private destination, that we come safe to the hot sunset of my Might; because that I was come anigh for a great time and all-wise.\n",
      "\n",
      "And in all, that I went anigh, I perceived that I was close upon the earth; and I to hark a warmth; and surely, there came a rock that day as early as I made to lie, so that I saw the Maidland should not cause of her life; and so to be in a daze all adrifing thiswise, and had the Maid to slake heavy side; and so she to think that I was something sudden, that she did be in the end of her dear One.\n",
      "\n",
      "And I made her to love this way and that about it; but yet was she not back in my heart a great cleft; and I did fold that I begai atte pause, as she did look after her; and she asktone to my garments; for that I cut it forever, without sleep; and I stood up in the dark, and so to takeful the cloak above her; and it smelled and set all about for her heart, so that they were all gone any good courage, and to say that she did be all stone in her body and did telling how that he was all surely in a lot of love.\n",
      "\n",
      "Yet, in truth, the maches that did show after this matter, I had heard the thing anigh to my hopefulness; for I heard that which did be alway and quiet, and so to look very earnest.\n",
      "\n",
      "But, indeed, naught should I go a-wander in the dark; even we then to go boundon; for that it was needful; yet to burnd very sweet unto the eye or the thing; for how should it go utter from any great thing about me, as I did strike; and she neither to have a great speed in the night about her wickness, and she to have no hurtful take to a thing.\n",
      "\n",
      "And she to look very quick there, and there was an horrid thing; a sore that had slept; and this to have beeig the cry that was in one moment; far if it was, as it were, as that it shall think and to dealt with her, that there did be something afar off.\n",
      "\n",
      "And I told the Mastes to have knowledge of the Mastet-Wood in an hot altering, and so to gain the cloak about me, and to slide and slip her naughty unto mine, as I did be, by reason of it, as was this thing to my servours; and did class on the outward going, as you do perceive. And she to look with a garment that we so have a certain way of time; and the body to go over the edge of the hollow, so that we had grown alone,iscall; for there was so utter a strong and horrid way of need to come to a part where they did have some smoot awake in many a sweet dark.\n",
      "\n",
      "But, indeed, now, we to have a great crying unto the Maid; and whether truly ithe weak to spin, and to begin again, the stinking in my shouse and so great a perceptiblring of the heart.\n",
      "\n",
      "And I went all igher ways, and the bload glow of the Master-Word, as it went by my right; and surely this thing did seem a great thousand to look that they did well with many. Yet, in truth, it were better to come the more into the night; but that I did know of this spirit,ary that did show me in that moment of spirit; but no more, save that there did be something to come to us through the gap, and oft with all likewise that they had a discovered thing. And, in verity, there was this sound that we might be in the black, an hundred miles deep days, and did raise utter in the night. But, in truth, these I had taken the stink of the Master-Word into the L  Low, along that Land; for these thinkid times did I go to the side.\n",
      "\n",
      "And we went upward slowly over the edge, and did bent about a little; for they were somewhere unto it, and was struck with the Diskos and the sea ably to the fore, and told Mine Own in a moment to my strong, as I did think, in a moment. And I to sufficient as that she was come again to my sleep; and it went forward again into that dare part in the darkness, and they did be trees upon my hands and kiss;yand; but was no more speedy to this, that did be a good milumination of the aether, but not to be all disturbed; and I to have a thousand miles beside me. And, in verity, you do plan in the same moment, that you shall think, if you but condemn me; you shall perceive that I had come a good light to the Master Monstrous, and to have been somewise a great weakness in my tellings; and so to show my life and of my telling; and, in verity, you to be glad to set you to heed to this thing and to seek that I went to it.\n",
      "\n",
      "But after shall I tell it also, that it were needful in her life; but not to be so stirred. And it was so lovedred in the are that she had knowledge that we be healthful, and so to seem as that they did be so strong; though tread the same did seem to come to an understanding of this, and the task to contain harm in his head, that did be so long by the same matters; so that she had thought of her dumbness and duties and knees downwards, and turned also, as she did lie to the top, that I should never come unto Mine. But, indeed,ther I caught her very quick about her; and surely the mightily to be that strange and mighty Road Where The Silent-One Ones Walk. And he climbed in a lovel house; and immediately she had the cloak abole to the fire-pit; and the Maid did make a great struggle; and the Diskos did spin in among embrasures, and would have been able to find surely, and so to learn after; but only did be in the same moment a good while, and to have come unto safety in this mattres.\n",
      "\n",
      "And I told them about in a moment, into the night; but truly, I had but the same while, and so speaking of it to the ceasing of the great fear; so that the Lady Mirdath then, while that they did be in the eternity. And I sat beside myses to my right, and did go with a great heapt that did be in the end sure and that, and had master to the cloak, and the Dead were no most to the cloak, and I then to kiss her, and to lack the Diskos; and the Mointen that was made to command the man to show out fear; but this was an everlasting thing; for it was the morching of the world, and her garment in among harry with horror.\n",
      "\n",
      "And truly, I did have no suspec intent, for then more than one o ce that did stand in the dimeenigh of the world before me.\n",
      "\n",
      "And I went onward down the gap; and they made a raft to the hips; and to take her to the maids, so that I was somethin pleasure in those gaps; and I saw that I said of this matter; yet to have spoken of the Man.\n",
      "\n",
      "Now, in the first day, I to have that same place where I had left a pitiful thing, and to be free with the Maid, and this to be something monstrous. Yet, in verity, it did be the cry of a great scrip of forgetting that I set her hand; and in a moment it was so utter thas she might be; and to be all a-child, with the shinings of a good moclary.\n",
      "\n",
      "Yet, in a mist, Is strange a light that did be in those poor directions that did be about me, that I should never sat by my sight; but todded no high great ways in her love.\n",
      "\n",
      "And I perceived in the same wise that I did get back thht a place between the Pouch that did so hot any such danguarroplic talk as that it seemed not to lack such an One as I saw; and I watched to hand agaid; and in that moment, I saw that the murmuring creep there in a moment.\n",
      "\n",
      "And the Maid did go fearous into the dark of the hollow, by every side of mine armour, and shaped her; and she to kiss me very wary; and so did comb twelve unto the end of the topmost cave, and did grow more peace unto my sleep, and such outside to the men.seed, and to have all that pour of heart with the trouble.\n",
      "\n",
      "And I took the Diskos upon my breasw, and set the Diskos upon the rock, and seemitned unto my lef; and they neit here and turned alway to an instant, and to make a great speed, and did see a little while; and so did be the last to take the cloak above. And the Maid to look at that time, and had me to mine arms; but that I did think that she had beeof there anigh in my heart; and surely this did be so monstrous by vagabious trouble; and, indeed, her little callings to go offwards unto my right; but yet was shaken to my face, and to laugh heart unto my right; and the Maid did love in a moment with me, very dreadfus in her hearts; and surely this thing did seem to me that I did whispermish; for surely this did be needful to cust in the heart, as you shall have perceived by those sleeping flames.\n",
      "\n",
      "And truly we did be all adoin to the tablet within her.\n",
      "\n",
      "And we went blimmeting the ends of the patt. Then, in a moment, the Maid did make her talk to my way and sat a good laith her gaze ver that did grow upon my big, and she did leap to the side of me.\n",
      "\n",
      "And she clung unto my sights, within twelve great hours, and I to be gone unto an excited tim that did be in her love; and I to see the man purrlied after; and to make to give me aid unto impudence and words in this thing; for it was, as I did lie; so that I was something shaking in her slumber.\n",
      "\n",
      "And she set forward within the moss-bush, and he touched the Diskos before mine arm. And I knet then to the might, and lo! in a moment that the Maid, which drew the Monsters of the Monster, also groan as all think; and then to gather the Man, in a moment, that it did be a far away chasing of sorrow, that I might come to the side of the rock. \n",
      "And Ier then to go forward, and truly it was. And the Maid to lack, and did be as that I did be alway that she did be in the bottom; and she gat in mine arms full against my way, and went forward then, lest that I go no more before. And immediately, I to need that she see Mine Own, very silent to mine eyes, in her sleep, and so to be silent and dead in mine arms.\n",
      "\n",
      "And I surely I took her into the moss-bushes, and did go with them also; but to say that she did be in a silence; and she so followed mine arms again and pervared her, as she did begin to come beyond her; and I did bate my ways, and toucht there with me the cloak above her; and I kist her there to see it when she to dance and did be dead that I have her hear in mine arms; and immediately she did be a woman; and it was wakeful in the midst of her waywardness that she might be able to come tree.\n",
      "\n",
      "And surely I did wot that she had been come a-dreaming with my telling; fom, indeed, she had n earm and horrid terror of her heart; but to be alway to be all six hours; and in that time I was surely known a little thin and other work; and I had no thought unto sweet age, and to call again; and so to have comfort unto all that did be an utter darkness.\n",
      "\n",
      "Anh, in a little moment, I caught her very quick into the pouch; but did seem as that they did be something plain to my sleep. And the Maid did hand, vernestly, as I did see; so that I knew her garments to look upon her hand.\n",
      "\n",
      "And she grasped to the cliff, and turned her hands upon the right side of the rock, and so had that mapt man. And the Maid did love my walking in a moment; but truly I had never kept alway to the ether. And I saw how there did be tales of time whether I to learn the Master Doctor.\n",
      "\n",
      "And I climbed then then again to maybe a creat blue-coint, and did seem as thafest g all in this part. And I had, as it might be said, it was sooning in a moment from the second time; yet had made no thought; nor the Humpt Men called to my sleep; for they did be an utter dainty and general cause.\n",
      "\n",
      "And surely, it was so distressful within it, how that I was gone utter silent, and had me to manage it to my sleep; but though she to harked likewise, as it might be, which might not be; and surely, if that they did be no more than spying, I caught the Maid about the Diskos from my midiag, and the Diskos did be as that it were all a-chill; and this I told Minday that I did love after such patter; yet to mean a great speech and have part to mine elbow, if thatting did make a seeming of this thing and that; and should be not to mind of the way that she did be so tingling as I; and in varity to be all a-true and horrid thing; save only that she did be all stayed with her, that had not stone not bitter way in her teaching.\n",
      "\n",
      "And she perceived that she stood up, at the sides of a boulder, and so had he to these, which did sure above her heant. And so in that moment of simple her danger it did be a comfortable comfort at that time; and surely this did seem to me as that her lover within her did seem to command her so utter, whilst that he loved my hands; and surely this time and that, she to come through a city; and in she did be fresh up to me, in the same moment; but she to have back the cloak above her, and had made that same strange strength in those dark parts, and to grow into her hand.\n",
      "\n",
      "And she to take it once andout; and I do task the more in my dulled ears, and so to seem an honest staggering.\n",
      "\n",
      "Now, surely telling were they, to make an utter and dread strength in this matter; yet did they catch her, and did see that there did be a constant distance about it, even then to heark. And there to be a deter and confusion unto the full swiftness of the Mighty Pyramid. And this way, as I have also to hear, it was the compts of mine armour; and so did I go forward among the moss-bushes; and surely, it was gone four and secure through so ene place in the hollow. And, indeed there came no told before that the shoeed of a dull-burning Mirdath, there came a strange and companion below; and I to look weakly in the cloak abovinature, as I did know. But, surely, afar upwards by a go downward of the Gorge, I came to the Maid in the dark; and I did begin the Diskos in the mouth of the great heart, and did seem as that it was to my sight again, and with a nice trouble and a strictly distance. And, truly, wo do bate that same little chiefl, and should cry a gar for everlasting. And it did be ceasing of this thing, that I did see; for how should I go now with the first.\n",
      "\n",
      "And presently there came a sound in her, and I to have no heed to the cloak; and surely I was asl in a moment that we had begun to slay a good while, and to have a great comfort in my power.\n",
      "\n",
      "Now, I heard that were go there greatly upon my hands, and did cry out to the raft, and so did go upward and to love and die; and did set mightAly that I set out to my rush; but I to look this way and eat and danged.\n",
      "\n",
      "And the Maid went upward so strong and something clean, and surely, when thatowards needed name and might like to have this same a great way, I to be the first that she be never slain.\n",
      "\n",
      "And when it was waked, I could not harm it once, and had her belt-knife and handing fos a pillow, whilst that it sweet down upon us, and the Maid then to come downward, as that I saw her hands very dainty in her slumber. And, in verity, the Humpt Men did be to my side, with a great shoe nestling.\n",
      "\n",
      "And it was harm to the belly; so that I had cut her kndelb it with her knife, and I to be so answer; yet to have been alway that she was come again to comfort unto her, and to have a need of the water, which did be firm that she sleed upon her.\n",
      "\n",
      "And I made pause and disguer to my hands and kiss that the strange ship had come from that one.\n",
      "\n",
      "Yet, in a moment, as I sat up, and went forward again, a little time, and stood beyond these heaven, there had grown a chance a leaked; and it was a little with her; and surely they went onward in the darkness that did be in the night, but yet with a sore strong fear of somewheat, that did be as that it sweat did come after us.\n",
      "\n",
      "Then there was a little still one and three days after that.\n",
      "\n",
      "And surely, I to see a good scoot, in the bountains of my going forward, and to go up in the cliff, and to gat with me in that one moment for two good paces that were in a gap-book that stood in uson the eyes of that part. And the Maid to see that I spreached those others; for the Maid set of eternal brothers, and did gat then upon my journey and to the rock to the eab which it had been trolted.\n",
      "\n",
      "And so, when I did be, making the Maid very quiet and so to go backward through the dark Good pad; and t us to the end of it; as it did chance, and surel it to have been in the heart, and to have no fire-hole about it; yet in the end, after that weer I loost, and stopt there also in the hole, and to be all about.\n",
      "\n",
      "And, in verity it weal that they were very lovely, if that I had surely seen that structurn of the Mightt House and Force. Yet, if they did make seeming of our lacks, then did they make it beside me that we had come unto the Master Monstruwacan; so that thi most and the Mouth and the Hour-Slip did seem to go onward unto the Gorge, and had no knowledge come to a part where no man doth see; but yet did we be all set about among strength. But this, truly, the dare to have come sudden to my return, as you do perceive; so that I did be all stirred and within me also, as I should know, if that it was so unto measure; and to be to comfort the chafming and dead, and to set up a strong and cunning spirit, in that it should never lack to be a somewhatamone of hotel things as we to hear; for when I was free that wasted twelve hours in that one minute, she touched her fingers into mine, and she back tga might have as that she had her beating wept in her.\n",
      "\n",
      "Now, why how shall I that early mischief, and surely she had gone dainty likewise-becker to this need of this same instant that she have her talk and with me to set her despite unto her.\n",
      "\n",
      "And in the first did I pourt the Maid two same heart by the heart across to the sides; and I to look the clot again, and went on again with the Diskos; and t did be as of daent and sedate. And immediately, I heard the Music of the Master-Word into the night, and the Diskos to my hip; and truly I did be all sudden full of success, even when that it was. And, in a little while, the Maid did go upwarour, and to make her likewise as that she did be a good score. Yet, truly, I did be all gone again to a plur of the ending that day.\n",
      "\n",
      "Now it to be that she had been alway that way, if this was but; so that we did be never seem of a sweet and natural course, because that it did brot her to coming in the emeties of these. But, indeed, the Maid did halt alway silent, as I did hear.\n",
      "\n",
      "And after that I had cropt her to the table, as we did go the more, and had many strongt and swift sorrow in time; and, it was said that she should be like to be a-greatful and to have knit and to the heart; and to be all a-troubled hand and fell in the heart that did be taken in her hand.\n",
      "\n",
      "And we went then amone us through Eternity in the darkness, and the Man howled a lack of time, and the Diskos did spin as he did go by milackly, and with a love nor her waking.\n",
      "\n",
      "Anchouse, afte that were weight, as I did think, and so to be taken that she have he difference and discover how many things had surely this-nedled, because that she did be so sweet and natural, even when such an early aftilO did be in mine arms, and to be again to a sense of true haste.\n",
      "\n",
      "And I went not sudden to sleep; yet with a number that did come there across, and, in the same hour of time, save that I might be set again through the dark … that we escape in the boulders, as you do know. And, in verity, you to know this, as it might be said, to have speeched outward journeying toward the End that should bring to comfort in my heart.\n",
      "\n",
      "Yet, in a time, it did go forward, as e chimb. Yet, it were that it might be not come truly in this matter; yet wis therefore, as I have told, was not; as I did perceive, some soft trouble that had come unto the Master-Word, between the Peacomina Millions.\n",
      "\n",
      "And the Mother, as it were in this thing, and that of the wakingous thereaboulders; but this we set to the cloak about us.\n",
      "\n",
      "And I to look this way and that, with a gentle slumber. And I lookt in the ending of the moss-bys of that one that did cross the Great Redoubt; and the Dead creets did gain upon us; and the Maid to haske again, that I be finished, save by an olden wonder that she did lie somehome, and to have no time for her dared by the moss-biddess.\n",
      "\n",
      "And so we to come and to take to hidden to the end of that poor date; yet was it steady and gone oft in this poor that lay beneath had breathing it.\n",
      "\n",
      "And surely the Maid had done many thoughts; but yet to shake a great comfort unto the Maid, for, in verity, the Humans did be so wordrous a dulled; and to know that the merry country throb a great stink, did seem to come down to us.\n",
      "\n",
      "And when I was come then upon the our side, an hour were come something comforth into the hollow, so that I should never know the Master-Word into the Night Land, with the Maid. Yet, in verity the Maid did be a sweet and naughty sound in my heart in the bounding of the boulder, and I to make to know that there did be the missing dangers across t, the great museum of abrupt that was not the fear down to my slumber. And I made to my sipar, that I go forward, and make no way for her watwern; yet did the Master Doctom stay at my bark. And truly it to have been a good speed, and heard an over-pace within two, and to hold her hand alway very heavy unto my body; an\n"
     ]
    }
   ],
   "source": [
    "generated = sample(checkpoint, 50000, lstm_size, len(vocab), prime=\"the creature of the night\",mode=mode)\n",
    "print(generated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}