train.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "#importing libs\n",
    "\n",
    "import torch\n",
    "from torch import nn\n",
    "\n",
    "import numpy as np\n",
    "import os, string, re, random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Working on cuda\n"
    }
   ],
   "source": [
    "#selecting device to work on\n",
    "\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "print(\"Working on\",device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Characters include: 'abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789!\"#$%&\\'()*+,-./:;<=>?@[\\\\]^_`{|}~ \\n'\nCharacters length: 96\n"
    }
   ],
   "source": [
    "#primitives\n",
    "\n",
    "chars = string.ascii_letters + string.digits + string.punctuation + ' ' + '\\n'\n",
    "char2int = {ch:i for i,ch in enumerate(chars)}\n",
    "int2char = {i:ch for i,ch in enumerate(chars)}\n",
    "char_len = len(chars)\n",
    "\n",
    "print(\"Characters include:\",repr(chars))\n",
    "print(\"Characters length:\",char_len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Data loaded successfully\n"
    }
   ],
   "source": [
    "#loading data\n",
    "\n",
    "unwanted_characters = \"[àéñ¡]\"\n",
    "directory = 'data/'\n",
    "\n",
    "data = []\n",
    "try:\n",
    "    filenames = os.listdir(directory)\n",
    "    for fname in filenames:\n",
    "        txt = open(directory+fname, 'r', encoding='utf-8', errors='ignore').read()\n",
    "        txt = re.sub(unwanted_characters,\"\",txt)\n",
    "        data = np.append(data,txt)\n",
    "    print(\"Data loaded successfully\")\n",
    "\n",
    "except Exception as exception:\n",
    "    print(exception)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Supporting functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def preprocess(data, seq_len):\n",
    "    '''\n",
    "    Take data matrix and seqence length and converts it into\n",
    "    required format i.e. X - data and y - label\n",
    "    '''\n",
    "\n",
    "    y_t = data[0][1:]\n",
    "    num_of_seq = len(data[0]) // seq_len\n",
    "    X_t = np.array([char2int[ch] for ch in data[0][: seq_len * num_of_seq]]).reshape(-1,seq_len)\n",
    "    y_t = [char2int[ch] for ch in y_t[: seq_len * num_of_seq]]\n",
    "    for data_t in data[1:]:\n",
    "        data_y = data_t[1:] + \"\\n\"\n",
    "        num_of_seq = len(data_t) // seq_len\n",
    "        X_t = np.append(X_t, np.array([char2int[ch] for ch in data_t[: seq_len * num_of_seq]]).reshape(-1, seq_len), axis = 0)\n",
    "        y_t.extend([char2int[ch] for ch in data_y[: seq_len * num_of_seq]])\n",
    "\n",
    "    return (X_t,y_t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getBatches(X, y, batch_size, seq_len):\n",
    "    '''\n",
    "    Generates batches for training\n",
    "    '''\n",
    "\n",
    "    X_rows = X.shape[0]\n",
    "    target_size = seq_len * batch_size\n",
    "    y_ptr = 0\n",
    "    for batch_num in range(0,X_rows,batch_size):\n",
    "\n",
    "        X_tt = X[batch_num : batch_num + batch_size]\n",
    "\n",
    "        X_t = np.zeros((X_tt.shape[0], seq_len, char_len))\n",
    "\n",
    "        for batch_idx, seq_x in enumerate(X_tt):\n",
    "\n",
    "            for seq_idx, char_x in enumerate(seq_x):\n",
    "                X_t[batch_idx, seq_idx, char_x] = 1\n",
    "\n",
    "\n",
    "        yield X_t, y[y_ptr : y_ptr + target_size]\n",
    "\n",
    "        y_ptr += target_size  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "class RNNModel(nn.Module):\n",
    "    def __init__(self,input_size, hidden_size, rnn_layers, fc_hidden_dim):\n",
    "        super(RNNModel, self).__init__()\n",
    "        \n",
    "        self.rnn_layers = rnn_layers\n",
    "        self.hidden_size = hidden_size\n",
    "\n",
    "        self.rnn = nn.RNN(input_size=input_size, hidden_size=hidden_size, num_layers=rnn_layers, batch_first=True)\n",
    "        self.fcl = nn.Sequential(\n",
    "                    nn.Linear(in_features=hidden_size, out_features=fc_hidden_dim),\n",
    "                    nn.ReLU(),\n",
    "                    nn.Linear(in_features=fc_hidden_dim, out_features=input_size)\n",
    "                    )\n",
    "\n",
    "\n",
    "    def forward(self, x, prev_state):\n",
    "        out, state = self.rnn(x, prev_state)\n",
    "        fcl_out = self.fcl(out.reshape(-1,out.size(2)))\n",
    "        return fcl_out, state\n",
    "\n",
    "\n",
    "    def init_hidden(self, batch_size):\n",
    "        return torch.zeros((self.rnn_layers, batch_size, self.hidden_size), device=device)\n",
    "\n",
    "    def getModelName(self):\n",
    "        return \"RNN\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LSTMModel(nn.Module):\n",
    "    def __init__(self,input_size, hidden_size, lstm_layers, fc_hidden_dim):\n",
    "        super(LSTMModel, self).__init__()\n",
    "        \n",
    "        self.lstm_layers = lstm_layers\n",
    "        self.hidden_size = hidden_size\n",
    "\n",
    "        self.lstm = nn.LSTM(input_size=input_size, hidden_size=hidden_size, num_layers=lstm_layers, batch_first=True)\n",
    "        self.fcl = nn.Sequential(\n",
    "                    nn.Linear(in_features=hidden_size, out_features=fc_hidden_dim),\n",
    "                    nn.ReLU(),\n",
    "                    nn.Linear(in_features=fc_hidden_dim, out_features=input_size)\n",
    "                    )\n",
    "\n",
    "\n",
    "    def forward(self, x, prev_state):\n",
    "        out, state = self.lstm(x, prev_state)\n",
    "        fcl_out = self.fcl(out.reshape(-1,out.size(2)))\n",
    "        return fcl_out, state\n",
    "\n",
    "\n",
    "    def init_hidden(self, batch_size):\n",
    "        return [torch.zeros((self.lstm_layers, batch_size, self.hidden_size), device=device), \n",
    "                torch.zeros((self.lstm_layers, batch_size, self.hidden_size), device=device)]\n",
    "\n",
    "    def getModelName(self):\n",
    "        return \"LSTM\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "class GRUModel(nn.Module):\n",
    "    def __init__(self,input_size, hidden_size, gru_layers, fc_hidden_dim):\n",
    "        super(GRUModel, self).__init__()\n",
    "        \n",
    "        self.gru_layers = gru_layers\n",
    "        self.hidden_size = hidden_size\n",
    "\n",
    "        self.gru = nn.GRU(input_size=input_size, hidden_size=hidden_size, num_layers=gru_layers, batch_first=True)\n",
    "        self.fcl = nn.Sequential(\n",
    "                    nn.Linear(in_features=hidden_size, out_features=fc_hidden_dim),\n",
    "                    nn.ReLU(),\n",
    "                    nn.Linear(in_features=fc_hidden_dim, out_features=input_size)\n",
    "                    )\n",
    "\n",
    "\n",
    "    def forward(self, x, prev_state):\n",
    "        out, state = self.gru(x, prev_state)\n",
    "        fcl_out = self.fcl(out.reshape(-1,out.size(2)))\n",
    "        return fcl_out, state\n",
    "\n",
    "\n",
    "    def init_hidden(self, batch_size):\n",
    "        return torch.zeros((self.gru_layers, batch_size, self.hidden_size), device=device)\n",
    "\n",
    "\n",
    "    def getModelName(self):\n",
    "        return \"GRU\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hyperparameters\n",
    "\n",
    "batch_size = 128\n",
    "seq_len = 250\n",
    "\n",
    "EPOCHS = 500\n",
    "lr = 0.001\n",
    "\n",
    "loss_function = nn.CrossEntropyLoss()\n",
    "\n",
    "hidden_size = 512\n",
    "num_layers = 2\n",
    "fc_hidden_dim = 256\n",
    "\n",
    "initial_words = [\"I can do this all day\", \"I'm IRONMAN\", \"Reality is often disappointing\", \"I knew it!\", \"NoobMaster69\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def softmax(x):\n",
    "    '''Compute softmax values for each sets of scores in x.'''\n",
    "    return np.exp(x) / np.sum(np.exp(x), axis=0)\n",
    "    \n",
    "def decodeBasedOnTopK(one_hot_pred, top_k=1):\n",
    "    '''\n",
    "    Selects an integer from the topk distribution.\n",
    "    '''\n",
    "    choices = np.argpartition(one_hot_pred, -top_k)[-top_k:]\n",
    "    prob = one_hot_pred[choices]\n",
    "    prob = softmax(prob)\n",
    "    prob = prob / np.sum(prob)\n",
    "    choice = np.random.choice(choices, 1, p=prob)\n",
    "    return choice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def sample(model, initial_string = \"Dread it\", num_chars = 200, topk=1):\n",
    "    '''\n",
    "    Generates sample text.\n",
    "    '''\n",
    "    model.eval()\n",
    "    state = model.init_hidden(1)\n",
    "\n",
    "    #getting hidden states for starter string\n",
    "    for char in initial_string:\n",
    "        one_hot = torch.zeros((1, 1, char_len), dtype=torch.float, device=device)\n",
    "        one_hot[0,0,char2int[char]] = 1\n",
    "        _, state = model(one_hot, state)\n",
    "    \n",
    "    predict_letters = initial_string[-1]\n",
    "\n",
    "    for i in range(num_chars):\n",
    "        one_hot = torch.zeros((1, 1, char_len), dtype=torch.float, device=device)\n",
    "        one_hot[0,0,char2int[predict_letters[-1]]] = 1\n",
    "        out, state = model(one_hot, state)\n",
    "        predict_letters += int2char[decodeBasedOnTopK(out[0].cpu().data.numpy(), top_k=topk)]\n",
    "\n",
    "    print(\"{} -- {}\".format(initial_string, predict_letters[1:]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#initializations\n",
    "\n",
    "rnn_model = RNNModel(input_size=char_len, \n",
    "                       hidden_size=hidden_size, \n",
    "                       rnn_layers=num_layers, \n",
    "                       fc_hidden_dim=fc_hidden_dim).to(device)\n",
    "\n",
    "\n",
    "lstm_model = LSTMModel(input_size=char_len, \n",
    "                       hidden_size=hidden_size, \n",
    "                       lstm_layers=num_layers, \n",
    "                       fc_hidden_dim=fc_hidden_dim).to(device)\n",
    "\n",
    "                       \n",
    "gru_model = GRUModel(input_size=char_len, \n",
    "                       hidden_size=hidden_size, \n",
    "                       gru_layers=num_layers, \n",
    "                       fc_hidden_dim=fc_hidden_dim).to(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def train(model):\n",
    "\n",
    "    print(\"Working on {} Model\".format(model.getModelName()))\n",
    "    losses = []\n",
    "    opt = torch.optim.Adam(model.parameters(), lr=lr)\n",
    "    X,y = preprocess(data, seq_len)\n",
    "\n",
    "    for epoch in range(1, EPOCHS+1):\n",
    "        model.train()\n",
    "        epoch_loss = []\n",
    "        \n",
    "        for xx,yy in getBatches(X,y,batch_size,seq_len):\n",
    "            h_prev = model.init_hidden(xx.shape[0])\n",
    "\n",
    "            xx = torch.Tensor(xx).to(device)\n",
    "            yy = torch.LongTensor(yy).to(device)\n",
    "\n",
    "            opt.zero_grad()\n",
    "            out,_ = model(xx,h_prev)\n",
    "            loss = loss_function(out, yy)\n",
    "            epoch_loss.append(loss.item())\n",
    "\n",
    "        \n",
    "            loss.backward()\n",
    "            opt.step()\n",
    "\n",
    "\n",
    "        if(epoch % 10 == 0):\n",
    "            print(\"--\"*20)\n",
    "            print(\"Sample text generated at %dth epoch\"%(epoch))\n",
    "            sample(model=model, initial_string=random.choice(initial_words), num_chars=300, topk=5)\n",
    "            print(\"--\"*20)\n",
    "                \n",
    "        losses.append(np.mean(epoch_loss))\n",
    "        print('-------------------------')\n",
    "        print('Epoch: %d/%d ---- Epoch Loss: %f'%(epoch, EPOCHS, losses[-1]))\n",
    "\n",
    "    return losses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Working on RNN Model\n-------------------------\nEpoch: 1/500 ---- Epoch Loss: 3.454404\n-------------------------\nEpoch: 2/500 ---- Epoch Loss: 3.315342\n-------------------------\nEpoch: 3/500 ---- Epoch Loss: 3.313992\n-------------------------\nEpoch: 4/500 ---- Epoch Loss: 3.312997\n-------------------------\nEpoch: 5/500 ---- Epoch Loss: 3.312396\n-------------------------\nEpoch: 6/500 ---- Epoch Loss: 3.307256\n-------------------------\nEpoch: 7/500 ---- Epoch Loss: 3.215919\n-------------------------\nEpoch: 8/500 ---- Epoch Loss: 3.101658\n-------------------------\nEpoch: 9/500 ---- Epoch Loss: 2.977796\n----------------------------------------\nSample text generated at 10th epoch\nI knew it! -- asas.\nYos nh tot.\nTosearit seate sh ah so tisee sh tas tor an won wote at weaneet we tee tor.\nYanee war  Iot sosit wis the ton.\nYet  tat ah to teas se not teee ate sote te ans  no wit \nthee.\nTo aneat an  n th ane th  Te wo sito tiseaur tis sote.\nWastare Iaus.\nTon sonat auseese an ah au tot sir tins \n----------------------------------------\n-------------------------\nEpoch: 10/500 ---- Epoch Loss: 2.843838\n-------------------------\nEpoch: 11/500 ---- Epoch Loss: 2.745315\n-------------------------\nEpoch: 12/500 ---- Epoch Loss: 2.700771\n-------------------------\nEpoch: 13/500 ---- Epoch Loss: 2.663588\n-------------------------\nEpoch: 14/500 ---- Epoch Loss: 2.609327\n-------------------------\nEpoch: 15/500 ---- Epoch Loss: 2.557773\n-------------------------\nEpoch: 16/500 ---- Epoch Loss: 2.504409\n-------------------------\nEpoch: 17/500 ---- Epoch Loss: 2.455970\n-------------------------\nEpoch: 18/500 ---- Epoch Loss: 2.415017\n-------------------------\nEpoch: 19/500 ---- Epoch Loss: 2.370038\n----------------------------------------\nSample text generated at 20th epoch\nI can do this all day -- ir seente tothes wortet'ring were tee tor worithes ass tote ins wount to cerarer int.\nI to he seounger wors watet werlaret. I ghat thit..\nYou tire thit'le toans thus.\nYol ase tot.\nWhe woris to to this ass aras wirke tathit it this wasdingertisd sink intoret in'r ate wuut the wetese.\nThe thet the tha\n----------------------------------------\n-------------------------\nEpoch: 20/500 ---- Epoch Loss: 2.330637\n-------------------------\nEpoch: 21/500 ---- Epoch Loss: 2.299013\n-------------------------\nEpoch: 22/500 ---- Epoch Loss: 2.255350\n-------------------------\nEpoch: 23/500 ---- Epoch Loss: 2.215790\n-------------------------\nEpoch: 24/500 ---- Epoch Loss: 2.168457\n-------------------------\nEpoch: 25/500 ---- Epoch Loss: 2.118342\n-------------------------\nEpoch: 26/500 ---- Epoch Loss: 2.074284\n-------------------------\nEpoch: 27/500 ---- Epoch Loss: 2.034093\n-------------------------\nEpoch: 28/500 ---- Epoch Loss: 1.994147\n-------------------------\nEpoch: 29/500 ---- Epoch Loss: 1.956676\n----------------------------------------\nSample text generated at 30th epoch\nReality is often disappointing -- ets and there an stisnd inse stomentent of is silise, se the that to wank you.\nI'm ton't a shut you's that. It's seint..\nI's that women't these your seeds in.\nYou knom thit's got her arly stall.\n- Starks in the muds in wiss serow.\nWhat's thy mad you say should you? - I'd stomeds is is a whose to thy\n----------------------------------------\n-------------------------\nEpoch: 30/500 ---- Epoch Loss: 1.916456\n-------------------------\nEpoch: 31/500 ---- Epoch Loss: 1.881314\n-------------------------\nEpoch: 32/500 ---- Epoch Loss: 1.847871\n-------------------------\nEpoch: 33/500 ---- Epoch Loss: 1.817506\n-------------------------\nEpoch: 34/500 ---- Epoch Loss: 1.784799\n-------------------------\nEpoch: 35/500 ---- Epoch Loss: 1.755868\n-------------------------\nEpoch: 36/500 ---- Epoch Loss: 1.729573\n-------------------------\nEpoch: 37/500 ---- Epoch Loss: 1.702183\n-------------------------\nEpoch: 38/500 ---- Epoch Loss: 1.680517\n-------------------------\nEpoch: 39/500 ---- Epoch Loss: 1.658600\n----------------------------------------\nSample text generated at 40th epoch\nI knew it! -- .\nI'm not this about to my suck and to track to my suse monigers in the centanting and me.\nWhat wise some side?\n- No where is is a madias one.\nYou're torn to distaress,...\nthey well.\nI don't drean secome this is sorriging. It's not?\nYou have to go. - Whit?\nWell me the part.\nYou know, told your perci\n----------------------------------------\n-------------------------\nEpoch: 40/500 ---- Epoch Loss: 1.637172\n-------------------------\nEpoch: 41/500 ---- Epoch Loss: 1.619045\n-------------------------\nEpoch: 42/500 ---- Epoch Loss: 1.614396\n-------------------------\nEpoch: 43/500 ---- Epoch Loss: 1.595636\n-------------------------\nEpoch: 44/500 ---- Epoch Loss: 1.572005\n-------------------------\nEpoch: 45/500 ---- Epoch Loss: 1.560646\n-------------------------\nEpoch: 46/500 ---- Epoch Loss: 1.544043\n-------------------------\nEpoch: 47/500 ---- Epoch Loss: 1.529747\n-------------------------\nEpoch: 48/500 ---- Epoch Loss: 1.517933\n-------------------------\nEpoch: 49/500 ---- Epoch Loss: 1.504161\n----------------------------------------\nSample text generated at 50th epoch\nI'm IRONMAN -- )\n(GRUNTS)\n(GRUNTING)\n(SHANCELE: What is this!\nThat trick the world asseradion.\nI tapking misice it off.\nWhat if I wanna holding a sith it.\nYou were this headed.\nI was.\nI'm sorry, if that what? You know, I could mane all this show why...\nHammer anyone of a party.\nYou know what you're not that?\nThat'\n----------------------------------------\n-------------------------\nEpoch: 50/500 ---- Epoch Loss: 1.492210\n-------------------------\nEpoch: 51/500 ---- Epoch Loss: 1.481807\n-------------------------\nEpoch: 52/500 ---- Epoch Loss: 1.472505\n-------------------------\nEpoch: 53/500 ---- Epoch Loss: 1.463714\n-------------------------\nEpoch: 54/500 ---- Epoch Loss: 1.456054\n-------------------------\nEpoch: 55/500 ---- Epoch Loss: 1.448241\n-------------------------\nEpoch: 56/500 ---- Epoch Loss: 1.438278\n-------------------------\nEpoch: 57/500 ---- Epoch Loss: 1.429036\n-------------------------\nEpoch: 58/500 ---- Epoch Loss: 1.421814\n-------------------------\nEpoch: 59/500 ---- Epoch Loss: 1.414031\n----------------------------------------\nSample text generated at 60th epoch\nI can do this all day -- , sare and saye on your good.\nSo, what did you were the continaria would let me a polleally start has that?\nYes. - I'm the best has to sol it to here that thing one of these time to some threatery?\nTono most because we can see that a poly..\nI talk to the stuess\nI'll set them time with your singers, \n----------------------------------------\n-------------------------\nEpoch: 60/500 ---- Epoch Loss: 1.406142\n-------------------------\nEpoch: 61/500 ---- Epoch Loss: 1.398909\n-------------------------\nEpoch: 62/500 ---- Epoch Loss: 1.395004\n-------------------------\nEpoch: 63/500 ---- Epoch Loss: 1.387455\n-------------------------\nEpoch: 64/500 ---- Epoch Loss: 1.379636\n-------------------------\nEpoch: 65/500 ---- Epoch Loss: 1.373576\n-------------------------\nEpoch: 66/500 ---- Epoch Loss: 1.368737\n-------------------------\nEpoch: 67/500 ---- Epoch Loss: 1.363620\n-------------------------\nEpoch: 68/500 ---- Epoch Loss: 1.359245\n-------------------------\nEpoch: 69/500 ---- Epoch Loss: 1.356270\n----------------------------------------\nSample text generated at 70th epoch\nI'm IRONMAN --  MUNS)\n- With this a man him around.\nI'm sorry.\nI went more that country ask you.\nThis is anywhere.\nI'm sorry to signation.\nWell, it's gonna be a suit.\nWe're gonna live the shill all through a man shoop. Thack you.\nThe hands or. - Was a little crapped a than through it.\nI don't worry...\nand so hears\n----------------------------------------\n-------------------------\nEpoch: 70/500 ---- Epoch Loss: 1.355343\n-------------------------\nEpoch: 71/500 ---- Epoch Loss: 1.348695\n-------------------------\nEpoch: 72/500 ---- Epoch Loss: 1.346640\n-------------------------\nEpoch: 73/500 ---- Epoch Loss: 1.344713\n-------------------------\nEpoch: 74/500 ---- Epoch Loss: 1.338024\n-------------------------\nEpoch: 75/500 ---- Epoch Loss: 1.329784\n-------------------------\nEpoch: 76/500 ---- Epoch Loss: 1.322591\n-------------------------\nEpoch: 77/500 ---- Epoch Loss: 1.317703\n-------------------------\nEpoch: 78/500 ---- Epoch Loss: 1.315344\n-------------------------\nEpoch: 79/500 ---- Epoch Loss: 1.310780\n----------------------------------------\nSample text generated at 80th epoch\nI knew it! -- .\nwhat is not a bit giman for my thing to be the would...\nThis is where you can't?\nWell, what's the thing what was that.\nHarry think you wanna see my thing.\nThanks me the bank.\nYou can't...\nThere's now? Yon! This isn't sence.\nThank you.\nI don't know. I'm gonna get all that was maderance...\nin the tr\n----------------------------------------\n-------------------------\nEpoch: 80/500 ---- Epoch Loss: 1.303164\n-------------------------\nEpoch: 81/500 ---- Epoch Loss: 1.298368\n-------------------------\nEpoch: 82/500 ---- Epoch Loss: 1.297277\n-------------------------\nEpoch: 83/500 ---- Epoch Loss: 1.295854\n-------------------------\nEpoch: 84/500 ---- Epoch Loss: 1.294939\n-------------------------\nEpoch: 85/500 ---- Epoch Loss: 1.293396\n-------------------------\nEpoch: 86/500 ---- Epoch Loss: 1.290566\n-------------------------\nEpoch: 87/500 ---- Epoch Loss: 1.284495\n-------------------------\nEpoch: 88/500 ---- Epoch Loss: 1.277439\n-------------------------\nEpoch: 89/500 ---- Epoch Loss: 1.273140\n----------------------------------------\nSample text generated at 90th epoch\nNoobMaster69 -- \nto tech, you're a part of the basic was to stay this.\nI can't see them alreyed to them down in cass you were the worst person.\nWe did.\nYeah, you got any technically seen of this time.\nWhy don't we seed you to get that sound your life?\nWell, you said\nwe're giving a cate, so why do you too,\nI'm so so\n----------------------------------------\n-------------------------\nEpoch: 90/500 ---- Epoch Loss: 1.272394\n-------------------------\nEpoch: 91/500 ---- Epoch Loss: 1.270081\n-------------------------\nEpoch: 92/500 ---- Epoch Loss: 1.267914\n-------------------------\nEpoch: 93/500 ---- Epoch Loss: 1.265548\n-------------------------\nEpoch: 94/500 ---- Epoch Loss: 1.265285\n-------------------------\nEpoch: 95/500 ---- Epoch Loss: 1.264449\n-------------------------\nEpoch: 96/500 ---- Epoch Loss: 1.265017\n-------------------------\nEpoch: 97/500 ---- Epoch Loss: 1.262938\n-------------------------\nEpoch: 98/500 ---- Epoch Loss: 1.257097\n-------------------------\nEpoch: 99/500 ---- Epoch Loss: 1.246029\n----------------------------------------\nSample text generated at 100th epoch\nI'm IRONMAN -- : He's me? What we should've kneated.\nWelcome we acked me and he's got a party?\nNo, that's working coordinates... Where are we?\nThis is she's a little super this messing the crewken to steal big...\nThe prosots them.\nI thought.\nYeah.\nYou see, I'm going to take a second, thrre's a little city aren't w\n----------------------------------------\n-------------------------\nEpoch: 100/500 ---- Epoch Loss: 1.240041\n-------------------------\nEpoch: 101/500 ---- Epoch Loss: 1.236671\n-------------------------\nEpoch: 102/500 ---- Epoch Loss: 1.235777\n-------------------------\nEpoch: 103/500 ---- Epoch Loss: 1.233704\n-------------------------\nEpoch: 104/500 ---- Epoch Loss: 1.231348\n-------------------------\nEpoch: 105/500 ---- Epoch Loss: 1.229583\n-------------------------\nEpoch: 106/500 ---- Epoch Loss: 1.229182\n-------------------------\nEpoch: 107/500 ---- Epoch Loss: 1.229656\n-------------------------\nEpoch: 108/500 ---- Epoch Loss: 1.227086\n-------------------------\nEpoch: 109/500 ---- Epoch Loss: 1.223582\n----------------------------------------\nSample text generated at 110th epoch\nI'm IRONMAN --  MURS: (BEEPING RESIRER: (STEARELS)\n(GUNSTREATER: I'll tear this!\n(SOFT Starkly.\nWhat is that?\n- Shootsisted.\nScott. - Yeah. Well, I want technically.\nThere are two things do said that succether.\nI always feel reality strength is to see your fimachutic arrogants for my sistard about something secret\n----------------------------------------\n-------------------------\nEpoch: 110/500 ---- Epoch Loss: 1.216964\n-------------------------\nEpoch: 111/500 ---- Epoch Loss: 1.212986\n-------------------------\nEpoch: 112/500 ---- Epoch Loss: 1.211019\n-------------------------\nEpoch: 113/500 ---- Epoch Loss: 1.214252\n-------------------------\nEpoch: 114/500 ---- Epoch Loss: 1.212954\n-------------------------\nEpoch: 115/500 ---- Epoch Loss: 1.207500\n-------------------------\nEpoch: 116/500 ---- Epoch Loss: 1.201714\n-------------------------\nEpoch: 117/500 ---- Epoch Loss: 1.197131\n-------------------------\nEpoch: 118/500 ---- Epoch Loss: 1.195852\n-------------------------\nEpoch: 119/500 ---- Epoch Loss: 1.196481\n----------------------------------------\nSample text generated at 120th epoch\nI'm IRONMAN -- S)\n(GRUNTS)\n(GRUNTS)\nI'll called a ship\nis an already, so these trictles.\nWe are clood down.\nYou know what to do something someled, then it's time is not a special sheephrioss.\nThat's hold.\nSin a witence our suit?\nI haven't little lasurator doesn't make the child bulleds and speaking my friend.\nShe'\n----------------------------------------\n-------------------------\nEpoch: 120/500 ---- Epoch Loss: 1.198722\n-------------------------\nEpoch: 121/500 ---- Epoch Loss: 1.199545\n-------------------------\nEpoch: 122/500 ---- Epoch Loss: 1.198768\n-------------------------\nEpoch: 123/500 ---- Epoch Loss: 1.196714\n-------------------------\nEpoch: 124/500 ---- Epoch Loss: 1.194298\n-------------------------\nEpoch: 125/500 ---- Epoch Loss: 1.194712\n-------------------------\nEpoch: 126/500 ---- Epoch Loss: 1.194062\n-------------------------\nEpoch: 127/500 ---- Epoch Loss: 1.192418\n-------------------------\nEpoch: 128/500 ---- Epoch Loss: 1.192825\n-------------------------\nEpoch: 129/500 ---- Epoch Loss: 1.193109\n----------------------------------------\nSample text generated at 130th epoch\nI knew it! -- \nWatch.\nI didn't changing from my bartagets the first planet. That's the first thing someliding this...\nI could take mine in a couple\non the moment.\nWait.\nI am nothing.\nI carried...\nI will...\nIt's a brother.\nI'm glowing to me. You're the stones. You're not lately something that cames, and we got to \n----------------------------------------\n-------------------------\nEpoch: 130/500 ---- Epoch Loss: 1.189486\n-------------------------\nEpoch: 131/500 ---- Epoch Loss: 1.185494\n-------------------------\nEpoch: 132/500 ---- Epoch Loss: 1.184248\n-------------------------\nEpoch: 133/500 ---- Epoch Loss: 1.188780\n-------------------------\nEpoch: 134/500 ---- Epoch Loss: 1.187942\n-------------------------\nEpoch: 135/500 ---- Epoch Loss: 1.179817\n-------------------------\nEpoch: 136/500 ---- Epoch Loss: 1.170994\n-------------------------\nEpoch: 137/500 ---- Epoch Loss: 1.159804\n-------------------------\nEpoch: 138/500 ---- Epoch Loss: 1.153329\n-------------------------\nEpoch: 139/500 ---- Epoch Loss: 1.149676\n----------------------------------------\nSample text generated at 140th epoch\nI can do this all day -- .\n- It's me. - What? I'm gonna shoot the superrous sick tonight, I come to way it somewhere.\nI'll find the lines on the ship is online through that she carlivension.\nI'm glad you're talking about yourself.\nA help!\nWhat did he said the boat the next times to be done with that you want you to be treut\n----------------------------------------\n-------------------------\nEpoch: 140/500 ---- Epoch Loss: 1.146178\n-------------------------\nEpoch: 141/500 ---- Epoch Loss: 1.141772\n-------------------------\nEpoch: 142/500 ---- Epoch Loss: 1.138395\n-------------------------\nEpoch: 143/500 ---- Epoch Loss: 1.136650\n-------------------------\nEpoch: 144/500 ---- Epoch Loss: 1.137455\n-------------------------\nEpoch: 145/500 ---- Epoch Loss: 1.138990\n-------------------------\nEpoch: 146/500 ---- Epoch Loss: 1.140066\n-------------------------\nEpoch: 147/500 ---- Epoch Loss: 1.139099\n-------------------------\nEpoch: 148/500 ---- Epoch Loss: 1.138956\n-------------------------\nEpoch: 149/500 ---- Epoch Loss: 1.141198\n----------------------------------------\nSample text generated at 150th epoch\nI can do this all day -- ,\nbut it's too much time yet here, so the right here.\nWho is your girts.\nI would have seen your chance.\nI think it's a prively show up in the child other in the pase is won.\nHave you been deep them in.\nThey'll define.\nWill you tell me it.\n- I'm already, the Aether allow. I was right.\nWe can finish\"\n\n----------------------------------------\n-------------------------\nEpoch: 150/500 ---- Epoch Loss: 1.143629\n-------------------------\nEpoch: 151/500 ---- Epoch Loss: 1.146250\n-------------------------\nEpoch: 152/500 ---- Epoch Loss: 1.148994\n-------------------------\nEpoch: 153/500 ---- Epoch Loss: 1.143178\n-------------------------\nEpoch: 154/500 ---- Epoch Loss: 1.142532\n-------------------------\nEpoch: 155/500 ---- Epoch Loss: 1.145913\n-------------------------\nEpoch: 156/500 ---- Epoch Loss: 1.136355\n-------------------------\nEpoch: 157/500 ---- Epoch Loss: 1.126086\n-------------------------\nEpoch: 158/500 ---- Epoch Loss: 1.118114\n-------------------------\nEpoch: 159/500 ---- Epoch Loss: 1.115223\n----------------------------------------\nSample text generated at 160th epoch\nReality is often disappointing -- amies,\nthey son to you.\nYou antight it.\nWe have to do as a chance of you. I don't know why?\nYou have to make a pair on those time to fight\nis too meat it unconscies our people.\nIt's not...\nI took the walking for? - Who was so.\nI think it.\nYou have to give it to the holder.\nWe gotta happy to happy, a\n----------------------------------------\n-------------------------\nEpoch: 160/500 ---- Epoch Loss: 1.117677\n-------------------------\nEpoch: 161/500 ---- Epoch Loss: 1.125031\n-------------------------\nEpoch: 162/500 ---- Epoch Loss: 1.126827\n-------------------------\nEpoch: 163/500 ---- Epoch Loss: 1.123942\n-------------------------\nEpoch: 164/500 ---- Epoch Loss: 1.121838\n-------------------------\nEpoch: 165/500 ---- Epoch Loss: 1.122473\n-------------------------\nEpoch: 166/500 ---- Epoch Loss: 1.125167\n-------------------------\nEpoch: 167/500 ---- Epoch Loss: 1.122642\n-------------------------\nEpoch: 168/500 ---- Epoch Loss: 1.120172\n-------------------------\nEpoch: 169/500 ---- Epoch Loss: 1.117667\n----------------------------------------\nSample text generated at 170th epoch\nI knew it! -- .\nWe get him.\nYour family.\nThis is weird.\nI can't believe.\nYou know this is too subject to take the stairs.\nThey won't be able to take it.\nI've been alerted by the best of that ship...\nI tell you those keeping.\nTell me if he's not even in the best side in the thing.\nWell, I got that.\nHappy.\nYou want\n----------------------------------------\n-------------------------\nEpoch: 170/500 ---- Epoch Loss: 1.117360\n-------------------------\nEpoch: 171/500 ---- Epoch Loss: 1.117323\n-------------------------\nEpoch: 172/500 ---- Epoch Loss: 1.116355\n-------------------------\nEpoch: 173/500 ---- Epoch Loss: 1.114325\n-------------------------\nEpoch: 174/500 ---- Epoch Loss: 1.112498\n-------------------------\nEpoch: 175/500 ---- Epoch Loss: 1.109107\n-------------------------\nEpoch: 176/500 ---- Epoch Loss: 1.105958\n-------------------------\nEpoch: 177/500 ---- Epoch Loss: 1.107533\n-------------------------\nEpoch: 178/500 ---- Epoch Loss: 1.115723\n-------------------------\nEpoch: 179/500 ---- Epoch Loss: 1.119173\n----------------------------------------\nSample text generated at 180th epoch\nI knew it! -- .\nIt's not what it's inside your first time, then I'm saying that countes the sea. - I did whee!\nIt's called,\nand it won't wind us?\nNothing is say this?\nI've seen his little one.\nThat would try this?\nThe human form down!\nThe sun of a seems.\nI'm not.\nYou know, it's a water.\nYeah, you got another.\nYou\n----------------------------------------\n-------------------------\nEpoch: 180/500 ---- Epoch Loss: 1.112975\n-------------------------\nEpoch: 181/500 ---- Epoch Loss: 1.105516\n-------------------------\nEpoch: 182/500 ---- Epoch Loss: 1.106033\n-------------------------\nEpoch: 183/500 ---- Epoch Loss: 1.110487\n-------------------------\nEpoch: 184/500 ---- Epoch Loss: 1.117426\n-------------------------\nEpoch: 185/500 ---- Epoch Loss: 1.115685\n-------------------------\nEpoch: 186/500 ---- Epoch Loss: 1.107966\n-------------------------\nEpoch: 187/500 ---- Epoch Loss: 1.099538\n-------------------------\nEpoch: 188/500 ---- Epoch Loss: 1.091839\n-------------------------\nEpoch: 189/500 ---- Epoch Loss: 1.086296\n----------------------------------------\nSample text generated at 190th epoch\nReality is often disappointing -- ard.\nThor?\nWanda we've got a search.\nIs that the world of a tight.\"\nI can't...\n- What? - It's an ilection\nwhat we're about opining.\nThis isn't cure, I'm sorry I took you take one of your god.\nIt works.\nYeah, I do?\nThank you.\nI think you know how that tell your help?\nIt's not a whole conten that song\n----------------------------------------\n-------------------------\nEpoch: 190/500 ---- Epoch Loss: 1.081889\n-------------------------\nEpoch: 191/500 ---- Epoch Loss: 1.080668\n-------------------------\nEpoch: 192/500 ---- Epoch Loss: 1.081212\n-------------------------\nEpoch: 193/500 ---- Epoch Loss: 1.078112\n-------------------------\nEpoch: 194/500 ---- Epoch Loss: 1.075727\n-------------------------\nEpoch: 195/500 ---- Epoch Loss: 1.074584\n-------------------------\nEpoch: 196/500 ---- Epoch Loss: 1.077381\n-------------------------\nEpoch: 197/500 ---- Epoch Loss: 1.080575\n-------------------------\nEpoch: 198/500 ---- Epoch Loss: 1.080946\n-------------------------\nEpoch: 199/500 ---- Epoch Loss: 1.081601\n----------------------------------------\nSample text generated at 200th epoch\nI can do this all day --  so the company.\nI won't be careful service?\nYou can't say something been\nanything.\nYou said it wasn't supposed to know why tacenolow.\nYou see this?\nI'm not trying. There's started\nof the Mandarin: I wasn't say that this real because I had a badge down he was the moment.\nWhich one out of time.\nYou k\n----------------------------------------\n-------------------------\nEpoch: 200/500 ---- Epoch Loss: 1.079168\n-------------------------\nEpoch: 201/500 ---- Epoch Loss: 1.075835\n-------------------------\nEpoch: 202/500 ---- Epoch Loss: 1.075188\n-------------------------\nEpoch: 203/500 ---- Epoch Loss: 1.076786\n-------------------------\nEpoch: 204/500 ---- Epoch Loss: 1.079585\n-------------------------\nEpoch: 205/500 ---- Epoch Loss: 1.084452\n-------------------------\nEpoch: 206/500 ---- Epoch Loss: 1.086998\n-------------------------\nEpoch: 207/500 ---- Epoch Loss: 1.087178\n-------------------------\nEpoch: 208/500 ---- Epoch Loss: 1.084001\n-------------------------\nEpoch: 209/500 ---- Epoch Loss: 1.084298\n----------------------------------------\nSample text generated at 210th epoch\nI can do this all day -- 's getting slever man.\nThe end. That's the pilot when you were supposed to do.\nWhat's up, as a cardiacually met.\nIf he's the cell shower. We're gonna need you to pud myself.\nYou'll kill anybody else don't mean save you.\nThank you found the bedged your planets.\nThey've done think you might wanna math\n----------------------------------------\n-------------------------\nEpoch: 210/500 ---- Epoch Loss: 1.082745\n-------------------------\nEpoch: 211/500 ---- Epoch Loss: 1.082817\n-------------------------\nEpoch: 212/500 ---- Epoch Loss: 1.083536\n-------------------------\nEpoch: 213/500 ---- Epoch Loss: 1.089012\n-------------------------\nEpoch: 214/500 ---- Epoch Loss: 1.095907\n-------------------------\nEpoch: 215/500 ---- Epoch Loss: 1.095097\n-------------------------\nEpoch: 216/500 ---- Epoch Loss: 1.089644\n-------------------------\nEpoch: 217/500 ---- Epoch Loss: 1.080436\n-------------------------\nEpoch: 218/500 ---- Epoch Loss: 1.076942\n-------------------------\nEpoch: 219/500 ---- Epoch Loss: 1.075178\n----------------------------------------\nSample text generated at 220th epoch\nI knew it! --  Stone.\nThrol.\nHow's insist.\nIt's not what it was alive for a place to prove you.\nWhat? - They always harnesmine?\nWe're gettific.\nYou know, you know I was in closer stoles from about this power from youtherive charging in.\nThat's how you're in the car.\nYou're giving up! Clint, you're getting what th\n----------------------------------------\n-------------------------\nEpoch: 220/500 ---- Epoch Loss: 1.072474\n-------------------------\nEpoch: 221/500 ---- Epoch Loss: 1.072492\n-------------------------\nEpoch: 222/500 ---- Epoch Loss: 1.073275\n-------------------------\nEpoch: 223/500 ---- Epoch Loss: 1.072988\n-------------------------\nEpoch: 224/500 ---- Epoch Loss: 1.070989\n-------------------------\nEpoch: 225/500 ---- Epoch Loss: 1.068695\n-------------------------\nEpoch: 226/500 ---- Epoch Loss: 1.064949\n-------------------------\nEpoch: 227/500 ---- Epoch Loss: 1.062005\n-------------------------\nEpoch: 228/500 ---- Epoch Loss: 1.059087\n-------------------------\nEpoch: 229/500 ---- Epoch Loss: 1.058869\n----------------------------------------\nSample text generated at 230th epoch\nNoobMaster69 -- 13 Asgard\nand you're ready betrayed your left. I think it's you.\nYou don't wanna be a lot better.\nThrortember Streh.\nThe power soulcan sentle from all right?\nYes!\nI can't build a serpod.\nSo hard.\nWhoa!\n(SIGHING)\nThor, you won't be alone, brother, but not tell me, a safe from all right?\nI shall remem\n----------------------------------------\n-------------------------\nEpoch: 230/500 ---- Epoch Loss: 1.059343\n-------------------------\nEpoch: 231/500 ---- Epoch Loss: 1.060299\n-------------------------\nEpoch: 232/500 ---- Epoch Loss: 1.062595\n-------------------------\nEpoch: 233/500 ---- Epoch Loss: 1.060075\n-------------------------\nEpoch: 234/500 ---- Epoch Loss: 1.057366\n-------------------------\nEpoch: 235/500 ---- Epoch Loss: 1.058786\n-------------------------\nEpoch: 236/500 ---- Epoch Loss: 1.065552\n-------------------------\nEpoch: 237/500 ---- Epoch Loss: 1.072663\n-------------------------\nEpoch: 238/500 ---- Epoch Loss: 1.074829\n-------------------------\nEpoch: 239/500 ---- Epoch Loss: 1.070096\n----------------------------------------\nSample text generated at 240th epoch\nReality is often disappointing -- ard aster?\n- It was a truth sense.\nI'm a fleet.\nSomeone make of it.\nI don't wanna try my demalorm.\nWhat do we come and bounts of here. Go foln from that. We need to be mad?\nWe're gown't he nt lose here be okay, when I went for as so we didn't know what tase talk.\nI'm just not lost of the Meffert.\nOh\n----------------------------------------\n-------------------------\nEpoch: 240/500 ---- Epoch Loss: 1.060640\n-------------------------\nEpoch: 241/500 ---- Epoch Loss: 1.054808\n-------------------------\nEpoch: 242/500 ---- Epoch Loss: 1.049466\n-------------------------\nEpoch: 243/500 ---- Epoch Loss: 1.040865\n-------------------------\nEpoch: 244/500 ---- Epoch Loss: 1.040312\n-------------------------\nEpoch: 245/500 ---- Epoch Loss: 1.047221\n-------------------------\nEpoch: 246/500 ---- Epoch Loss: 1.053870\n-------------------------\nEpoch: 247/500 ---- Epoch Loss: 1.056382\n-------------------------\nEpoch: 248/500 ---- Epoch Loss: 1.055130\n-------------------------\nEpoch: 249/500 ---- Epoch Loss: 1.049194\n----------------------------------------\nSample text generated at 250th epoch\nI can do this all day --  way the simple. I know you know her has an army freak\nI love this god three, here is good. I don't have to care of some here's a chance.\nThank you.\nThis guy.\nYeah, will take choice the protocol\nwith street.\nIf you were the only thing I'm gonna kill me thing out the crapping around the place is real\n----------------------------------------\n-------------------------\nEpoch: 250/500 ---- Epoch Loss: 1.040229\n-------------------------\nEpoch: 251/500 ---- Epoch Loss: 1.037274\n-------------------------\nEpoch: 252/500 ---- Epoch Loss: 1.038978\n-------------------------\nEpoch: 253/500 ---- Epoch Loss: 1.038564\n-------------------------\nEpoch: 254/500 ---- Epoch Loss: 1.035167\n-------------------------\nEpoch: 255/500 ---- Epoch Loss: 1.035807\n-------------------------\nEpoch: 256/500 ---- Epoch Loss: 1.037189\n-------------------------\nEpoch: 257/500 ---- Epoch Loss: 1.038183\n-------------------------\nEpoch: 258/500 ---- Epoch Loss: 1.042035\n-------------------------\nEpoch: 259/500 ---- Epoch Loss: 1.046048\n----------------------------------------\nSample text generated at 260th epoch\nReality is often disappointing -- y command...\nwasn't this. - Nobody good hand.\nWhat is it?\nWe have a shir things, I don't know. What's going on?\nIn the same thing.\nThank you. You'll die!\nIf you're dying.\nWhat happens is she if I wanna do you think, he's alive.\nI'm gonna die.\nI don't think you're supposed to know where it is.\nAnywhe\n----------------------------------------\n-------------------------\nEpoch: 260/500 ---- Epoch Loss: 1.052562\n-------------------------\nEpoch: 261/500 ---- Epoch Loss: 1.049689\n-------------------------\nEpoch: 262/500 ---- Epoch Loss: 1.045495\n-------------------------\nEpoch: 263/500 ---- Epoch Loss: 1.039728\n-------------------------\nEpoch: 264/500 ---- Epoch Loss: 1.035587\n-------------------------\nEpoch: 265/500 ---- Epoch Loss: 1.037912\n-------------------------\nEpoch: 266/500 ---- Epoch Loss: 1.042215\n-------------------------\nEpoch: 267/500 ---- Epoch Loss: 1.051469\n-------------------------\nEpoch: 268/500 ---- Epoch Loss: 1.058300\n-------------------------\nEpoch: 269/500 ---- Epoch Loss: 1.053992\n----------------------------------------\nSample text generated at 270th epoch\nI can do this all day --  spirits?\nThe suit!\nAll right, wip-in the world. I was rich!\n(BANNER: Roos of clearly that stretchy, this is too some cute.\nWith the storis, save this one stuff moving.\nI want your clock, crap the wort.\nThis, boy!\nIt's that?\nI want a being sliends with semurd.\nWithout turbshis, I don't think you're \n----------------------------------------\n-------------------------\nEpoch: 270/500 ---- Epoch Loss: 1.050023\n-------------------------\nEpoch: 271/500 ---- Epoch Loss: 1.044160\n-------------------------\nEpoch: 272/500 ---- Epoch Loss: 1.047507\n-------------------------\nEpoch: 273/500 ---- Epoch Loss: 1.047932\n-------------------------\nEpoch: 274/500 ---- Epoch Loss: 1.041119\n-------------------------\nEpoch: 275/500 ---- Epoch Loss: 1.036197\n-------------------------\nEpoch: 276/500 ---- Epoch Loss: 1.034298\n-------------------------\nEpoch: 277/500 ---- Epoch Loss: 1.035803\n-------------------------\nEpoch: 278/500 ---- Epoch Loss: 1.042992\n-------------------------\nEpoch: 279/500 ---- Epoch Loss: 1.047717\n----------------------------------------\nSample text generated at 280th epoch\nNoobMaster69 -- 2 mousted in the belovadous looking ants.\nShat again.\nThank you.\nWe should be a long like you back and side.\nI didn't know why I know you will see, it's sell my words fraw him.\nYou know what?\nIf you have no right. The same chick to the fights\nwill crash that surfans?\nIt will be the fox and clicks al\n----------------------------------------\n-------------------------\nEpoch: 280/500 ---- Epoch Loss: 1.050756\n-------------------------\nEpoch: 281/500 ---- Epoch Loss: 1.049330\n-------------------------\nEpoch: 282/500 ---- Epoch Loss: 1.044207\n-------------------------\nEpoch: 283/500 ---- Epoch Loss: 1.040531\n-------------------------\nEpoch: 284/500 ---- Epoch Loss: 1.034902\n-------------------------\nEpoch: 285/500 ---- Epoch Loss: 1.026689\n-------------------------\nEpoch: 286/500 ---- Epoch Loss: 1.021102\n-------------------------\nEpoch: 287/500 ---- Epoch Loss: 1.016980\n-------------------------\nEpoch: 288/500 ---- Epoch Loss: 1.019843\n-------------------------\nEpoch: 289/500 ---- Epoch Loss: 1.024882\n----------------------------------------\nSample text generated at 290th epoch\nNoobMaster69 -- 1...\nIt's too late.\nI am not reason on your bodies to work of a mess.\nThat's you.\nYou all right?\nWhat do you mean?\nYeah, I'm good to launched and react rachoo.\nThey doing here?\nThat will be\non our mind, you'd have more agail Steve Rogers will rugs a little bit,\nyou're a cat any of that,\nbecause that\n----------------------------------------\n-------------------------\nEpoch: 290/500 ---- Epoch Loss: 1.021722\n-------------------------\nEpoch: 291/500 ---- Epoch Loss: 1.016194\n-------------------------\nEpoch: 292/500 ---- Epoch Loss: 1.015824\n-------------------------\nEpoch: 293/500 ---- Epoch Loss: 1.015359\n-------------------------\nEpoch: 294/500 ---- Epoch Loss: 1.016916\n-------------------------\nEpoch: 295/500 ---- Epoch Loss: 1.021188\n-------------------------\nEpoch: 296/500 ---- Epoch Loss: 1.018453\n-------------------------\nEpoch: 297/500 ---- Epoch Loss: 1.011251\n-------------------------\nEpoch: 298/500 ---- Epoch Loss: 1.005537\n-------------------------\nEpoch: 299/500 ---- Epoch Loss: 1.002233\n----------------------------------------\nSample text generated at 300th epoch\nI'm IRONMAN -- S)\n- (STAMMERS)\nHey, happy to take care of all the security counciliance shift. I'm sorry. I would go to bring them.\nI'm a tinder.\nIt looks stuff.\nYou're going to hide about tallerest lightning around the specporable back! Why?\nThe search my body familing, one,\nthese power to the ground.\nYou will se\n----------------------------------------\n-------------------------\nEpoch: 300/500 ---- Epoch Loss: 1.003347\n-------------------------\nEpoch: 301/500 ---- Epoch Loss: 1.006074\n-------------------------\nEpoch: 302/500 ---- Epoch Loss: 1.008770\n-------------------------\nEpoch: 303/500 ---- Epoch Loss: 1.008839\n-------------------------\nEpoch: 304/500 ---- Epoch Loss: 1.008996\n-------------------------\nEpoch: 305/500 ---- Epoch Loss: 1.011041\n-------------------------\nEpoch: 306/500 ---- Epoch Loss: 1.011264\n-------------------------\nEpoch: 307/500 ---- Epoch Loss: 1.010290\n-------------------------\nEpoch: 308/500 ---- Epoch Loss: 1.008952\n-------------------------\nEpoch: 309/500 ---- Epoch Loss: 1.007695\n----------------------------------------\nSample text generated at 310th epoch\nNoobMaster69 --  place. I don't have any last doesn't look at me.\nThank you.\nAnd you disappear arrival.\nWe can get any starnative.\nYour science.\nYou'll be safe.\nYou gave me a surard worshibli is...\nand so call it up.\nThree guys.\nYour partners...\nwill dround at achiecced that time to the plan.\nTrying to get what my \n----------------------------------------\n-------------------------\nEpoch: 310/500 ---- Epoch Loss: 1.005870\n-------------------------\nEpoch: 311/500 ---- Epoch Loss: 1.004387\n-------------------------\nEpoch: 312/500 ---- Epoch Loss: 1.006806\n-------------------------\nEpoch: 313/500 ---- Epoch Loss: 1.011731\n-------------------------\nEpoch: 314/500 ---- Epoch Loss: 1.020354\n-------------------------\nEpoch: 315/500 ---- Epoch Loss: 1.021892\n-------------------------\nEpoch: 316/500 ---- Epoch Loss: 1.010889\n-------------------------\nEpoch: 317/500 ---- Epoch Loss: 1.004172\n-------------------------\nEpoch: 318/500 ---- Epoch Loss: 1.004049\n-------------------------\nEpoch: 319/500 ---- Epoch Loss: 1.003991\n----------------------------------------\nSample text generated at 320th epoch\nReality is often disappointing -- ard, you are woman who help you on the car uncomfully experience.\nThat's his name.\nYeah, stay clive.\nI told you to me?\nI think it's getting out out of you.\nYes!\nThat's why I did? I'm.\nOkay. I'll be healing.\nThis will be a place is gonna be on the weapurition.\nI think they went after the suits could \n----------------------------------------\n-------------------------\nEpoch: 320/500 ---- Epoch Loss: 1.003125\n-------------------------\nEpoch: 321/500 ---- Epoch Loss: 0.995764\n-------------------------\nEpoch: 322/500 ---- Epoch Loss: 0.991255\n-------------------------\nEpoch: 323/500 ---- Epoch Loss: 0.993923\n-------------------------\nEpoch: 324/500 ---- Epoch Loss: 0.996775\n-------------------------\nEpoch: 325/500 ---- Epoch Loss: 1.001907\n-------------------------\nEpoch: 326/500 ---- Epoch Loss: 1.004871\n-------------------------\nEpoch: 327/500 ---- Epoch Loss: 0.999735\n-------------------------\nEpoch: 328/500 ---- Epoch Loss: 0.993755\n-------------------------\nEpoch: 329/500 ---- Epoch Loss: 0.993350\n----------------------------------------\nSample text generated at 330th epoch\nI can do this all day --  linger to more all the wings.\nYeah, and I was a lot to stage... - This is an angry.\nI didn't know what there's another records and guilt.\nYou got this. This is confusision ton Rogers should be the difficultrical security linger to connect the suit.\nThen why didn't you do that.\nSo what's happening.\n\n----------------------------------------\n-------------------------\nEpoch: 330/500 ---- Epoch Loss: 0.995138\n-------------------------\nEpoch: 331/500 ---- Epoch Loss: 0.993085\n-------------------------\nEpoch: 332/500 ---- Epoch Loss: 0.985810\n-------------------------\nEpoch: 333/500 ---- Epoch Loss: 0.980257\n-------------------------\nEpoch: 334/500 ---- Epoch Loss: 0.981241\n-------------------------\nEpoch: 335/500 ---- Epoch Loss: 0.984788\n-------------------------\nEpoch: 336/500 ---- Epoch Loss: 0.988210\n-------------------------\nEpoch: 337/500 ---- Epoch Loss: 0.991971\n-------------------------\nEpoch: 338/500 ---- Epoch Loss: 0.993741\n-------------------------\nEpoch: 339/500 ---- Epoch Loss: 0.996874\n----------------------------------------\nSample text generated at 340th epoch\nReality is often disappointing -- ence. I'm sorry. Yep.\nYes!\nI am now with these friends.\nThe covert calling more time of the committed on the place.\nThat didn't even know.\nThere are three...\nThat's what... - So what's on me.\nI've got no longer cold...\nto so good to see all over the suit.\nYou, Avenger.\nIt's not on promised.\nYes, pla\n----------------------------------------\n-------------------------\nEpoch: 340/500 ---- Epoch Loss: 1.002866\n-------------------------\nEpoch: 341/500 ---- Epoch Loss: 1.009990\n-------------------------\nEpoch: 342/500 ---- Epoch Loss: 1.010030\n-------------------------\nEpoch: 343/500 ---- Epoch Loss: 1.008697\n-------------------------\nEpoch: 344/500 ---- Epoch Loss: 1.010553\n-------------------------\nEpoch: 345/500 ---- Epoch Loss: 1.009978\n-------------------------\nEpoch: 346/500 ---- Epoch Loss: 1.009435\n-------------------------\nEpoch: 347/500 ---- Epoch Loss: 1.008146\n-------------------------\nEpoch: 348/500 ---- Epoch Loss: 1.007048\n-------------------------\nEpoch: 349/500 ---- Epoch Loss: 1.000426\n----------------------------------------\nSample text generated at 350th epoch\nReality is often disappointing -- est hero days said the place.\nIt suils any over to the light.\nWe'll hold this reality.\nAre you suit.\nThey're headed thousands of long enough.\nI didn't hope to get this convinces.\nI was here?\nI would look at me.\n- She's not a decidone here.\nThat's what you don't had the good old is a little gun.\nYou'\n----------------------------------------\n-------------------------\nEpoch: 350/500 ---- Epoch Loss: 0.998507\n-------------------------\nEpoch: 351/500 ---- Epoch Loss: 0.996840\n-------------------------\nEpoch: 352/500 ---- Epoch Loss: 0.998640\n-------------------------\nEpoch: 353/500 ---- Epoch Loss: 0.995171\n-------------------------\nEpoch: 354/500 ---- Epoch Loss: 0.993982\n-------------------------\nEpoch: 355/500 ---- Epoch Loss: 0.994053\n-------------------------\nEpoch: 356/500 ---- Epoch Loss: 0.999294\n-------------------------\nEpoch: 357/500 ---- Epoch Loss: 0.998784\n-------------------------\nEpoch: 358/500 ---- Epoch Loss: 0.998289\n-------------------------\nEpoch: 359/500 ---- Epoch Loss: 0.996525\n----------------------------------------\nSample text generated at 360th epoch\nI knew it! -- \nA messive.\nIt's just how?\nI can't believe it.\nI could.\nI have the strungs.\nI'm sorry.\nIt's no short and you'd be getting this?\nWell, then you she saw that when I can't.\nI need you to be hope it alone. Is this a bad looking.\nIt's a good reckars to...\nThis is a good reason.\nWhat?\nHow could you liscap\n----------------------------------------\n-------------------------\nEpoch: 360/500 ---- Epoch Loss: 0.995243\n-------------------------\nEpoch: 361/500 ---- Epoch Loss: 0.997194\n-------------------------\nEpoch: 362/500 ---- Epoch Loss: 1.001778\n-------------------------\nEpoch: 363/500 ---- Epoch Loss: 1.005659\n-------------------------\nEpoch: 364/500 ---- Epoch Loss: 1.007877\n-------------------------\nEpoch: 365/500 ---- Epoch Loss: 1.006214\n-------------------------\nEpoch: 366/500 ---- Epoch Loss: 1.007423\n-------------------------\nEpoch: 367/500 ---- Epoch Loss: 1.010009\n-------------------------\nEpoch: 368/500 ---- Epoch Loss: 1.008530\n-------------------------\nEpoch: 369/500 ---- Epoch Loss: 1.001681\n----------------------------------------\nSample text generated at 370th epoch\nI'm IRONMAN -- S) STEPTON GRUNTING)\n- Why are you talking about.\nYou should have. I saw you ampressed a picture found out some better.\nYeah. I don't know. I don't know.\n(GRUNTS)\n(SCOFFS)\nI am Groot.\nThere you to do more you.\nYou have no idea it?\nI will talk to pitch ourselves a show my fencriocass.\nThere are saved\n----------------------------------------\n-------------------------\nEpoch: 370/500 ---- Epoch Loss: 0.993071\n-------------------------\nEpoch: 371/500 ---- Epoch Loss: 0.982465\n-------------------------\nEpoch: 372/500 ---- Epoch Loss: 0.976361\n-------------------------\nEpoch: 373/500 ---- Epoch Loss: 0.975904\n-------------------------\nEpoch: 374/500 ---- Epoch Loss: 0.979032\n-------------------------\nEpoch: 375/500 ---- Epoch Loss: 0.983080\n-------------------------\nEpoch: 376/500 ---- Epoch Loss: 0.987209\n-------------------------\nEpoch: 377/500 ---- Epoch Loss: 0.986697\n-------------------------\nEpoch: 378/500 ---- Epoch Loss: 0.985601\n-------------------------\nEpoch: 379/500 ---- Epoch Loss: 0.984847\n----------------------------------------\nSample text generated at 380th epoch\nNoobMaster69 -- ...\n- (GASPS) - (MECHALICAL No crailed us.\nThe other dinner. He's gonna break it to the last atman, I'm gonna kill how much like me, I was... Yeah.\nThere wasn't so sorry. I do.\nHey, hey, how's your people.\nWell, that's the cosmossible.\nYou can do a to the battlefights the organizing at tho fight and\n----------------------------------------\n-------------------------\nEpoch: 380/500 ---- Epoch Loss: 0.985747\n-------------------------\nEpoch: 381/500 ---- Epoch Loss: 0.983709\n-------------------------\nEpoch: 382/500 ---- Epoch Loss: 0.978451\n-------------------------\nEpoch: 383/500 ---- Epoch Loss: 0.979405\n-------------------------\nEpoch: 384/500 ---- Epoch Loss: 0.984356\n-------------------------\nEpoch: 385/500 ---- Epoch Loss: 0.986839\n-------------------------\nEpoch: 386/500 ---- Epoch Loss: 0.991456\n-------------------------\nEpoch: 387/500 ---- Epoch Loss: 0.988803\n-------------------------\nEpoch: 388/500 ---- Epoch Loss: 0.981137\n-------------------------\nEpoch: 389/500 ---- Epoch Loss: 0.977634\n----------------------------------------\nSample text generated at 390th epoch\nI'm IRONMAN -- S) (GROANING)\n(PEOPLE SCREAKCING)\n(GRUNTS)\nMAMA) - (CHUCKLES)\n- (BOTHING)\n(GRUNTING)\n(GROANS)\n(CHUCKLES)\n(GRUNTING)\n(CHOKING)\nIt was the steets, and security system on this guy\nfrom the saving you here.\nYou're standing the galaxy for the tiny were not so much for her.\nThank you for you had an honor.\n----------------------------------------\n-------------------------\nEpoch: 390/500 ---- Epoch Loss: 0.979750\n-------------------------\nEpoch: 391/500 ---- Epoch Loss: 0.981993\n-------------------------\nEpoch: 392/500 ---- Epoch Loss: 0.982574\n-------------------------\nEpoch: 393/500 ---- Epoch Loss: 0.982869\n-------------------------\nEpoch: 394/500 ---- Epoch Loss: 0.986934\n-------------------------\nEpoch: 395/500 ---- Epoch Loss: 0.986784\n-------------------------\nEpoch: 396/500 ---- Epoch Loss: 0.986828\n-------------------------\nEpoch: 397/500 ---- Epoch Loss: 0.987117\n-------------------------\nEpoch: 398/500 ---- Epoch Loss: 0.993245\n-------------------------\nEpoch: 399/500 ---- Epoch Loss: 0.996562\n----------------------------------------\nSample text generated at 400th epoch\nReality is often disappointing -- ess...\nas around without home.\nWho dhe there.\nAnd the woods?\nWhat are these this man.\nWe are not a picture we want! I was ranging around these dadly.\n- What do you want? No kids.\nOkay.\nI want to show you, Tony.\nWe need a made it with a rifled it up.\nWho's me.\nYou should go.\nIt's a packed to me.\nBut \n----------------------------------------\n-------------------------\nEpoch: 400/500 ---- Epoch Loss: 0.989037\n-------------------------\nEpoch: 401/500 ---- Epoch Loss: 0.982605\n-------------------------\nEpoch: 402/500 ---- Epoch Loss: 0.983433\n-------------------------\nEpoch: 403/500 ---- Epoch Loss: 0.990211\n-------------------------\nEpoch: 404/500 ---- Epoch Loss: 0.994500\n-------------------------\nEpoch: 405/500 ---- Epoch Loss: 0.990602\n-------------------------\nEpoch: 406/500 ---- Epoch Loss: 0.988499\n-------------------------\nEpoch: 407/500 ---- Epoch Loss: 0.989226\n-------------------------\nEpoch: 408/500 ---- Epoch Loss: 0.988792\n-------------------------\nEpoch: 409/500 ---- Epoch Loss: 0.988669\n----------------------------------------\nSample text generated at 410th epoch\nI'm IRONMAN -- S BUZZING)\n- Tolo. You're a massive and there's a sailories\nand try some active mechasing a little spider in the middle\nof sounds like we meeter to that because I was here, terrified.\nI don't think I've got nation is the wrong calls usia of yourself from my way\nand, uh,\nwho took ye...\nOh, there you \n----------------------------------------\n-------------------------\nEpoch: 410/500 ---- Epoch Loss: 0.987017\n-------------------------\nEpoch: 411/500 ---- Epoch Loss: 0.984844\n-------------------------\nEpoch: 412/500 ---- Epoch Loss: 0.980743\n-------------------------\nEpoch: 413/500 ---- Epoch Loss: 0.975886\n-------------------------\nEpoch: 414/500 ---- Epoch Loss: 0.967665\n-------------------------\nEpoch: 415/500 ---- Epoch Loss: 0.963353\n-------------------------\nEpoch: 416/500 ---- Epoch Loss: 0.965490\n-------------------------\nEpoch: 417/500 ---- Epoch Loss: 0.967422\n-------------------------\nEpoch: 418/500 ---- Epoch Loss: 0.968399\n-------------------------\nEpoch: 419/500 ---- Epoch Loss: 0.965169\n----------------------------------------\nSample text generated at 420th epoch\nI can do this all day -- , wait a security that she get who I'm such a weather saw New York.\nShow you were watching your fingerpring than anybody has a grave would be angry, bigger than I'm on over happy I said it that suggent up, I'm sorry I saw a smell.\nWe have an asseciated you.\nI'll just say a bunch of faced on onck the\n----------------------------------------\n-------------------------\nEpoch: 420/500 ---- Epoch Loss: 0.965981\n-------------------------\nEpoch: 421/500 ---- Epoch Loss: 0.973034\n-------------------------\nEpoch: 422/500 ---- Epoch Loss: 0.977686\n-------------------------\nEpoch: 423/500 ---- Epoch Loss: 0.978898\n-------------------------\nEpoch: 424/500 ---- Epoch Loss: 0.978851\n-------------------------\nEpoch: 425/500 ---- Epoch Loss: 0.969938\n-------------------------\nEpoch: 426/500 ---- Epoch Loss: 0.957984\n-------------------------\nEpoch: 427/500 ---- Epoch Loss: 0.950798\n-------------------------\nEpoch: 428/500 ---- Epoch Loss: 0.948576\n-------------------------\nEpoch: 429/500 ---- Epoch Loss: 0.951037\n----------------------------------------\nSample text generated at 430th epoch\nI can do this all day --  of me on that group of that?\nYour heart is in your head?\nNo, no. Is this are.\nYeah.\nI'll be right homing my desting.\nI wasn't really baby sears.\nWe're out of yourself ir rivels.\nThose people theraps?\nYou are here\nI was just...\nWhat?\nI thought you were name?\nI could deact me?\nNo, you're not gonna fi\n----------------------------------------\n-------------------------\nEpoch: 430/500 ---- Epoch Loss: 0.953547\n-------------------------\nEpoch: 431/500 ---- Epoch Loss: 0.958131\n-------------------------\nEpoch: 432/500 ---- Epoch Loss: 0.953023\n-------------------------\nEpoch: 433/500 ---- Epoch Loss: 0.947393\n-------------------------\nEpoch: 434/500 ---- Epoch Loss: 0.948289\n-------------------------\nEpoch: 435/500 ---- Epoch Loss: 0.949427\n-------------------------\nEpoch: 436/500 ---- Epoch Loss: 0.947913\n-------------------------\nEpoch: 437/500 ---- Epoch Loss: 0.948323\n-------------------------\nEpoch: 438/500 ---- Epoch Loss: 0.949465\n-------------------------\nEpoch: 439/500 ---- Epoch Loss: 0.944905\n----------------------------------------\nSample text generated at 440th epoch\nReality is often disappointing -- ers have been a few\nher problem, all right? I'll get the case, that can I get back into the mix them.\nHe's headed tonight,\nand you can go, wait, I like that?\nYeah, I know it's the only okay.\nYou're a guy.\n(GRUNTS)\n(GIOGLING)\n(ROARING)\n(SIGHS)\nHELMUT SCREAMS)\n(ROARING)\nI'm gonna have a great sour way\n----------------------------------------\n-------------------------\nEpoch: 440/500 ---- Epoch Loss: 0.945081\n-------------------------\nEpoch: 441/500 ---- Epoch Loss: 0.944762\n-------------------------\nEpoch: 442/500 ---- Epoch Loss: 0.946835\n-------------------------\nEpoch: 443/500 ---- Epoch Loss: 0.948210\n-------------------------\nEpoch: 444/500 ---- Epoch Loss: 0.943695\n-------------------------\nEpoch: 445/500 ---- Epoch Loss: 0.943535\n-------------------------\nEpoch: 446/500 ---- Epoch Loss: 0.947646\n-------------------------\nEpoch: 447/500 ---- Epoch Loss: 0.948696\n-------------------------\nEpoch: 448/500 ---- Epoch Loss: 0.944144\n-------------------------\nEpoch: 449/500 ---- Epoch Loss: 0.944826\n----------------------------------------\nSample text generated at 450th epoch\nReality is often disappointing -- ers from me?\nI can't do inster.\nI don't know. If there's onl guy?\nI carrieved makes you're scared.\nI told him to know it.\nIt's on the caver?\nHands for him a super was, you should be all the time.\nWitness!\nThe world on the plan. - What's her now. I didn't stop saving all shaparcy.\nThis is a recording\n----------------------------------------\n-------------------------\nEpoch: 450/500 ---- Epoch Loss: 0.948417\n-------------------------\nEpoch: 451/500 ---- Epoch Loss: 0.948427\n-------------------------\nEpoch: 452/500 ---- Epoch Loss: 0.948235\n-------------------------\nEpoch: 453/500 ---- Epoch Loss: 0.947568\n-------------------------\nEpoch: 454/500 ---- Epoch Loss: 0.947854\n-------------------------\nEpoch: 455/500 ---- Epoch Loss: 0.949926\n-------------------------\nEpoch: 456/500 ---- Epoch Loss: 0.956988\n-------------------------\nEpoch: 457/500 ---- Epoch Loss: 0.960750\n-------------------------\nEpoch: 458/500 ---- Epoch Loss: 0.959454\n-------------------------\nEpoch: 459/500 ---- Epoch Loss: 0.954218\n----------------------------------------\nSample text generated at 460th epoch\nI knew it! -- . I wanted to be out on the clack off, Dark.\nHey!\nIs that why I can't have that.\nYou've reach of the side of the sharked...\nof country.\nI know.\nIt's good to go out there! - I'll see you to do.\nI'm not sendy, really, let's do this.\nHow long?\nYou'll be rich man without even to ruit on him.\nYeah. Ronan\n----------------------------------------\n-------------------------\nEpoch: 460/500 ---- Epoch Loss: 0.953539\n-------------------------\nEpoch: 461/500 ---- Epoch Loss: 0.951854\n-------------------------\nEpoch: 462/500 ---- Epoch Loss: 0.950195\n-------------------------\nEpoch: 463/500 ---- Epoch Loss: 0.942775\n-------------------------\nEpoch: 464/500 ---- Epoch Loss: 0.939952\n-------------------------\nEpoch: 465/500 ---- Epoch Loss: 0.942121\n-------------------------\nEpoch: 466/500 ---- Epoch Loss: 0.943769\n-------------------------\nEpoch: 467/500 ---- Epoch Loss: 0.937828\n-------------------------\nEpoch: 468/500 ---- Epoch Loss: 0.935107\n-------------------------\nEpoch: 469/500 ---- Epoch Loss: 0.935289\n----------------------------------------\nSample text generated at 470th epoch\nNoobMaster69 -- Vandancemy of this war,\"\n- No Marnes...\nand stack in the balance.\nThanos was carrying walls with a shower.\nWe're gonna be here in to take a demina to see you, Jarvis.\nAnt-thoress this ship with your hands.\nA bit off. Wait! Blem lying?\nYou're right. We're outside the chains.\nAre you all right, becaus\n----------------------------------------\n-------------------------\nEpoch: 470/500 ---- Epoch Loss: 0.932389\n-------------------------\nEpoch: 471/500 ---- Epoch Loss: 0.929669\n-------------------------\nEpoch: 472/500 ---- Epoch Loss: 0.934585\n-------------------------\nEpoch: 473/500 ---- Epoch Loss: 0.943086\n-------------------------\nEpoch: 474/500 ---- Epoch Loss: 0.951260\n-------------------------\nEpoch: 475/500 ---- Epoch Loss: 0.958030\n-------------------------\nEpoch: 476/500 ---- Epoch Loss: 0.958725\n-------------------------\nEpoch: 477/500 ---- Epoch Loss: 0.955239\n-------------------------\nEpoch: 478/500 ---- Epoch Loss: 0.947354\n-------------------------\nEpoch: 479/500 ---- Epoch Loss: 0.938383\n----------------------------------------\nSample text generated at 480th epoch\nI'm IRONMAN -- O: Coulson, but this is a grance.\nThe bullets in your chambers who defeat something you could.\nI don't know what I think it's my coor of you, but I can't is one on this so so intend to take it out.\nI'm provinces.\nIs it ready?\nThat is sorry, where is the too lane.\nI'm sorry, but I can't.\nYou've done.\n----------------------------------------\n-------------------------\nEpoch: 480/500 ---- Epoch Loss: 0.929896\n-------------------------\nEpoch: 481/500 ---- Epoch Loss: 0.928799\n-------------------------\nEpoch: 482/500 ---- Epoch Loss: 0.929506\n-------------------------\nEpoch: 483/500 ---- Epoch Loss: 0.925825\n-------------------------\nEpoch: 484/500 ---- Epoch Loss: 0.920451\n-------------------------\nEpoch: 485/500 ---- Epoch Loss: 0.922034\n-------------------------\nEpoch: 486/500 ---- Epoch Loss: 0.924311\n-------------------------\nEpoch: 487/500 ---- Epoch Loss: 0.926204\n-------------------------\nEpoch: 488/500 ---- Epoch Loss: 0.931409\n-------------------------\nEpoch: 489/500 ---- Epoch Loss: 0.931739\n----------------------------------------\nSample text generated at 490th epoch\nI can do this all day -- , our fingers.\nOh, God!\nOh, my God!\nWhat a show, it's a perfect me and I don't know how to be like she stands follow on the reach.\nThe Avenace of a flives.\nWhat's the power surgical mine. You're not seeing you\nalone.\nI got you.\nYou're a suit.\nI create intt.\nAnd then we.chaild.\nYou... I hope you're t\n----------------------------------------\n-------------------------\nEpoch: 490/500 ---- Epoch Loss: 0.932019\n-------------------------\nEpoch: 491/500 ---- Epoch Loss: 0.932583\n-------------------------\nEpoch: 492/500 ---- Epoch Loss: 0.929778\n-------------------------\nEpoch: 493/500 ---- Epoch Loss: 0.926302\n-------------------------\nEpoch: 494/500 ---- Epoch Loss: 0.928705\n-------------------------\nEpoch: 495/500 ---- Epoch Loss: 0.931321\n-------------------------\nEpoch: 496/500 ---- Epoch Loss: 0.927037\n-------------------------\nEpoch: 497/500 ---- Epoch Loss: 0.921977\n-------------------------\nEpoch: 498/500 ---- Epoch Loss: 0.914875\n-------------------------\nEpoch: 499/500 ---- Epoch Loss: 0.910238\n----------------------------------------\nSample text generated at 500th epoch\nNoobMaster69 -- Vania in the truth.\n(CAMERAS CREALN PONTY GROANS)\nOkay, truttech an enhanced in the rolisher!\nIt's all right. You know what I did.\nWho?\nOh, God. This is a little more that was my daughter, side untive behind me?\n(GASPS)\n(SIZZLING) (METALLON Y4 do well me yourself...\nand that part.\nThor launch a prot\n----------------------------------------\n-------------------------\nEpoch: 500/500 ---- Epoch Loss: 0.904567\n"
    }
   ],
   "source": [
    "rnn_losses = train(rnn_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Model Saved\n"
    }
   ],
   "source": [
    "torch.save(rnn_model,\"model/{}.pth\".format(rnn_model.getModelName().lower()))\n",
    "print(\"Model Saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Working on LSTM Model\n-------------------------\nEpoch: 1/500 ---- Epoch Loss: 3.530914\n-------------------------\nEpoch: 2/500 ---- Epoch Loss: 3.318640\n-------------------------\nEpoch: 3/500 ---- Epoch Loss: 3.315497\n-------------------------\nEpoch: 4/500 ---- Epoch Loss: 3.313327\n-------------------------\nEpoch: 5/500 ---- Epoch Loss: 3.305433\n-------------------------\nEpoch: 6/500 ---- Epoch Loss: 3.221183\n-------------------------\nEpoch: 7/500 ---- Epoch Loss: 3.033765\n-------------------------\nEpoch: 8/500 ---- Epoch Loss: 2.897564\n-------------------------\nEpoch: 9/500 ---- Epoch Loss: 2.788477\n----------------------------------------\nSample text generated at 10th epoch\nReality is often disappointing --  se tit mis. Yho sor. Snitis nas. Tass want.\nWot mote s tot.\nI unt mo wint sh mon de.. I Ie tot to tat tatos.\nI asr thas.\nI tho de nit mate d so tot mer wirt tan se tor riut tout sin me ser. Tot thit d us tou sot nhes tire se se.\nYos nhos.\nI the niut mone.\nSos nas tan shon.\nThar to not'r ton. Snere \n----------------------------------------\n-------------------------\nEpoch: 10/500 ---- Epoch Loss: 2.704872\n-------------------------\nEpoch: 11/500 ---- Epoch Loss: 2.596163\n-------------------------\nEpoch: 12/500 ---- Epoch Loss: 2.534923\n-------------------------\nEpoch: 13/500 ---- Epoch Loss: 2.483236\n-------------------------\nEpoch: 14/500 ---- Epoch Loss: 2.432369\n-------------------------\nEpoch: 15/500 ---- Epoch Loss: 2.383353\n-------------------------\nEpoch: 16/500 ---- Epoch Loss: 2.339937\n-------------------------\nEpoch: 17/500 ---- Epoch Loss: 2.299827\n-------------------------\nEpoch: 18/500 ---- Epoch Loss: 2.257847\n-------------------------\nEpoch: 19/500 ---- Epoch Loss: 2.225394\n----------------------------------------\nSample text generated at 20th epoch\nNoobMaster69 -- .\nShy tore a datt a saned of whor an soride.\nThan's to to an of as.\nYou gote to thore ton a dees of what you're son.\nWher it of we to that se a sand to the heate. You gun tho son.\nI srate soth the seond than'r sadite. What, I me tore ass a thery tallen you. I diled tont the heot it, thas a the tile \n----------------------------------------\n-------------------------\nEpoch: 20/500 ---- Epoch Loss: 2.191611\n-------------------------\nEpoch: 21/500 ---- Epoch Loss: 2.161854\n-------------------------\nEpoch: 22/500 ---- Epoch Loss: 2.133547\n-------------------------\nEpoch: 23/500 ---- Epoch Loss: 2.102602\n-------------------------\nEpoch: 24/500 ---- Epoch Loss: 2.080276\n-------------------------\nEpoch: 25/500 ---- Epoch Loss: 2.050018\n-------------------------\nEpoch: 26/500 ---- Epoch Loss: 2.026166\n-------------------------\nEpoch: 27/500 ---- Epoch Loss: 2.003906\n-------------------------\nEpoch: 28/500 ---- Epoch Loss: 1.982156\n-------------------------\nEpoch: 29/500 ---- Epoch Loss: 1.961523\n----------------------------------------\nSample text generated at 30th epoch\nI knew it! -- .0.\nIf, I'll to the bist our toming to couls out an tous.\n- Wathar a likn.\nYou got to to that's sheald our our it's what's gonde to got are what about and and.\nWhe gon a dow all somethe abestis out inte. I comite.\nI'm seam tance this as your to stard able where.\nYou waste to can't want he gill. - Yo\n----------------------------------------\n-------------------------\nEpoch: 30/500 ---- Epoch Loss: 1.941143\n-------------------------\nEpoch: 31/500 ---- Epoch Loss: 1.921956\n-------------------------\nEpoch: 32/500 ---- Epoch Loss: 1.903624\n-------------------------\nEpoch: 33/500 ---- Epoch Loss: 1.886035\n-------------------------\nEpoch: 34/500 ---- Epoch Loss: 1.869022\n-------------------------\nEpoch: 35/500 ---- Epoch Loss: 1.852840\n-------------------------\nEpoch: 36/500 ---- Epoch Loss: 1.837071\n-------------------------\nEpoch: 37/500 ---- Epoch Loss: 1.822234\n-------------------------\nEpoch: 38/500 ---- Epoch Loss: 1.807897\n-------------------------\nEpoch: 39/500 ---- Epoch Loss: 1.793590\n----------------------------------------\nSample text generated at 40th epoch\nI'm IRONMAN --  INwork to gied and you'ne all regicitest that's the gonna that.\nIt, you know it's now tring to seals and thing insom.\nThe should well all yik..\n- Are off my bost of you, I don't sechand.\nThe shands way toer yik to be that into what was a serice, bats the care of it.\n- No, I'm not of a betint of mys\n----------------------------------------\n-------------------------\nEpoch: 40/500 ---- Epoch Loss: 1.780247\n-------------------------\nEpoch: 41/500 ---- Epoch Loss: 1.766995\n-------------------------\nEpoch: 42/500 ---- Epoch Loss: 1.754446\n-------------------------\nEpoch: 43/500 ---- Epoch Loss: 1.742572\n-------------------------\nEpoch: 44/500 ---- Epoch Loss: 1.731093\n-------------------------\nEpoch: 45/500 ---- Epoch Loss: 1.720303\n-------------------------\nEpoch: 46/500 ---- Epoch Loss: 1.709269\n-------------------------\nEpoch: 47/500 ---- Epoch Loss: 1.699555\n-------------------------\nEpoch: 48/500 ---- Epoch Loss: 1.689703\n-------------------------\nEpoch: 49/500 ---- Epoch Loss: 1.680670\n----------------------------------------\nSample text generated at 50th epoch\nI can do this all day --  ass in the scared.\nThey?\nYes's to go! You were are to brow as anything a time an a the consent.\nI'm sorry. - You knot?\nYou dand.\nThis should about him.\nYou know where that that many works what you can yeer bect in off ways to ming?\nThis a spertion. It's a targing on.\nIt's not to talling...\nI'm not \n----------------------------------------\n-------------------------\nEpoch: 50/500 ---- Epoch Loss: 1.670600\n-------------------------\nEpoch: 51/500 ---- Epoch Loss: 1.661746\n-------------------------\nEpoch: 52/500 ---- Epoch Loss: 1.654234\n-------------------------\nEpoch: 53/500 ---- Epoch Loss: 1.644076\n-------------------------\nEpoch: 54/500 ---- Epoch Loss: 1.634940\n-------------------------\nEpoch: 55/500 ---- Epoch Loss: 1.625698\n-------------------------\nEpoch: 56/500 ---- Epoch Loss: 1.617609\n-------------------------\nEpoch: 57/500 ---- Epoch Loss: 1.609959\n-------------------------\nEpoch: 58/500 ---- Epoch Loss: 1.601206\n-------------------------\nEpoch: 59/500 ---- Epoch Loss: 1.592464\n----------------------------------------\nSample text generated at 60th epoch\nI'm IRONMAN -- .\nSom the supers.\nI can't be only we're need to trys my these?\nIs there. I know.\nTony.\nI'm serross what is it.\nYou got a second to shan.\nYes.\nI can't.\nThere's gonna go.\nWow.\nThere's a second my fan this on one she ofn't tell this would be and watcons wither.\nTory?\nWhace this stay him back this.\nThos\n----------------------------------------\n-------------------------\nEpoch: 60/500 ---- Epoch Loss: 1.585162\n-------------------------\nEpoch: 61/500 ---- Epoch Loss: 1.576768\n-------------------------\nEpoch: 62/500 ---- Epoch Loss: 1.570529\n-------------------------\nEpoch: 63/500 ---- Epoch Loss: 1.562843\n-------------------------\nEpoch: 64/500 ---- Epoch Loss: 1.556228\n-------------------------\nEpoch: 65/500 ---- Epoch Loss: 1.547368\n-------------------------\nEpoch: 66/500 ---- Epoch Loss: 1.540770\n-------------------------\nEpoch: 67/500 ---- Epoch Loss: 1.533225\n-------------------------\nEpoch: 68/500 ---- Epoch Loss: 1.526901\n-------------------------\nEpoch: 69/500 ---- Epoch Loss: 1.519810\n----------------------------------------\nSample text generated at 70th epoch\nReality is often disappointing -- e.\nThey don't. Hey, Is.\nThat is that?\nThe surched to me? - No seept themeth of my bounds and said in a shoored. I'm gonna see your pass the bring and samerity...\nand he difflese, but I wasn't here is anstor off, you can't look this plensing, so serented.\nYou're seculity and heapen sen anything where\n----------------------------------------\n-------------------------\nEpoch: 70/500 ---- Epoch Loss: 1.513551\n-------------------------\nEpoch: 71/500 ---- Epoch Loss: 1.506855\n-------------------------\nEpoch: 72/500 ---- Epoch Loss: 1.500704\n-------------------------\nEpoch: 73/500 ---- Epoch Loss: 1.494433\n-------------------------\nEpoch: 74/500 ---- Epoch Loss: 1.488573\n-------------------------\nEpoch: 75/500 ---- Epoch Loss: 1.482447\n-------------------------\nEpoch: 76/500 ---- Epoch Loss: 1.476651\n-------------------------\nEpoch: 77/500 ---- Epoch Loss: 1.470953\n-------------------------\nEpoch: 78/500 ---- Epoch Loss: 1.465485\n-------------------------\nEpoch: 79/500 ---- Epoch Loss: 1.459830\n----------------------------------------\nSample text generated at 80th epoch\nI knew it! -- .\n- I can't see.\nI don't know?\nWhat?\nI don't know why they?\nWanda.\nThis stoleng this thrones, so move of me. You were gunna go this pastical.\nYeah, that've said your plaiping trust.\nWhat are the team,\nwe need your told on.\nWe chrough a chunce.\nTake there.\nIf that it salkets.\nIt wouldn't have any thi\n----------------------------------------\n-------------------------\nEpoch: 80/500 ---- Epoch Loss: 1.454649\n-------------------------\nEpoch: 81/500 ---- Epoch Loss: 1.449068\n-------------------------\nEpoch: 82/500 ---- Epoch Loss: 1.444261\n-------------------------\nEpoch: 83/500 ---- Epoch Loss: 1.439184\n-------------------------\nEpoch: 84/500 ---- Epoch Loss: 1.435357\n-------------------------\nEpoch: 85/500 ---- Epoch Loss: 1.433423\n-------------------------\nEpoch: 86/500 ---- Epoch Loss: 1.429806\n-------------------------\nEpoch: 87/500 ---- Epoch Loss: 1.423869\n-------------------------\nEpoch: 88/500 ---- Epoch Loss: 1.419338\n-------------------------\nEpoch: 89/500 ---- Epoch Loss: 1.414688\n----------------------------------------\nSample text generated at 90th epoch\nNoobMaster69 -- 0.\nYou're no ore.\nYes. Yes.\nWhere's high about to get my brown't think we're a borry of...\nIt's now too said.\nI am Groof.\nWe're trying to do you know would you were to be any tense of that was that with that.\nIt is a tommandial,\nand we're not too lab. It wasn't our seal frouth of a lot of us, they w\n----------------------------------------\n-------------------------\nEpoch: 90/500 ---- Epoch Loss: 1.412445\n-------------------------\nEpoch: 91/500 ---- Epoch Loss: 1.404944\n-------------------------\nEpoch: 92/500 ---- Epoch Loss: 1.400447\n-------------------------\nEpoch: 93/500 ---- Epoch Loss: 1.394242\n-------------------------\nEpoch: 94/500 ---- Epoch Loss: 1.389175\n-------------------------\nEpoch: 95/500 ---- Epoch Loss: 1.384501\n-------------------------\nEpoch: 96/500 ---- Epoch Loss: 1.380092\n-------------------------\nEpoch: 97/500 ---- Epoch Loss: 1.375792\n-------------------------\nEpoch: 98/500 ---- Epoch Loss: 1.371847\n-------------------------\nEpoch: 99/500 ---- Epoch Loss: 1.367825\n----------------------------------------\nSample text generated at 100th epoch\nI can do this all day --  father.\nI could lose him to security at the crited as that to a talk to the suit.\nI'm saying the son thing is so welcome trying to say that to me. I want to see. I guy watching them.\nThat's here there's a shot...\nIt's going to do to make trained\nthat I was all right.\nWhat all you'll take a band.\nAn\n----------------------------------------\n-------------------------\nEpoch: 100/500 ---- Epoch Loss: 1.364063\n-------------------------\nEpoch: 101/500 ---- Epoch Loss: 1.360207\n-------------------------\nEpoch: 102/500 ---- Epoch Loss: 1.357068\n-------------------------\nEpoch: 103/500 ---- Epoch Loss: 1.355376\n-------------------------\nEpoch: 104/500 ---- Epoch Loss: 1.350993\n-------------------------\nEpoch: 105/500 ---- Epoch Loss: 1.345958\n-------------------------\nEpoch: 106/500 ---- Epoch Loss: 1.342081\n-------------------------\nEpoch: 107/500 ---- Epoch Loss: 1.338686\n-------------------------\nEpoch: 108/500 ---- Epoch Loss: 1.335734\n-------------------------\nEpoch: 109/500 ---- Epoch Loss: 1.332783\n----------------------------------------\nSample text generated at 110th epoch\nI knew it! -- \nThis isn't you think that you were some survising there would love about you...\n- That's a good signad in these clocking.\nHow are you donething?\nIt's the particle.\nIt's a great planet.\nIt's all then we have serul to stay to shat. I am she...\nI can't learned you all of the contact the same than you \n----------------------------------------\n-------------------------\nEpoch: 110/500 ---- Epoch Loss: 1.329580\n-------------------------\nEpoch: 111/500 ---- Epoch Loss: 1.325936\n-------------------------\nEpoch: 112/500 ---- Epoch Loss: 1.320332\n-------------------------\nEpoch: 113/500 ---- Epoch Loss: 1.315716\n-------------------------\nEpoch: 114/500 ---- Epoch Loss: 1.311631\n-------------------------\nEpoch: 115/500 ---- Epoch Loss: 1.307649\n-------------------------\nEpoch: 116/500 ---- Epoch Loss: 1.304241\n-------------------------\nEpoch: 117/500 ---- Epoch Loss: 1.301201\n-------------------------\nEpoch: 118/500 ---- Epoch Loss: 1.297858\n-------------------------\nEpoch: 119/500 ---- Epoch Loss: 1.294271\n----------------------------------------\nSample text generated at 120th epoch\nReality is often disappointing -- etic.\nTo the pecket to hopora was a few you...\nI can't be okay.\nYou know it's not that?\nIt was the only starfflares.\nWas your mad.\nI hate it in a little serution.\nI don't knew it took my short on this word of saying to be here.\nI'm saying to stop, so have you...\n- You're gonna get to hew. - I think \n----------------------------------------\n-------------------------\nEpoch: 120/500 ---- Epoch Loss: 1.290118\n-------------------------\nEpoch: 121/500 ---- Epoch Loss: 1.286697\n-------------------------\nEpoch: 122/500 ---- Epoch Loss: 1.284152\n-------------------------\nEpoch: 123/500 ---- Epoch Loss: 1.280710\n-------------------------\nEpoch: 124/500 ---- Epoch Loss: 1.276278\n-------------------------\nEpoch: 125/500 ---- Epoch Loss: 1.271546\n-------------------------\nEpoch: 126/500 ---- Epoch Loss: 1.266839\n-------------------------\nEpoch: 127/500 ---- Epoch Loss: 1.262080\n-------------------------\nEpoch: 128/500 ---- Epoch Loss: 1.258423\n-------------------------\nEpoch: 129/500 ---- Epoch Loss: 1.253835\n----------------------------------------\nSample text generated at 130th epoch\nNoobMaster69 --  four armerical battered instear at the best of us somewhere. You're the possy.\nThat's what we come to be a present on this one for that with the board. The same shit.\nIf he wanted my differong submounctoric...\nand he could scare me would still anyone on the stills also buttering about it.\nWhoa? - Y\n----------------------------------------\n-------------------------\nEpoch: 130/500 ---- Epoch Loss: 1.250671\n-------------------------\nEpoch: 131/500 ---- Epoch Loss: 1.246681\n-------------------------\nEpoch: 132/500 ---- Epoch Loss: 1.243789\n-------------------------\nEpoch: 133/500 ---- Epoch Loss: 1.240453\n-------------------------\nEpoch: 134/500 ---- Epoch Loss: 1.237715\n-------------------------\nEpoch: 135/500 ---- Epoch Loss: 1.234730\n-------------------------\nEpoch: 136/500 ---- Epoch Loss: 1.232177\n-------------------------\nEpoch: 137/500 ---- Epoch Loss: 1.229314\n-------------------------\nEpoch: 138/500 ---- Epoch Loss: 1.228492\n-------------------------\nEpoch: 139/500 ---- Epoch Loss: 1.224410\n----------------------------------------\nSample text generated at 140th epoch\nI'm IRONMAN --  S-L You'll see.\nYeah, I want to the beautiful.\nAnd was now you gonna be happy.\nAre you know what that's wrong that togat.\nThat's all I said.\nYeah.\nYour world we need a suit.\nWe weren't have so basic stronger offices this.\nThere's no shotting.\nAnd they don't want to go! We gotta get took a little ti\n----------------------------------------\n-------------------------\nEpoch: 140/500 ---- Epoch Loss: 1.221935\n-------------------------\nEpoch: 141/500 ---- Epoch Loss: 1.220380\n-------------------------\nEpoch: 142/500 ---- Epoch Loss: 1.219140\n-------------------------\nEpoch: 143/500 ---- Epoch Loss: 1.216773\n-------------------------\nEpoch: 144/500 ---- Epoch Loss: 1.212397\n-------------------------\nEpoch: 145/500 ---- Epoch Loss: 1.207004\n-------------------------\nEpoch: 146/500 ---- Epoch Loss: 1.202245\n-------------------------\nEpoch: 147/500 ---- Epoch Loss: 1.198661\n-------------------------\nEpoch: 148/500 ---- Epoch Loss: 1.195796\n-------------------------\nEpoch: 149/500 ---- Epoch Loss: 1.195071\n----------------------------------------\nSample text generated at 150th epoch\nI knew it! --  It's nice.\nThat's gonna be chosen all that?\nI don't want to do it for that? We've got.\nThat's good to talk at me to get your hands to take the shit.\nYou've been drown.\nYou don't get a ship?\nWe're not getting through the case, what?\nI don't know.\nI'm gotta be one searchon to stay by a case in a stuf\n----------------------------------------\n-------------------------\nEpoch: 150/500 ---- Epoch Loss: 1.197220\n-------------------------\nEpoch: 151/500 ---- Epoch Loss: 1.198810\n-------------------------\nEpoch: 152/500 ---- Epoch Loss: 1.196193\n-------------------------\nEpoch: 153/500 ---- Epoch Loss: 1.195038\n-------------------------\nEpoch: 154/500 ---- Epoch Loss: 1.187867\n-------------------------\nEpoch: 155/500 ---- Epoch Loss: 1.178586\n-------------------------\nEpoch: 156/500 ---- Epoch Loss: 1.173089\n-------------------------\nEpoch: 157/500 ---- Epoch Loss: 1.168413\n-------------------------\nEpoch: 158/500 ---- Epoch Loss: 1.165709\n-------------------------\nEpoch: 159/500 ---- Epoch Loss: 1.163160\n----------------------------------------\nSample text generated at 160th epoch\nI can do this all day --  to me.\nYou will never let his free.\nWell, this wasn't there will never had the way\nwe came for the cast.\nWe are there's a good time,\nI'll be a couple of satellites for you.\nI thought you want to talk too than until I charbel my suit.\nWe have a strong team.\nWe've been droneing me\nwhatever that's the\n----------------------------------------\n-------------------------\nEpoch: 160/500 ---- Epoch Loss: 1.160673\n-------------------------\nEpoch: 161/500 ---- Epoch Loss: 1.156214\n-------------------------\nEpoch: 162/500 ---- Epoch Loss: 1.151737\n-------------------------\nEpoch: 163/500 ---- Epoch Loss: 1.146108\n-------------------------\nEpoch: 164/500 ---- Epoch Loss: 1.143079\n-------------------------\nEpoch: 165/500 ---- Epoch Loss: 1.138241\n-------------------------\nEpoch: 166/500 ---- Epoch Loss: 1.134360\n-------------------------\nEpoch: 167/500 ---- Epoch Loss: 1.129141\n-------------------------\nEpoch: 168/500 ---- Epoch Loss: 1.124947\n-------------------------\nEpoch: 169/500 ---- Epoch Loss: 1.120228\n----------------------------------------\nSample text generated at 170th epoch\nI can do this all day --  I ask a good strategee.\nAnd that is gent-Man again.\nThe course out of the moment?\nWhere are these things did.\nWhy?\nHow do you knew I don't know?\nYou know what how long a sammer.\nThat's the big guy.\nYou want to have the shiffs on your father.\nThank you.\nI did are you an entire yesterday.\nAh, we have\n----------------------------------------\n-------------------------\nEpoch: 170/500 ---- Epoch Loss: 1.116490\n-------------------------\nEpoch: 171/500 ---- Epoch Loss: 1.113056\n-------------------------\nEpoch: 172/500 ---- Epoch Loss: 1.109548\n-------------------------\nEpoch: 173/500 ---- Epoch Loss: 1.105642\n-------------------------\nEpoch: 174/500 ---- Epoch Loss: 1.103046\n-------------------------\nEpoch: 175/500 ---- Epoch Loss: 1.102766\n-------------------------\nEpoch: 176/500 ---- Epoch Loss: 1.103606\n-------------------------\nEpoch: 177/500 ---- Epoch Loss: 1.102532\n-------------------------\nEpoch: 178/500 ---- Epoch Loss: 1.100612\n-------------------------\nEpoch: 179/500 ---- Epoch Loss: 1.100700\n----------------------------------------\nSample text generated at 180th epoch\nReality is often disappointing -- rep, I'll bring the battle.\nWith a little contacting men arm your man, you know?\nYasner...\nI wanted them to say, I thought I was gonna finally a bomb.\nAnother did you get you out an army day.\nAnd I was drink national science or to bring my basementafic?\nWe have the wrong security.\nYou know? I can't \n----------------------------------------\n-------------------------\nEpoch: 180/500 ---- Epoch Loss: 1.099856\n-------------------------\nEpoch: 181/500 ---- Epoch Loss: 1.097026\n-------------------------\nEpoch: 182/500 ---- Epoch Loss: 1.093428\n-------------------------\nEpoch: 183/500 ---- Epoch Loss: 1.090037\n-------------------------\nEpoch: 184/500 ---- Epoch Loss: 1.087636\n-------------------------\nEpoch: 185/500 ---- Epoch Loss: 1.080197\n-------------------------\nEpoch: 186/500 ---- Epoch Loss: 1.074765\n-------------------------\nEpoch: 187/500 ---- Epoch Loss: 1.072900\n-------------------------\nEpoch: 188/500 ---- Epoch Loss: 1.070851\n-------------------------\nEpoch: 189/500 ---- Epoch Loss: 1.068864\n----------------------------------------\nSample text generated at 190th epoch\nNoobMaster69 --  instance, bro.\nA trip.\nOh, no, you. I don't know.\nIf he go through the choice is macher.\nI'm not going to do it with you.\nYou could never leaved those in my further for this guy?\nWhoa, we have it?\nI'm on you furny? Those are my friends.\nWell, I hate the boys and I am not a day people the only way b\n----------------------------------------\n-------------------------\nEpoch: 190/500 ---- Epoch Loss: 1.065112\n-------------------------\nEpoch: 191/500 ---- Epoch Loss: 1.062690\n-------------------------\nEpoch: 192/500 ---- Epoch Loss: 1.060005\n-------------------------\nEpoch: 193/500 ---- Epoch Loss: 1.056160\n-------------------------\nEpoch: 194/500 ---- Epoch Loss: 1.051155\n-------------------------\nEpoch: 195/500 ---- Epoch Loss: 1.045788\n-------------------------\nEpoch: 196/500 ---- Epoch Loss: 1.038827\n-------------------------\nEpoch: 197/500 ---- Epoch Loss: 1.033318\n-------------------------\nEpoch: 198/500 ---- Epoch Loss: 1.028673\n-------------------------\nEpoch: 199/500 ---- Epoch Loss: 1.026247\n----------------------------------------\nSample text generated at 200th epoch\nI knew it! -- \nThat's impossible.\nIt makes me to sell them what I wanted all the time\nI haven't heard the passing safe...\nI should process them all.\nYou know, wait! Wait, way, we groppise.\nStruck?\nItcenting many trieds\nis mottom a gun's gord, you know?\nI mean, it's not the whole point, but I can help you...\ntelli\n----------------------------------------\n-------------------------\nEpoch: 200/500 ---- Epoch Loss: 1.023340\n-------------------------\nEpoch: 201/500 ---- Epoch Loss: 1.018754\n-------------------------\nEpoch: 202/500 ---- Epoch Loss: 1.015025\n-------------------------\nEpoch: 203/500 ---- Epoch Loss: 1.012129\n-------------------------\nEpoch: 204/500 ---- Epoch Loss: 1.009166\n-------------------------\nEpoch: 205/500 ---- Epoch Loss: 1.006285\n-------------------------\nEpoch: 206/500 ---- Epoch Loss: 1.005478\n-------------------------\nEpoch: 207/500 ---- Epoch Loss: 1.004280\n-------------------------\nEpoch: 208/500 ---- Epoch Loss: 0.999179\n-------------------------\nEpoch: 209/500 ---- Epoch Loss: 0.990574\n----------------------------------------\nSample text generated at 210th epoch\nI can do this all day -- .\nI'll show you a feeling straight.\nI can't think with this prisonering\ncontrol it unauthories.\nIf he's gone.\nWhy do you have the entire policit?\nWhy would I not going to space?\nI didn't know how more you when you got is trying back.\nAnd to me.\nI gotta stop doing this!\nHey, I'm gonna give you a grea\n----------------------------------------\n-------------------------\nEpoch: 210/500 ---- Epoch Loss: 0.982915\n-------------------------\nEpoch: 211/500 ---- Epoch Loss: 0.976491\n-------------------------\nEpoch: 212/500 ---- Epoch Loss: 0.974796\n-------------------------\nEpoch: 213/500 ---- Epoch Loss: 0.975385\n-------------------------\nEpoch: 214/500 ---- Epoch Loss: 0.975101\n-------------------------\nEpoch: 215/500 ---- Epoch Loss: 0.974672\n-------------------------\nEpoch: 216/500 ---- Epoch Loss: 0.972264\n-------------------------\nEpoch: 217/500 ---- Epoch Loss: 0.970242\n-------------------------\nEpoch: 218/500 ---- Epoch Loss: 0.964576\n-------------------------\nEpoch: 219/500 ---- Epoch Loss: 0.960030\n----------------------------------------\nSample text generated at 220th epoch\nI'm IRONMAN -- E: Wakanda who yester.\nWhat did they, there's motely really on the plane of the suit of the rest offline.\nWe can't leave you where you come close to cover our heavier.\nI've been down the proposal.\nThere's no love week support as we can do them.\nAnd surprise, she's all right.\nWhat tools make an enter\n----------------------------------------\n-------------------------\nEpoch: 220/500 ---- Epoch Loss: 0.958762\n-------------------------\nEpoch: 221/500 ---- Epoch Loss: 0.959194\n-------------------------\nEpoch: 222/500 ---- Epoch Loss: 0.959108\n-------------------------\nEpoch: 223/500 ---- Epoch Loss: 0.956842\n-------------------------\nEpoch: 224/500 ---- Epoch Loss: 0.954058\n-------------------------\nEpoch: 225/500 ---- Epoch Loss: 0.953325\n-------------------------\nEpoch: 226/500 ---- Epoch Loss: 0.955350\n-------------------------\nEpoch: 227/500 ---- Epoch Loss: 0.950510\n-------------------------\nEpoch: 228/500 ---- Epoch Loss: 0.943817\n-------------------------\nEpoch: 229/500 ---- Epoch Loss: 0.935138\n----------------------------------------\nSample text generated at 230th epoch\nI can do this all day -- .\nI'll talk in the lege. I can handle this.\nWhat truly do?\nTake her. Thank you, that's a commune called me.\nIt's not a place.\nThey'll need you them in the whole calls over to\nanyone ended or on the champions.\nThey called me a damn stopped from ones.\nIt's next.\nSafe has accessed is in the way\nthat he\n----------------------------------------\n-------------------------\nEpoch: 230/500 ---- Epoch Loss: 0.928200\n-------------------------\nEpoch: 231/500 ---- Epoch Loss: 0.926587\n-------------------------\nEpoch: 232/500 ---- Epoch Loss: 0.926766\n-------------------------\nEpoch: 233/500 ---- Epoch Loss: 0.932336\n-------------------------\nEpoch: 234/500 ---- Epoch Loss: 0.931548\n-------------------------\nEpoch: 235/500 ---- Epoch Loss: 0.922718\n-------------------------\nEpoch: 236/500 ---- Epoch Loss: 0.914670\n-------------------------\nEpoch: 237/500 ---- Epoch Loss: 0.908466\n-------------------------\nEpoch: 238/500 ---- Epoch Loss: 0.904161\n-------------------------\nEpoch: 239/500 ---- Epoch Loss: 0.898887\n----------------------------------------\nSample text generated at 240th epoch\nI can do this all day -- , crap.\nThis is your business.\nWherever the rules of Tech in.\nAccird and locker.\nSo, that's why it's got, I can't come back, Scattering. Something greater as we strong.\nWho'll have try?\nI wish I'm not like I'm wrong, I couldn't be hory-how. It'll be right now.\nI do.'t realise you're gonna have prove\n----------------------------------------\n-------------------------\nEpoch: 240/500 ---- Epoch Loss: 0.888521\n-------------------------\nEpoch: 241/500 ---- Epoch Loss: 0.876909\n-------------------------\nEpoch: 242/500 ---- Epoch Loss: 0.868261\n-------------------------\nEpoch: 243/500 ---- Epoch Loss: 0.864880\n-------------------------\nEpoch: 244/500 ---- Epoch Loss: 0.867446\n-------------------------\nEpoch: 245/500 ---- Epoch Loss: 0.873205\n-------------------------\nEpoch: 246/500 ---- Epoch Loss: 0.871534\n-------------------------\nEpoch: 247/500 ---- Epoch Loss: 0.865751\n-------------------------\nEpoch: 248/500 ---- Epoch Loss: 0.867360\n-------------------------\nEpoch: 249/500 ---- Epoch Loss: 0.869848\n----------------------------------------\nSample text generated at 250th epoch\nI'm IRONMAN -- : I'm not truth broken.\nI cannot go to take this at the ground.\nThought his broken thing.\nIt's couring my control...\nI'm so sleeping alive to the carrier a flame, I'll have this to be impreached in.\nIn the Avengers In an entire three strength a for me\nI was happy to dissait in the front decknule and\n----------------------------------------\n-------------------------\nEpoch: 250/500 ---- Epoch Loss: 0.867824\n-------------------------\nEpoch: 251/500 ---- Epoch Loss: 0.860962\n-------------------------\nEpoch: 252/500 ---- Epoch Loss: 0.851741\n-------------------------\nEpoch: 253/500 ---- Epoch Loss: 0.845652\n-------------------------\nEpoch: 254/500 ---- Epoch Loss: 0.845027\n-------------------------\nEpoch: 255/500 ---- Epoch Loss: 0.845212\n-------------------------\nEpoch: 256/500 ---- Epoch Loss: 0.841325\n-------------------------\nEpoch: 257/500 ---- Epoch Loss: 0.837806\n-------------------------\nEpoch: 258/500 ---- Epoch Loss: 0.837765\n-------------------------\nEpoch: 259/500 ---- Epoch Loss: 0.841679\n----------------------------------------\nSample text generated at 260th epoch\nI'm IRONMAN -- : It's not your failure, I want you out.\nTONY: - You can't afford that! - No, it's not in there. It's infiltration her.\nI can't do that.\nYou'll be right.\nWe don't have to attach you drawn.\nI need the carious power in home.\nI don't trust anyone.\nI gotta go.\nYou can't be safe.\nScotty, dono it!\nI'm sor\n----------------------------------------\n-------------------------\nEpoch: 260/500 ---- Epoch Loss: 0.845087\n-------------------------\nEpoch: 261/500 ---- Epoch Loss: 0.845288\n-------------------------\nEpoch: 262/500 ---- Epoch Loss: 0.843084\n-------------------------\nEpoch: 263/500 ---- Epoch Loss: 0.836354\n-------------------------\nEpoch: 264/500 ---- Epoch Loss: 0.829737\n-------------------------\nEpoch: 265/500 ---- Epoch Loss: 0.825403\n-------------------------\nEpoch: 266/500 ---- Epoch Loss: 0.823056\n-------------------------\nEpoch: 267/500 ---- Epoch Loss: 0.822835\n-------------------------\nEpoch: 268/500 ---- Epoch Loss: 0.822775\n-------------------------\nEpoch: 269/500 ---- Epoch Loss: 0.818836\n----------------------------------------\nSample text generated at 270th epoch\nReality is often disappointing -- ous?\nWhat are you talking about?\nThe Convergence, that there is...\nWhere is that?\nThat's what we disated!\nIf it feel...\nIt tearing to save your realms.\nThank you.\nI cried about you for that.\nYou've already met suckpisting talking away?\nYou're right. It's not ready to replace the soutch.\n- No, he won\n----------------------------------------\n-------------------------\nEpoch: 270/500 ---- Epoch Loss: 0.811754\n-------------------------\nEpoch: 271/500 ---- Epoch Loss: 0.799113\n-------------------------\nEpoch: 272/500 ---- Epoch Loss: 0.786426\n-------------------------\nEpoch: 273/500 ---- Epoch Loss: 0.775747\n-------------------------\nEpoch: 274/500 ---- Epoch Loss: 0.769117\n-------------------------\nEpoch: 275/500 ---- Epoch Loss: 0.764280\n-------------------------\nEpoch: 276/500 ---- Epoch Loss: 0.761156\n-------------------------\nEpoch: 277/500 ---- Epoch Loss: 0.756727\n-------------------------\nEpoch: 278/500 ---- Epoch Loss: 0.754296\n-------------------------\nEpoch: 279/500 ---- Epoch Loss: 0.750144\n----------------------------------------\nSample text generated at 280th epoch\nI can do this all day --  for us.\nSo that has been insinuated it out.\nI've sound think anything else if I told you to be the form to say the suits.\nWe all think a water to pensave his fight for month.\nAnd if they get its operave.\nI can't be a neighborhood in this resources\nthat you're so bug that he is a cut on it,\nthat's a\n----------------------------------------\n-------------------------\nEpoch: 280/500 ---- Epoch Loss: 0.747399\n-------------------------\nEpoch: 281/500 ---- Epoch Loss: 0.747666\n-------------------------\nEpoch: 282/500 ---- Epoch Loss: 0.749029\n-------------------------\nEpoch: 283/500 ---- Epoch Loss: 0.748264\n-------------------------\nEpoch: 284/500 ---- Epoch Loss: 0.739545\n-------------------------\nEpoch: 285/500 ---- Epoch Loss: 0.734161\n-------------------------\nEpoch: 286/500 ---- Epoch Loss: 0.731808\n-------------------------\nEpoch: 287/500 ---- Epoch Loss: 0.730209\n-------------------------\nEpoch: 288/500 ---- Epoch Loss: 0.728538\n-------------------------\nEpoch: 289/500 ---- Epoch Loss: 0.725145\n----------------------------------------\nSample text generated at 290th epoch\nNoobMaster69 --  itness. I'm sorry.\nWell, I dropping this, you know?\nAnytime, you know it's you. You can't seem tomic.\nYou can give up the whole destruction of you?\nThis isn't about that.\nSo, I kept it outside that you don't have to.\nHis name is Stark hass\nfurther's best everyone.\nYour way to be a high-spaces of a \n----------------------------------------\n-------------------------\nEpoch: 290/500 ---- Epoch Loss: 0.718749\n-------------------------\nEpoch: 291/500 ---- Epoch Loss: 0.716254\n-------------------------\nEpoch: 292/500 ---- Epoch Loss: 0.713603\n-------------------------\nEpoch: 293/500 ---- Epoch Loss: 0.703922\n-------------------------\nEpoch: 294/500 ---- Epoch Loss: 0.689546\n-------------------------\nEpoch: 295/500 ---- Epoch Loss: 0.679984\n-------------------------\nEpoch: 296/500 ---- Epoch Loss: 0.675291\n-------------------------\nEpoch: 297/500 ---- Epoch Loss: 0.675721\n-------------------------\nEpoch: 298/500 ---- Epoch Loss: 0.680766\n-------------------------\nEpoch: 299/500 ---- Epoch Loss: 0.687922\n----------------------------------------\nSample text generated at 300th epoch\nNoobMaster69 --  isn.\nMoster Parep take me to be deperved.\nWhatever you guys very much.\nYou lost robbes here in the lates on you,\nit's got to be something okay?\nI have a prototom, you told me the end of any more.\nWill you say there is a great target?\nI am worlds apart.\nYour father is all.\nThat's not worth it down.\n\n----------------------------------------\n-------------------------\nEpoch: 300/500 ---- Epoch Loss: 0.702497\n-------------------------\nEpoch: 301/500 ---- Epoch Loss: 0.714597\n-------------------------\nEpoch: 302/500 ---- Epoch Loss: 0.712434\n-------------------------\nEpoch: 303/500 ---- Epoch Loss: 0.699118\n-------------------------\nEpoch: 304/500 ---- Epoch Loss: 0.693752\n-------------------------\nEpoch: 305/500 ---- Epoch Loss: 0.687795\n-------------------------\nEpoch: 306/500 ---- Epoch Loss: 0.672859\n-------------------------\nEpoch: 307/500 ---- Epoch Loss: 0.658951\n-------------------------\nEpoch: 308/500 ---- Epoch Loss: 0.648430\n-------------------------\nEpoch: 309/500 ---- Epoch Loss: 0.642983\n----------------------------------------\nSample text generated at 310th epoch\nI can do this all day -- \nWidot is the otter weeks, tinkes having your brains\nis flying us.\nI'd like to get to win the cheepory\nI've been working on the floor.\nWe'd died and we know he's afraid our brother in time for us.\nThat's whole liess is continuative champing.\nThe rice controls the second, it's letwice.\nAny century.\nI\n----------------------------------------\n-------------------------\nEpoch: 310/500 ---- Epoch Loss: 0.639661\n-------------------------\nEpoch: 311/500 ---- Epoch Loss: 0.637214\n-------------------------\nEpoch: 312/500 ---- Epoch Loss: 0.635970\n-------------------------\nEpoch: 313/500 ---- Epoch Loss: 0.636707\n-------------------------\nEpoch: 314/500 ---- Epoch Loss: 0.639107\n-------------------------\nEpoch: 315/500 ---- Epoch Loss: 0.646029\n-------------------------\nEpoch: 316/500 ---- Epoch Loss: 0.655520\n-------------------------\nEpoch: 317/500 ---- Epoch Loss: 0.662996\n-------------------------\nEpoch: 318/500 ---- Epoch Loss: 0.659296\n-------------------------\nEpoch: 319/500 ---- Epoch Loss: 0.651530\n----------------------------------------\nSample text generated at 320th epoch\nI knew it! -- \nWhat at saying?\nWe have other faughoron have beautiful.\nIt's someone should be...\n- It's not a Briofent of the work, slood... - All right.\nYou don't give at me.\nI'm exposed a small look.\nAnd make conversets...\nIf you can getting order\nwill I'm ray, back. And you're saying that take to deel someshea\n----------------------------------------\n-------------------------\nEpoch: 320/500 ---- Epoch Loss: 0.642939\n-------------------------\nEpoch: 321/500 ---- Epoch Loss: 0.628814\n-------------------------\nEpoch: 322/500 ---- Epoch Loss: 0.615071\n-------------------------\nEpoch: 323/500 ---- Epoch Loss: 0.606420\n-------------------------\nEpoch: 324/500 ---- Epoch Loss: 0.605157\n-------------------------\nEpoch: 325/500 ---- Epoch Loss: 0.606229\n-------------------------\nEpoch: 326/500 ---- Epoch Loss: 0.609237\n-------------------------\nEpoch: 327/500 ---- Epoch Loss: 0.610735\n-------------------------\nEpoch: 328/500 ---- Epoch Loss: 0.601004\n-------------------------\nEpoch: 329/500 ---- Epoch Loss: 0.589634\n----------------------------------------\nSample text generated at 330th epoch\nI can do this all day --  nerds rease. Halfor how much\nspeaks!\nI know that she use it.\nThat truth shadows, challers name on the floor.\nWow.\nYeah.\nAfter that, now we're not surren yet.\nAnyone else has survived\na bank of planes to break form others.\nI'm not letting your mind, so I was the only functionals.\nI have to follow.\nB\n----------------------------------------\n-------------------------\nEpoch: 330/500 ---- Epoch Loss: 0.584028\n-------------------------\nEpoch: 331/500 ---- Epoch Loss: 0.583880\n-------------------------\nEpoch: 332/500 ---- Epoch Loss: 0.583794\n-------------------------\nEpoch: 333/500 ---- Epoch Loss: 0.583627\n-------------------------\nEpoch: 334/500 ---- Epoch Loss: 0.582022\n-------------------------\nEpoch: 335/500 ---- Epoch Loss: 0.579907\n-------------------------\nEpoch: 336/500 ---- Epoch Loss: 0.578212\n-------------------------\nEpoch: 337/500 ---- Epoch Loss: 0.578099\n-------------------------\nEpoch: 338/500 ---- Epoch Loss: 0.580284\n-------------------------\nEpoch: 339/500 ---- Epoch Loss: 0.578512\n----------------------------------------\nSample text generated at 340th epoch\nReality is often disappointing -- ississing.\nLBOK: Uptra get it out faced. It's too spot.\nWhat is it?\nSissight now.\nYou were shutting an intimicating custody\nour wizar, hurry of inside of a fime-feel tors.\nYou have to deserve to take me plas.\nYou told you so much time to do it for the cold\nwith tells me a face starious girl.\nI was t\n----------------------------------------\n-------------------------\nEpoch: 340/500 ---- Epoch Loss: 0.577116\n-------------------------\nEpoch: 341/500 ---- Epoch Loss: 0.572635\n-------------------------\nEpoch: 342/500 ---- Epoch Loss: 0.564328\n-------------------------\nEpoch: 343/500 ---- Epoch Loss: 0.554737\n-------------------------\nEpoch: 344/500 ---- Epoch Loss: 0.547094\n-------------------------\nEpoch: 345/500 ---- Epoch Loss: 0.545807\n-------------------------\nEpoch: 346/500 ---- Epoch Loss: 0.547129\n-------------------------\nEpoch: 347/500 ---- Epoch Loss: 0.547282\n-------------------------\nEpoch: 348/500 ---- Epoch Loss: 0.545809\n-------------------------\nEpoch: 349/500 ---- Epoch Loss: 0.541993\n----------------------------------------\nSample text generated at 350th epoch\nI'm IRONMAN -- : You're here\nthat is insidiate it. There's a chance tried.\nWhat?\nYou are the fire and reach for now.\nThat guy day, sir.\nThe challenges with you.\nYeah, well, I'm being honor, real mice\nis for a grimple of this.\nSomeone dropped they come a story up.\nYes, move it is.\nWhere am I?\nYou're abor a chanrbay\n----------------------------------------\n-------------------------\nEpoch: 350/500 ---- Epoch Loss: 0.539783\n-------------------------\nEpoch: 351/500 ---- Epoch Loss: 0.538371\n-------------------------\nEpoch: 352/500 ---- Epoch Loss: 0.539625\n-------------------------\nEpoch: 353/500 ---- Epoch Loss: 0.541194\n-------------------------\nEpoch: 354/500 ---- Epoch Loss: 0.540970\n-------------------------\nEpoch: 355/500 ---- Epoch Loss: 0.544712\n-------------------------\nEpoch: 356/500 ---- Epoch Loss: 0.549685\n-------------------------\nEpoch: 357/500 ---- Epoch Loss: 0.551911\n-------------------------\nEpoch: 358/500 ---- Epoch Loss: 0.558927\n-------------------------\nEpoch: 359/500 ---- Epoch Loss: 0.562428\n----------------------------------------\nSample text generated at 360th epoch\nI can do this all day --  at your lap.\nAnd I've brought interferent.\nYou got it?\nYou know I can't take it for Peter Parker. You're the good for a distraction.\nThat's right.\nI'm ready.\nI'm looking for this day.\nYou and I can do, Coach in front of me.\nI don't think I'd know.\nThe city's podel check.\nThere here, you're gonna do\n----------------------------------------\n-------------------------\nEpoch: 360/500 ---- Epoch Loss: 0.562245\n-------------------------\nEpoch: 361/500 ---- Epoch Loss: 0.555550\n-------------------------\nEpoch: 362/500 ---- Epoch Loss: 0.543926\n-------------------------\nEpoch: 363/500 ---- Epoch Loss: 0.530975\n-------------------------\nEpoch: 364/500 ---- Epoch Loss: 0.525558\n-------------------------\nEpoch: 365/500 ---- Epoch Loss: 0.525739\n-------------------------\nEpoch: 366/500 ---- Epoch Loss: 0.528388\n-------------------------\nEpoch: 367/500 ---- Epoch Loss: 0.526046\n-------------------------\nEpoch: 368/500 ---- Epoch Loss: 0.516604\n-------------------------\nEpoch: 369/500 ---- Epoch Loss: 0.511591\n----------------------------------------\nSample text generated at 370th epoch\nI knew it! --  Whoa, writees?\nHow do I stop?\nEverything just did he came him. Them all. The people it wase.\nYou know what we done?\nYou better be going?\nHe's gonna be getting this stuff.\n- No, don't. - I'm I know.\n- Who's that? - It's what we're cooling.\n- I do he feel like that. - On airtagi...\nI thought you were\n----------------------------------------\n-------------------------\nEpoch: 370/500 ---- Epoch Loss: 0.506854\n-------------------------\nEpoch: 371/500 ---- Epoch Loss: 0.503393\n-------------------------\nEpoch: 372/500 ---- Epoch Loss: 0.502903\n-------------------------\nEpoch: 373/500 ---- Epoch Loss: 0.502269\n-------------------------\nEpoch: 374/500 ---- Epoch Loss: 0.496525\n-------------------------\nEpoch: 375/500 ---- Epoch Loss: 0.489057\n-------------------------\nEpoch: 376/500 ---- Epoch Loss: 0.479774\n-------------------------\nEpoch: 377/500 ---- Epoch Loss: 0.478380\n-------------------------\nEpoch: 378/500 ---- Epoch Loss: 0.482740\n-------------------------\nEpoch: 379/500 ---- Epoch Loss: 0.489354\n----------------------------------------\nSample text generated at 380th epoch\nI knew it! -- \nThere you go.\nHey.\nWe are releast.\nNobody's got. Don't.\nI know you're close.\nYou tell him well...\nOdin's totally win.\nI gotta say, that's a good.\n- Yeah, Dr. Creerle \"It membace has.\n- Hey, you drive. - Hey.\nShe megs her. I was...\nMe. Yes.\nI was here.\nI don't know how you don't.\nI have taken a team\n----------------------------------------\n-------------------------\nEpoch: 380/500 ---- Epoch Loss: 0.497228\n-------------------------\nEpoch: 381/500 ---- Epoch Loss: 0.503157\n-------------------------\nEpoch: 382/500 ---- Epoch Loss: 0.509499\n-------------------------\nEpoch: 383/500 ---- Epoch Loss: 0.515880\n-------------------------\nEpoch: 384/500 ---- Epoch Loss: 0.520724\n-------------------------\nEpoch: 385/500 ---- Epoch Loss: 0.524549\n-------------------------\nEpoch: 386/500 ---- Epoch Loss: 0.525564\n-------------------------\nEpoch: 387/500 ---- Epoch Loss: 0.520368\n-------------------------\nEpoch: 388/500 ---- Epoch Loss: 0.514530\n-------------------------\nEpoch: 389/500 ---- Epoch Loss: 0.511945\n----------------------------------------\nSample text generated at 390th epoch\nNoobMaster69 --  i...\nMy name is Pit fore for a change for palp.\nIf that weird, you'd alf you could be made of stabbodae\ndespert pape, I can assume you.\nYou have to try again, brother.\nHow'll were you cell?\nI'm in charge. And I'm gonna cry kiss I'll have the secrets better than I'm...\n- You want us down? - Whipld i\n----------------------------------------\n-------------------------\nEpoch: 390/500 ---- Epoch Loss: 0.509867\n-------------------------\nEpoch: 391/500 ---- Epoch Loss: 0.501827\n-------------------------\nEpoch: 392/500 ---- Epoch Loss: 0.492028\n-------------------------\nEpoch: 393/500 ---- Epoch Loss: 0.484159\n-------------------------\nEpoch: 394/500 ---- Epoch Loss: 0.481773\n-------------------------\nEpoch: 395/500 ---- Epoch Loss: 0.481695\n-------------------------\nEpoch: 396/500 ---- Epoch Loss: 0.479077\n-------------------------\nEpoch: 397/500 ---- Epoch Loss: 0.472591\n-------------------------\nEpoch: 398/500 ---- Epoch Loss: 0.463320\n-------------------------\nEpoch: 399/500 ---- Epoch Loss: 0.458752\n----------------------------------------\nSample text generated at 400th epoch\nNoobMaster69 --  in Eight Barker of Tony.\nOh, god.\nWhat are you doing?\nWhren you going?\nI know that.\nI will meet you to help.\nOf course.\nNo?\nSeriously?\nYou can't trick me to dinnes.\n- Greathe! - Relax are fought,\nand no. I gotta go. Wangramed, right?\nYeah, I'me gonna tell everybody.\nI see insigneting to try to line\n----------------------------------------\n-------------------------\nEpoch: 400/500 ---- Epoch Loss: 0.454186\n-------------------------\nEpoch: 401/500 ---- Epoch Loss: 0.451299\n-------------------------\nEpoch: 402/500 ---- Epoch Loss: 0.451236\n-------------------------\nEpoch: 403/500 ---- Epoch Loss: 0.454716\n-------------------------\nEpoch: 404/500 ---- Epoch Loss: 0.453087\n-------------------------\nEpoch: 405/500 ---- Epoch Loss: 0.449624\n-------------------------\nEpoch: 406/500 ---- Epoch Loss: 0.444127\n-------------------------\nEpoch: 407/500 ---- Epoch Loss: 0.443493\n-------------------------\nEpoch: 408/500 ---- Epoch Loss: 0.443709\n-------------------------\nEpoch: 409/500 ---- Epoch Loss: 0.439900\n----------------------------------------\nSample text generated at 410th epoch\nReality is often disappointing -- iss.\nBARVIS: Argeed it for my father!\nAnyone of that would make him\nthe sole idea?\nTalkel to make more than that.\nAnd the southwest telled is guessed atm.\nThis is not pissed off.\nHow are we gonna secure these?\nI can't been sirces of all bring.\nHe asked the suit tech,\nletevorrently, I don't take a ma\n----------------------------------------\n-------------------------\nEpoch: 410/500 ---- Epoch Loss: 0.431128\n-------------------------\nEpoch: 411/500 ---- Epoch Loss: 0.425777\n-------------------------\nEpoch: 412/500 ---- Epoch Loss: 0.421254\n-------------------------\nEpoch: 413/500 ---- Epoch Loss: 0.419880\n-------------------------\nEpoch: 414/500 ---- Epoch Loss: 0.420606\n-------------------------\nEpoch: 415/500 ---- Epoch Loss: 0.416298\n-------------------------\nEpoch: 416/500 ---- Epoch Loss: 0.408390\n-------------------------\nEpoch: 417/500 ---- Epoch Loss: 0.403307\n-------------------------\nEpoch: 418/500 ---- Epoch Loss: 0.401219\n-------------------------\nEpoch: 419/500 ---- Epoch Loss: 0.402290\n----------------------------------------\nSample text generated at 420th epoch\nI'm IRONMAN -- ARembersed drevered begal sect up for 70 years,\nbut I'm not trying to kill us!\nOver there.\nThey love you.\nYou removed to we need to talk.\nWhy would I tell done me.\nAnd, seriously, drop the centre.\nThere's no.\nStron the guy's for Sm hot.\nIt's just...\nSTRRAT: Nich.\nYou are the last time I'm allot-unfr\n----------------------------------------\n-------------------------\nEpoch: 420/500 ---- Epoch Loss: 0.408034\n-------------------------\nEpoch: 421/500 ---- Epoch Loss: 0.409937\n-------------------------\nEpoch: 422/500 ---- Epoch Loss: 0.414727\n-------------------------\nEpoch: 423/500 ---- Epoch Loss: 0.418590\n-------------------------\nEpoch: 424/500 ---- Epoch Loss: 0.417662\n-------------------------\nEpoch: 425/500 ---- Epoch Loss: 0.418878\n-------------------------\nEpoch: 426/500 ---- Epoch Loss: 0.416109\n-------------------------\nEpoch: 427/500 ---- Epoch Loss: 0.409514\n-------------------------\nEpoch: 428/500 ---- Epoch Loss: 0.407348\n-------------------------\nEpoch: 429/500 ---- Epoch Loss: 0.406140\n----------------------------------------\nSample text generated at 430th epoch\nReality is often disappointing -- es.\nIf I'm come.\nIn the best stone with you.\nYou're good.\nYou're trying to have to come with the technology.\nI'm here to put to us!\nIt's took you to the buy point.\nI grate upgraded with ted. You too. Your Hydra really driverrous.\nStand downre and eacon,\nwe could only\nbecause\nare you right there.\nFor\n----------------------------------------\n-------------------------\nEpoch: 430/500 ---- Epoch Loss: 0.404888\n-------------------------\nEpoch: 431/500 ---- Epoch Loss: 0.400994\n-------------------------\nEpoch: 432/500 ---- Epoch Loss: 0.399357\n-------------------------\nEpoch: 433/500 ---- Epoch Loss: 0.401073\n-------------------------\nEpoch: 434/500 ---- Epoch Loss: 0.403920\n-------------------------\nEpoch: 435/500 ---- Epoch Loss: 0.404853\n-------------------------\nEpoch: 436/500 ---- Epoch Loss: 0.404299\n-------------------------\nEpoch: 437/500 ---- Epoch Loss: 0.400247\n-------------------------\nEpoch: 438/500 ---- Epoch Loss: 0.394019\n-------------------------\nEpoch: 439/500 ---- Epoch Loss: 0.389460\n----------------------------------------\nSample text generated at 440th epoch\nI'm IRONMAN -- ALL::bodeen-god three\nand give her worsh.\nIt'll be my turn.\nWhen I stay here.\nThe greater good rack!\nWhat is here?\nNo. Please.\nSpeeb Romones.\nR'se created at before.\nIt's too late.\nIt's been meany doing that referench.\nThe hat's \"we\"\nforger\"\nI'm not the one who had it gone.\nTell me you guys who are \n----------------------------------------\n-------------------------\nEpoch: 440/500 ---- Epoch Loss: 0.388546\n-------------------------\nEpoch: 441/500 ---- Epoch Loss: 0.386228\n-------------------------\nEpoch: 442/500 ---- Epoch Loss: 0.385227\n-------------------------\nEpoch: 443/500 ---- Epoch Loss: 0.383537\n-------------------------\nEpoch: 444/500 ---- Epoch Loss: 0.382502\n-------------------------\nEpoch: 445/500 ---- Epoch Loss: 0.376258\n-------------------------\nEpoch: 446/500 ---- Epoch Loss: 0.373471\n-------------------------\nEpoch: 447/500 ---- Epoch Loss: 0.372583\n-------------------------\nEpoch: 448/500 ---- Epoch Loss: 0.370144\n-------------------------\nEpoch: 449/500 ---- Epoch Loss: 0.370856\n----------------------------------------\nSample text generated at 450th epoch\nI can do this all day --  and I have an E. Ponis.\nI reseat the whole thing work\nto involve ball into slays\nto find one holing at the way.\nThree, two, one.\nThe only thing but he's more interested pain.\nFront us back now.\nExcept your own space.\nIn all costs,\nsir demoned.\nAnd only wond off an Infinning ffursh,\nwe're on the wom\n----------------------------------------\n-------------------------\nEpoch: 450/500 ---- Epoch Loss: 0.373685\n-------------------------\nEpoch: 451/500 ---- Epoch Loss: 0.373959\n-------------------------\nEpoch: 452/500 ---- Epoch Loss: 0.376539\n-------------------------\nEpoch: 453/500 ---- Epoch Loss: 0.379260\n-------------------------\nEpoch: 454/500 ---- Epoch Loss: 0.377867\n-------------------------\nEpoch: 455/500 ---- Epoch Loss: 0.374862\n-------------------------\nEpoch: 456/500 ---- Epoch Loss: 0.371934\n-------------------------\nEpoch: 457/500 ---- Epoch Loss: 0.375907\n-------------------------\nEpoch: 458/500 ---- Epoch Loss: 0.377479\n-------------------------\nEpoch: 459/500 ---- Epoch Loss: 0.370997\n----------------------------------------\nSample text generated at 460th epoch\nI can do this all day --  unitiatoriate?\nI take it eschorping than that. - I got a way alone. Sest thos?\nOh. What were you, slop it?\nI wouldn't have hipes up. Sorry about good with him!\nWhat happened tonint? The runs in my missionais ameroca.\nSlow and weirly into contender.\nHe's a site word.\nGive me your shop. I don't know \n----------------------------------------\n-------------------------\nEpoch: 460/500 ---- Epoch Loss: 0.363506\n-------------------------\nEpoch: 461/500 ---- Epoch Loss: 0.361910\n-------------------------\nEpoch: 462/500 ---- Epoch Loss: 0.365757\n-------------------------\nEpoch: 463/500 ---- Epoch Loss: 0.365713\n-------------------------\nEpoch: 464/500 ---- Epoch Loss: 0.363278\n-------------------------\nEpoch: 465/500 ---- Epoch Loss: 0.360732\n-------------------------\nEpoch: 466/500 ---- Epoch Loss: 0.360686\n-------------------------\nEpoch: 467/500 ---- Epoch Loss: 0.365319\n-------------------------\nEpoch: 468/500 ---- Epoch Loss: 0.360213\n-------------------------\nEpoch: 469/500 ---- Epoch Loss: 0.356340\n----------------------------------------\nSample text generated at 470th epoch\nI knew it! -- .\n(GUNFFSS)\nIt's in an anny applicant movie.\n(GRUNTING)\n(GROANS)\nI'm not gonna kill somewherk.\nWho are you?\nWhat did your send them all?\nDid you get your hammer down?\n(INDISTINCT CHATTER)\nCall, seal-nerrant reactor down and uncrafic.\nThat's how I get pastrred.\nHe may was a murden more of my forces t\n----------------------------------------\n-------------------------\nEpoch: 470/500 ---- Epoch Loss: 0.350640\n-------------------------\nEpoch: 471/500 ---- Epoch Loss: 0.349831\n-------------------------\nEpoch: 472/500 ---- Epoch Loss: 0.347732\n-------------------------\nEpoch: 473/500 ---- Epoch Loss: 0.345188\n-------------------------\nEpoch: 474/500 ---- Epoch Loss: 0.344352\n-------------------------\nEpoch: 475/500 ---- Epoch Loss: 0.343778\n-------------------------\nEpoch: 476/500 ---- Epoch Loss: 0.343812\n-------------------------\nEpoch: 477/500 ---- Epoch Loss: 0.343692\n-------------------------\nEpoch: 478/500 ---- Epoch Loss: 0.346356\n-------------------------\nEpoch: 479/500 ---- Epoch Loss: 0.350275\n----------------------------------------\nSample text generated at 480th epoch\nI knew it! --  you take care of the syors.\nSo we there.\nYour father knows what I usking for?\nYour plan of them here.\nThanks.\nOh, God. That are you kidding up alien about off line, sir.\n(GROANS)\nBruce.\nBruce!\nBruce! Bruese we are killers for the darkness?\nYeah, and you can tear thinks I'll guss on the spine.\nOut o\n----------------------------------------\n-------------------------\nEpoch: 480/500 ---- Epoch Loss: 0.350121\n-------------------------\nEpoch: 481/500 ---- Epoch Loss: 0.344055\n-------------------------\nEpoch: 482/500 ---- Epoch Loss: 0.338949\n-------------------------\nEpoch: 483/500 ---- Epoch Loss: 0.335362\n-------------------------\nEpoch: 484/500 ---- Epoch Loss: 0.331175\n-------------------------\nEpoch: 485/500 ---- Epoch Loss: 0.329889\n-------------------------\nEpoch: 486/500 ---- Epoch Loss: 0.329546\n-------------------------\nEpoch: 487/500 ---- Epoch Loss: 0.329151\n-------------------------\nEpoch: 488/500 ---- Epoch Loss: 0.329251\n-------------------------\nEpoch: 489/500 ---- Epoch Loss: 0.324838\n----------------------------------------\nSample text generated at 490th epoch\nI can do this all day --  unive carpon Strange.\nYeah, this is what.\nI'm standing to walk in the existencers of these planet.\nYou are absolutely comploment as parenced to ti5 you present these fine.\nI can't givend it.\nI just really killing him.\nHe's right. Well, is that him?\nGrue.\nAnd she was there.\nYou can rush!\nI tried to \n----------------------------------------\n-------------------------\nEpoch: 490/500 ---- Epoch Loss: 0.318515\n-------------------------\nEpoch: 491/500 ---- Epoch Loss: 0.314624\n-------------------------\nEpoch: 492/500 ---- Epoch Loss: 0.312086\n-------------------------\nEpoch: 493/500 ---- Epoch Loss: 0.314179\n-------------------------\nEpoch: 494/500 ---- Epoch Loss: 0.315437\n-------------------------\nEpoch: 495/500 ---- Epoch Loss: 0.316010\n-------------------------\nEpoch: 496/500 ---- Epoch Loss: 0.315801\n-------------------------\nEpoch: 497/500 ---- Epoch Loss: 0.312042\n-------------------------\nEpoch: 498/500 ---- Epoch Loss: 0.313725\n-------------------------\nEpoch: 499/500 ---- Epoch Loss: 0.321025\n----------------------------------------\nSample text generated at 500th epoch\nI can do this all day --  universe.\nThat's how it was your father.\nHe ain't goin'.\n- off. Piston. - All that? - Who-,\nThort!\nTony.\nOh, no.\nYou delest matter, they'll be like I know energy sond\nStabbed becaused,\nMr. Quing.\nNow he asked me being the hinds can rich.\nI need to vorote!\"\nSon't belief... is your terror.\nNo, no. Yo\n----------------------------------------\n-------------------------\nEpoch: 500/500 ---- Epoch Loss: 0.327045\n"
    }
   ],
   "source": [
    "lstm_losses = train(lstm_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Model Saved\n"
    }
   ],
   "source": [
    "torch.save(lstm_model,\"model/{}.pth\".format(lstm_model.getModelName().lower()))\n",
    "print(\"Model Saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Working on GRU Model\n-------------------------\nEpoch: 1/500 ---- Epoch Loss: 3.512862\n-------------------------\nEpoch: 2/500 ---- Epoch Loss: 3.216104\n-------------------------\nEpoch: 3/500 ---- Epoch Loss: 2.700694\n-------------------------\nEpoch: 4/500 ---- Epoch Loss: 2.410051\n-------------------------\nEpoch: 5/500 ---- Epoch Loss: 2.256815\n-------------------------\nEpoch: 6/500 ---- Epoch Loss: 2.123083\n-------------------------\nEpoch: 7/500 ---- Epoch Loss: 2.012798\n-------------------------\nEpoch: 8/500 ---- Epoch Loss: 1.913723\n-------------------------\nEpoch: 9/500 ---- Epoch Loss: 1.826985\n----------------------------------------\nSample text generated at 10th epoch\nReality is often disappointing -- er.\nThis is it was some throughs thing?\nWe hame it whice we got a perties.\nIt's steak any that?\nI could be a leally.\nIt's a looke a gonna from thing in mansersications, but, that's to see my that? - I don't this was a shect.\nWho's nave sorething to be here.\nAnd thank you dech the suppert the would s\n----------------------------------------\n-------------------------\nEpoch: 10/500 ---- Epoch Loss: 1.753763\n-------------------------\nEpoch: 11/500 ---- Epoch Loss: 1.690197\n-------------------------\nEpoch: 12/500 ---- Epoch Loss: 1.633619\n-------------------------\nEpoch: 13/500 ---- Epoch Loss: 1.584942\n-------------------------\nEpoch: 14/500 ---- Epoch Loss: 1.542563\n-------------------------\nEpoch: 15/500 ---- Epoch Loss: 1.505731\n-------------------------\nEpoch: 16/500 ---- Epoch Loss: 1.472314\n-------------------------\nEpoch: 17/500 ---- Epoch Loss: 1.442455\n-------------------------\nEpoch: 18/500 ---- Epoch Loss: 1.417770\n-------------------------\nEpoch: 19/500 ---- Epoch Loss: 1.396731\n----------------------------------------\nSample text generated at 20th epoch\nNoobMaster69 -- .\nWhere's nothing on my brother to your powerful closer. - I don't want to be says to get out of those.\nWhat is this plan of all.\nThis is the stones.\nIt's not ground.\nYour place to get to know you drone than this.\nI'm sorry.\nI can't let me tell these still carry.\nYou gotsan that supposed to know thi\n----------------------------------------\n-------------------------\nEpoch: 20/500 ---- Epoch Loss: 1.376320\n-------------------------\nEpoch: 21/500 ---- Epoch Loss: 1.356509\n-------------------------\nEpoch: 22/500 ---- Epoch Loss: 1.338692\n-------------------------\nEpoch: 23/500 ---- Epoch Loss: 1.324833\n-------------------------\nEpoch: 24/500 ---- Epoch Loss: 1.310023\n-------------------------\nEpoch: 25/500 ---- Epoch Loss: 1.297025\n-------------------------\nEpoch: 26/500 ---- Epoch Loss: 1.285289\n-------------------------\nEpoch: 27/500 ---- Epoch Loss: 1.272029\n-------------------------\nEpoch: 28/500 ---- Epoch Loss: 1.262233\n-------------------------\nEpoch: 29/500 ---- Epoch Loss: 1.253541\n----------------------------------------\nSample text generated at 30th epoch\nI'm IRONMAN -- : What we have this pleasure isn't something in the differense. I gave it us.\nYou'd sells that with alone warned.\nIs that the wrong is why you're all the booties,\nand how murderest me,\nboys is there is that the biggerest.\nThat's not soon as a thief.\nWhat's your life.\nYou dargered you, I don't know.\n\n----------------------------------------\n-------------------------\nEpoch: 30/500 ---- Epoch Loss: 1.242868\n-------------------------\nEpoch: 31/500 ---- Epoch Loss: 1.232775\n-------------------------\nEpoch: 32/500 ---- Epoch Loss: 1.221962\n-------------------------\nEpoch: 33/500 ---- Epoch Loss: 1.209881\n-------------------------\nEpoch: 34/500 ---- Epoch Loss: 1.200797\n-------------------------\nEpoch: 35/500 ---- Epoch Loss: 1.194322\n-------------------------\nEpoch: 36/500 ---- Epoch Loss: 1.192125\n-------------------------\nEpoch: 37/500 ---- Epoch Loss: 1.187591\n-------------------------\nEpoch: 38/500 ---- Epoch Loss: 1.179976\n-------------------------\nEpoch: 39/500 ---- Epoch Loss: 1.173436\n----------------------------------------\nSample text generated at 40th epoch\nI'm IRONMAN -- : What's in a bit of here!\nWith you,\ntoo.\nThe case this was sending their correctors.\nIf he's gonna die.\nWell, yes.\nI'll boy you to save one of this.\nYou're not terned.\nAnd we're good, then they're one of the couse are attracting time in tense.\nWhat? That's why I have to try something a brilleing.\nT\n----------------------------------------\n-------------------------\nEpoch: 40/500 ---- Epoch Loss: 1.165190\n-------------------------\nEpoch: 41/500 ---- Epoch Loss: 1.153467\n-------------------------\nEpoch: 42/500 ---- Epoch Loss: 1.144395\n-------------------------\nEpoch: 43/500 ---- Epoch Loss: 1.140349\n-------------------------\nEpoch: 44/500 ---- Epoch Loss: 1.140260\n-------------------------\nEpoch: 45/500 ---- Epoch Loss: 1.136110\n-------------------------\nEpoch: 46/500 ---- Epoch Loss: 1.127970\n-------------------------\nEpoch: 47/500 ---- Epoch Loss: 1.121590\n-------------------------\nEpoch: 48/500 ---- Epoch Loss: 1.117711\n-------------------------\nEpoch: 49/500 ---- Epoch Loss: 1.112885\n----------------------------------------\nSample text generated at 50th epoch\nI'm IRONMAN -- : TONY: Is he deceptionage,\nbut Isnacces on a factory stress consume.\nI'm good, I chusted my first.\nWhen I was able to be protecting the whole conquest.\nThese workey is filthy, but I'm seriously as stolen story as mine.\nThis commencess went scrappeds\nto stop on thesooss. Agent Rhodes,\nwe won, I was \n----------------------------------------\n-------------------------\nEpoch: 50/500 ---- Epoch Loss: 1.104771\n-------------------------\nEpoch: 51/500 ---- Epoch Loss: 1.097380\n-------------------------\nEpoch: 52/500 ---- Epoch Loss: 1.093333\n-------------------------\nEpoch: 53/500 ---- Epoch Loss: 1.091226\n-------------------------\nEpoch: 54/500 ---- Epoch Loss: 1.084268\n-------------------------\nEpoch: 55/500 ---- Epoch Loss: 1.076847\n-------------------------\nEpoch: 56/500 ---- Epoch Loss: 1.071991\n-------------------------\nEpoch: 57/500 ---- Epoch Loss: 1.066994\n-------------------------\nEpoch: 58/500 ---- Epoch Loss: 1.061951\n-------------------------\nEpoch: 59/500 ---- Epoch Loss: 1.059212\n----------------------------------------\nSample text generated at 60th epoch\nI'm IRONMAN -- : Sir, loccer in all over you.\nYou called me to start now.\nYep.\nWe've got its power...\nat that's a matter\none of you were robberies.\nI hope you could say that I'm sorry.\nI will never looks like...\nYou're going that encould work.\nYou what? I'd love to decide there. Go in the face.\nIt's behind you.\nYo\n----------------------------------------\n-------------------------\nEpoch: 60/500 ---- Epoch Loss: 1.054712\n-------------------------\nEpoch: 61/500 ---- Epoch Loss: 1.052517\n-------------------------\nEpoch: 62/500 ---- Epoch Loss: 1.049049\n-------------------------\nEpoch: 63/500 ---- Epoch Loss: 1.041996\n-------------------------\nEpoch: 64/500 ---- Epoch Loss: 1.035132\n-------------------------\nEpoch: 65/500 ---- Epoch Loss: 1.034071\n-------------------------\nEpoch: 66/500 ---- Epoch Loss: 1.034354\n-------------------------\nEpoch: 67/500 ---- Epoch Loss: 1.030577\n-------------------------\nEpoch: 68/500 ---- Epoch Loss: 1.024726\n-------------------------\nEpoch: 69/500 ---- Epoch Loss: 1.020016\n----------------------------------------\nSample text generated at 70th epoch\nI'm IRONMAN --  ON O.\nROMANOFF: Is anyone what that would have done!\nI have an integrated many signatures do this their connection,\nbut I don't think you looking for a littlace savely lights.\nThat's the weapon. You got a part of their closer.\nWhat did you be what?\nWe'll think I'm here.\nThat is to me.\nYou want to h\n----------------------------------------\n-------------------------\nEpoch: 70/500 ---- Epoch Loss: 1.014330\n-------------------------\nEpoch: 71/500 ---- Epoch Loss: 1.005817\n-------------------------\nEpoch: 72/500 ---- Epoch Loss: 0.994812\n-------------------------\nEpoch: 73/500 ---- Epoch Loss: 0.983110\n-------------------------\nEpoch: 74/500 ---- Epoch Loss: 0.972298\n-------------------------\nEpoch: 75/500 ---- Epoch Loss: 0.965622\n-------------------------\nEpoch: 76/500 ---- Epoch Loss: 0.961361\n-------------------------\nEpoch: 77/500 ---- Epoch Loss: 0.958330\n-------------------------\nEpoch: 78/500 ---- Epoch Loss: 0.955323\n-------------------------\nEpoch: 79/500 ---- Epoch Loss: 0.953463\n----------------------------------------\nSample text generated at 80th epoch\nI can do this all day -- ?\nNo more centress stine.\nWhatever it is to wear that?\nI don't know, that's a tinker...\nand the matter who was their older than you.\nI would do it without a fist and find a rock on a pocket.\n- No! - I had a vosit.\nWe're fighting the same tensous cell party?\nIt's all drinking up to she know this to y\n----------------------------------------\n-------------------------\nEpoch: 80/500 ---- Epoch Loss: 0.951703\n-------------------------\nEpoch: 81/500 ---- Epoch Loss: 0.952733\n-------------------------\nEpoch: 82/500 ---- Epoch Loss: 0.948857\n-------------------------\nEpoch: 83/500 ---- Epoch Loss: 0.935982\n-------------------------\nEpoch: 84/500 ---- Epoch Loss: 0.921702\n-------------------------\nEpoch: 85/500 ---- Epoch Loss: 0.912998\n-------------------------\nEpoch: 86/500 ---- Epoch Loss: 0.914452\n-------------------------\nEpoch: 87/500 ---- Epoch Loss: 0.920198\n-------------------------\nEpoch: 88/500 ---- Epoch Loss: 0.920425\n-------------------------\nEpoch: 89/500 ---- Epoch Loss: 0.915382\n----------------------------------------\nSample text generated at 90th epoch\nI can do this all day -- .\nIt's a shadow.\nYou know what that means that night?\nWe're all gonna live out here.\nWhat?\nWho are you?\nYou shall be a couple of man shake us\ninto places the crashs tell us how you defended.\nI'd like to keep them back or alien.\nAnd you've recardled me this the clower.\nWhy, of the stuff out.\nYou know\n----------------------------------------\n-------------------------\nEpoch: 90/500 ---- Epoch Loss: 0.908631\n-------------------------\nEpoch: 91/500 ---- Epoch Loss: 0.905889\n-------------------------\nEpoch: 92/500 ---- Epoch Loss: 0.900109\n-------------------------\nEpoch: 93/500 ---- Epoch Loss: 0.891392\n-------------------------\nEpoch: 94/500 ---- Epoch Loss: 0.883382\n-------------------------\nEpoch: 95/500 ---- Epoch Loss: 0.874484\n-------------------------\nEpoch: 96/500 ---- Epoch Loss: 0.873553\n-------------------------\nEpoch: 97/500 ---- Epoch Loss: 0.872629\n-------------------------\nEpoch: 98/500 ---- Epoch Loss: 0.873242\n-------------------------\nEpoch: 99/500 ---- Epoch Loss: 0.870745\n----------------------------------------\nSample text generated at 100th epoch\nI'm IRONMAN --  1RPARIN: Breathe.\nA Rugers who's here.\nThat's what we're all a pittecorwars.\nIt is still in there.\nIf he's not supposed to declives.\nStop.\nAll right.\nI'm not gonna swear their country.\nWell, the world's getting this makes in charvator.\nIf he gets those books who a true,\nthis...\nThink about a bad sh\n----------------------------------------\n-------------------------\nEpoch: 100/500 ---- Epoch Loss: 0.870460\n-------------------------\nEpoch: 101/500 ---- Epoch Loss: 0.872455\n-------------------------\nEpoch: 102/500 ---- Epoch Loss: 0.873944\n-------------------------\nEpoch: 103/500 ---- Epoch Loss: 0.869932\n-------------------------\nEpoch: 104/500 ---- Epoch Loss: 0.865871\n-------------------------\nEpoch: 105/500 ---- Epoch Loss: 0.858255\n-------------------------\nEpoch: 106/500 ---- Epoch Loss: 0.850109\n-------------------------\nEpoch: 107/500 ---- Epoch Loss: 0.840772\n-------------------------\nEpoch: 108/500 ---- Epoch Loss: 0.830366\n-------------------------\nEpoch: 109/500 ---- Epoch Loss: 0.822886\n----------------------------------------\nSample text generated at 110th epoch\nI can do this all day -- .\n\"Hi, last time you got this!\nTony!\nRoop.\nMordor on called, requirm is all out the same thing.\nIt makes you they won't be tough...\nIs that the house.\nWait, I'm security as an energy shot.\nWe have possibility\nfor survived in there.\nThere's gonna be out of his hand someone that if you definite a prea\n----------------------------------------\n-------------------------\nEpoch: 110/500 ---- Epoch Loss: 0.821166\n-------------------------\nEpoch: 111/500 ---- Epoch Loss: 0.816207\n-------------------------\nEpoch: 112/500 ---- Epoch Loss: 0.813732\n-------------------------\nEpoch: 113/500 ---- Epoch Loss: 0.813530\n-------------------------\nEpoch: 114/500 ---- Epoch Loss: 0.815596\n-------------------------\nEpoch: 115/500 ---- Epoch Loss: 0.811763\n-------------------------\nEpoch: 116/500 ---- Epoch Loss: 0.804771\n-------------------------\nEpoch: 117/500 ---- Epoch Loss: 0.794125\n-------------------------\nEpoch: 118/500 ---- Epoch Loss: 0.788430\n-------------------------\nEpoch: 119/500 ---- Epoch Loss: 0.787367\n----------------------------------------\nSample text generated at 120th epoch\nI knew it! -- .\nBut he doesn't wait.\nI haven't expecting some kind of winns us anywhere.\nAnd the locagnizes was\nthe capauce we've had only and but-likes,\nthere was a week and so happened.\nTHARDIS: Okay, I'm gonna have to talk to me about captain American private war, we need to follow the city's no way you in A t\n----------------------------------------\n-------------------------\nEpoch: 120/500 ---- Epoch Loss: 0.789432\n-------------------------\nEpoch: 121/500 ---- Epoch Loss: 0.792521\n-------------------------\nEpoch: 122/500 ---- Epoch Loss: 0.797408\n-------------------------\nEpoch: 123/500 ---- Epoch Loss: 0.808100\n-------------------------\nEpoch: 124/500 ---- Epoch Loss: 0.814885\n-------------------------\nEpoch: 125/500 ---- Epoch Loss: 0.823315\n-------------------------\nEpoch: 126/500 ---- Epoch Loss: 0.821271\n-------------------------\nEpoch: 127/500 ---- Epoch Loss: 0.811729\n-------------------------\nEpoch: 128/500 ---- Epoch Loss: 0.800759\n-------------------------\nEpoch: 129/500 ---- Epoch Loss: 0.789130\n----------------------------------------\nSample text generated at 130th epoch\nReality is often disappointing -- ee, but his father.\nThere's no friends in and matter.\nIf we don't stay for that.\nYou can't just stay away.\nI've got no way to reach the back of this power that I wanted to kill.\nI don't ever have to make sure?\nI can't stay connection after all.\nOnly that I will return home at you.\nYou're a destroyed\n----------------------------------------\n-------------------------\nEpoch: 130/500 ---- Epoch Loss: 0.778789\n-------------------------\nEpoch: 131/500 ---- Epoch Loss: 0.766243\n-------------------------\nEpoch: 132/500 ---- Epoch Loss: 0.749300\n-------------------------\nEpoch: 133/500 ---- Epoch Loss: 0.732619\n-------------------------\nEpoch: 134/500 ---- Epoch Loss: 0.717429\n-------------------------\nEpoch: 135/500 ---- Epoch Loss: 0.707931\n-------------------------\nEpoch: 136/500 ---- Epoch Loss: 0.703128\n-------------------------\nEpoch: 137/500 ---- Epoch Loss: 0.698859\n-------------------------\nEpoch: 138/500 ---- Epoch Loss: 0.694764\n-------------------------\nEpoch: 139/500 ---- Epoch Loss: 0.694298\n----------------------------------------\nSample text generated at 140th epoch\nReality is often disappointing -- et\nand on the whole thing.\nAnd then you regulated my destruction...\nand to put that behind your friend.\nThis is not a place and a badama.\nI want you to chase the buddy for a while, but I can take this place.\nHass unlike your father die anything?\nNothing I bug the thing.\nWe are under now three...\nwit\n----------------------------------------\n-------------------------\nEpoch: 140/500 ---- Epoch Loss: 0.694723\n-------------------------\nEpoch: 141/500 ---- Epoch Loss: 0.699860\n-------------------------\nEpoch: 142/500 ---- Epoch Loss: 0.700598\n-------------------------\nEpoch: 143/500 ---- Epoch Loss: 0.703010\n-------------------------\nEpoch: 144/500 ---- Epoch Loss: 0.699325\n-------------------------\nEpoch: 145/500 ---- Epoch Loss: 0.693295\n-------------------------\nEpoch: 146/500 ---- Epoch Loss: 0.683006\n-------------------------\nEpoch: 147/500 ---- Epoch Loss: 0.674164\n-------------------------\nEpoch: 148/500 ---- Epoch Loss: 0.663206\n-------------------------\nEpoch: 149/500 ---- Epoch Loss: 0.658021\n----------------------------------------\nSample text generated at 150th epoch\nI knew it! -- .\na quantum entroom...\ninlyshing connecting.\nThen relatively factories he walks like you.\nI'll keep it up.\nTiCse!\nWhat's our forden slother?\nYou need to be a suit, we will always come from life.\nYour father...\nDoctor Strangery directly thinking of this worst.\nThat's all right.\nThe city.\n- You, too. \n----------------------------------------\n-------------------------\nEpoch: 150/500 ---- Epoch Loss: 0.658937\n-------------------------\nEpoch: 151/500 ---- Epoch Loss: 0.657389\n-------------------------\nEpoch: 152/500 ---- Epoch Loss: 0.653158\n-------------------------\nEpoch: 153/500 ---- Epoch Loss: 0.650219\n-------------------------\nEpoch: 154/500 ---- Epoch Loss: 0.649093\n-------------------------\nEpoch: 155/500 ---- Epoch Loss: 0.645903\n-------------------------\nEpoch: 156/500 ---- Epoch Loss: 0.640380\n-------------------------\nEpoch: 157/500 ---- Epoch Loss: 0.637165\n-------------------------\nEpoch: 158/500 ---- Epoch Loss: 0.638775\n-------------------------\nEpoch: 159/500 ---- Epoch Loss: 0.637612\n----------------------------------------\nSample text generated at 160th epoch\nNoobMaster69 -- ..\nand there's too scared\nto give with the possibility...\nbut you knew him.\nI think howeful, of course.\nReclear for something.\nWhat did you learn to live up to see you?\nOh, my God.\n(SIGHS) Oh!\nOh, my hack, much.\nYou know, whatever they feel strappern goase.\nHow's the weapon.\nPhyse to barb, some real\n----------------------------------------\n-------------------------\nEpoch: 160/500 ---- Epoch Loss: 0.633711\n-------------------------\nEpoch: 161/500 ---- Epoch Loss: 0.628330\n-------------------------\nEpoch: 162/500 ---- Epoch Loss: 0.623866\n-------------------------\nEpoch: 163/500 ---- Epoch Loss: 0.621370\n-------------------------\nEpoch: 164/500 ---- Epoch Loss: 0.620582\n-------------------------\nEpoch: 165/500 ---- Epoch Loss: 0.622396\n-------------------------\nEpoch: 166/500 ---- Epoch Loss: 0.622406\n-------------------------\nEpoch: 167/500 ---- Epoch Loss: 0.623825\n-------------------------\nEpoch: 168/500 ---- Epoch Loss: 0.623310\n-------------------------\nEpoch: 169/500 ---- Epoch Loss: 0.616973\n----------------------------------------\nSample text generated at 170th epoch\nI'm IRONMAN -- : Please.\nMe close to you.\nWhat are you gonna be awesome.\"\nSounds like being organic.\nThere you go.\nWho was he?\nI'd like to start a couple times.\nBut anyone we've had it a few skedlwing to a woman.\nAn and kidnaps for the falcults within years.\nI need you to wear an other...\nYou're afraid.\nI just wan\n----------------------------------------\n-------------------------\nEpoch: 170/500 ---- Epoch Loss: 0.610905\n-------------------------\nEpoch: 171/500 ---- Epoch Loss: 0.604540\n-------------------------\nEpoch: 172/500 ---- Epoch Loss: 0.600709\n-------------------------\nEpoch: 173/500 ---- Epoch Loss: 0.595859\n-------------------------\nEpoch: 174/500 ---- Epoch Loss: 0.591021\n-------------------------\nEpoch: 175/500 ---- Epoch Loss: 0.585076\n-------------------------\nEpoch: 176/500 ---- Epoch Loss: 0.579014\n-------------------------\nEpoch: 177/500 ---- Epoch Loss: 0.571129\n-------------------------\nEpoch: 178/500 ---- Epoch Loss: 0.567248\n-------------------------\nEpoch: 179/500 ---- Epoch Loss: 0.567451\n----------------------------------------\nSample text generated at 180th epoch\nI'm IRONMAN -- : Ross!\n(PEEFFRIST)\nCome on! Great.\nHey, buddy.\nYou actually knew emations.\nThere's the guys I'm allerging my hand.\nWell, you call it to you.\nYou disconnected through there.\nYou're saying you'll out over that.\nThey're here. In the end.\nStart, but you're gonna need that. I swore anybody on.\nGet up.\nS\n----------------------------------------\n-------------------------\nEpoch: 180/500 ---- Epoch Loss: 0.567333\n-------------------------\nEpoch: 181/500 ---- Epoch Loss: 0.561510\n-------------------------\nEpoch: 182/500 ---- Epoch Loss: 0.556854\n-------------------------\nEpoch: 183/500 ---- Epoch Loss: 0.554721\n-------------------------\nEpoch: 184/500 ---- Epoch Loss: 0.559452\n-------------------------\nEpoch: 185/500 ---- Epoch Loss: 0.563078\n-------------------------\nEpoch: 186/500 ---- Epoch Loss: 0.562571\n-------------------------\nEpoch: 187/500 ---- Epoch Loss: 0.558205\n-------------------------\nEpoch: 188/500 ---- Epoch Loss: 0.555265\n-------------------------\nEpoch: 189/500 ---- Epoch Loss: 0.555954\n----------------------------------------\nSample text generated at 190th epoch\nI can do this all day -- .\nThat was a pretty cool the chain\non your recording, we've been data...\ngo dead and thank you.\nSo, why didn't you say a teach Kamar-Tajed.\nIt's connucting.\nIt can't believe that's worth a fugie cuck control.\nThis is not so, They're heading on your brains.\nYeah.\nUltron kils.\nIt's a prioo'cly, kenwar\n----------------------------------------\n-------------------------\nEpoch: 190/500 ---- Epoch Loss: 0.550852\n-------------------------\nEpoch: 191/500 ---- Epoch Loss: 0.550516\n-------------------------\nEpoch: 192/500 ---- Epoch Loss: 0.554832\n-------------------------\nEpoch: 193/500 ---- Epoch Loss: 0.559078\n-------------------------\nEpoch: 194/500 ---- Epoch Loss: 0.557868\n-------------------------\nEpoch: 195/500 ---- Epoch Loss: 0.555076\n-------------------------\nEpoch: 196/500 ---- Epoch Loss: 0.554814\n-------------------------\nEpoch: 197/500 ---- Epoch Loss: 0.551883\n-------------------------\nEpoch: 198/500 ---- Epoch Loss: 0.552293\n-------------------------\nEpoch: 199/500 ---- Epoch Loss: 0.549354\n----------------------------------------\nSample text generated at 200th epoch\nI can do this all day -- .\nThey're coming to anything.\nI'm just running in a fight,\nwhile the facility is a brightest of our most responsibility.\nWe can't stay...\nand then incomen San sach is the first time...\n\"Peacon.\nThey never even used to won't happen to kill you,\na suggestime, dip in Strucker's experiments\nto come and \n----------------------------------------\n-------------------------\nEpoch: 200/500 ---- Epoch Loss: 0.541471\n-------------------------\nEpoch: 201/500 ---- Epoch Loss: 0.525688\n-------------------------\nEpoch: 202/500 ---- Epoch Loss: 0.514816\n-------------------------\nEpoch: 203/500 ---- Epoch Loss: 0.504738\n-------------------------\nEpoch: 204/500 ---- Epoch Loss: 0.498129\n-------------------------\nEpoch: 205/500 ---- Epoch Loss: 0.491194\n-------------------------\nEpoch: 206/500 ---- Epoch Loss: 0.487306\n-------------------------\nEpoch: 207/500 ---- Epoch Loss: 0.486053\n-------------------------\nEpoch: 208/500 ---- Epoch Loss: 0.483955\n-------------------------\nEpoch: 209/500 ---- Epoch Loss: 0.483798\n----------------------------------------\nSample text generated at 210th epoch\nNoobMaster69 -- cy father.\nHe escapes seen.\nI can take a while.\nI'm distracting.\nIt's fine, target is a full-tearies.\nThere's only one by the American king's huge freedom\nthe realms traps us for me atart.\nYou guys did someone there as straight.\nNot too far guys...\nred?\nA Gear-Moft stable grown,\nbecause that parked \n----------------------------------------\n-------------------------\nEpoch: 210/500 ---- Epoch Loss: 0.481047\n-------------------------\nEpoch: 211/500 ---- Epoch Loss: 0.482303\n-------------------------\nEpoch: 212/500 ---- Epoch Loss: 0.482959\n-------------------------\nEpoch: 213/500 ---- Epoch Loss: 0.481552\n-------------------------\nEpoch: 214/500 ---- Epoch Loss: 0.484740\n-------------------------\nEpoch: 215/500 ---- Epoch Loss: 0.486354\n-------------------------\nEpoch: 216/500 ---- Epoch Loss: 0.489848\n-------------------------\nEpoch: 217/500 ---- Epoch Loss: 0.491748\n-------------------------\nEpoch: 218/500 ---- Epoch Loss: 0.494304\n-------------------------\nEpoch: 219/500 ---- Epoch Loss: 0.503146\n----------------------------------------\nSample text generated at 220th epoch\nI knew it! -- .\nfively commands to this...\nI agree, actually...\nI'm okay.\nI'm gonna need the glasses.\n(SIGHS)\nI'm sorry.\nI'm good. That's my blus, Are we done.\nI excellent idea. Keep driver. You're gonna need all that mouthe.\nWhat about Jane? Where the sandway?\nGet the plan! We need a rider-shee-uperator for that\n----------------------------------------\n-------------------------\nEpoch: 220/500 ---- Epoch Loss: 0.506509\n-------------------------\nEpoch: 221/500 ---- Epoch Loss: 0.506517\n-------------------------\nEpoch: 222/500 ---- Epoch Loss: 0.504396\n-------------------------\nEpoch: 223/500 ---- Epoch Loss: 0.503205\n-------------------------\nEpoch: 224/500 ---- Epoch Loss: 0.497982\n-------------------------\nEpoch: 225/500 ---- Epoch Loss: 0.491096\n-------------------------\nEpoch: 226/500 ---- Epoch Loss: 0.483242\n-------------------------\nEpoch: 227/500 ---- Epoch Loss: 0.475279\n-------------------------\nEpoch: 228/500 ---- Epoch Loss: 0.462446\n-------------------------\nEpoch: 229/500 ---- Epoch Loss: 0.452332\n----------------------------------------\nSample text generated at 230th epoch\nNoobMaster69 -- cLateral,...\nI had a choice.\nHe protected people with that points...\nSurtly in them near part of the world.\nGood evening.\n(SCREAMING)\n(GRUNTING)\n(PEOPLE SCREAMING)\n(DICRLATING)\n(GRUNTS)\n(PANTING)\n(HEAMDLES)\n(GUNRSO)\n(BLACKNG) I'm not. (GRUNTS)\nI'm not letting in fione. Are you all right?\n(SIGHS) Bru\n----------------------------------------\n-------------------------\nEpoch: 230/500 ---- Epoch Loss: 0.449562\n-------------------------\nEpoch: 231/500 ---- Epoch Loss: 0.447100\n-------------------------\nEpoch: 232/500 ---- Epoch Loss: 0.441518\n-------------------------\nEpoch: 233/500 ---- Epoch Loss: 0.437754\n-------------------------\nEpoch: 234/500 ---- Epoch Loss: 0.434731\n-------------------------\nEpoch: 235/500 ---- Epoch Loss: 0.432617\n-------------------------\nEpoch: 236/500 ---- Epoch Loss: 0.428855\n-------------------------\nEpoch: 237/500 ---- Epoch Loss: 0.424069\n-------------------------\nEpoch: 238/500 ---- Epoch Loss: 0.419660\n-------------------------\nEpoch: 239/500 ---- Epoch Loss: 0.418556\n----------------------------------------\nSample text generated at 240th epoch\nI knew it! -- .\nHeypight!\nYou are half the things I've had before.\nI mean, you're in a city ttill.\nFive. I need your huddles. You bid pan!\nOpen the door! Now!\nGet on your knees!\nGet down! Get the way!\n(GRUNTING)\nOkay!\nAnd I'm going to kill you too.\nI want you to be about the right thing.\nHeavens Division.\nWhereve\n----------------------------------------\n-------------------------\nEpoch: 240/500 ---- Epoch Loss: 0.421698\n-------------------------\nEpoch: 241/500 ---- Epoch Loss: 0.423877\n-------------------------\nEpoch: 242/500 ---- Epoch Loss: 0.421995\n-------------------------\nEpoch: 243/500 ---- Epoch Loss: 0.415247\n-------------------------\nEpoch: 244/500 ---- Epoch Loss: 0.409110\n-------------------------\nEpoch: 245/500 ---- Epoch Loss: 0.402333\n-------------------------\nEpoch: 246/500 ---- Epoch Loss: 0.393299\n-------------------------\nEpoch: 247/500 ---- Epoch Loss: 0.386704\n-------------------------\nEpoch: 248/500 ---- Epoch Loss: 0.382281\n-------------------------\nEpoch: 249/500 ---- Epoch Loss: 0.383273\n----------------------------------------\nSample text generated at 250th epoch\nI'm IRONMAN -- . (INDISTINCT CHATTER)\nOkay, first, I'm gonna be mission system\nas you here.\nI said they're with you, Peter.\nPlease, don't make me propusing that message.\nYeah.\nIt's not real, it's not real!\nThat's awesome.\nI think they can do.\nTONY: The suit is meaning.\nToday, Jeetzin.\n- The stupid double made? - Y\n----------------------------------------\n-------------------------\nEpoch: 250/500 ---- Epoch Loss: 0.380915\n-------------------------\nEpoch: 251/500 ---- Epoch Loss: 0.377965\n-------------------------\nEpoch: 252/500 ---- Epoch Loss: 0.378403\n-------------------------\nEpoch: 253/500 ---- Epoch Loss: 0.376083\n-------------------------\nEpoch: 254/500 ---- Epoch Loss: 0.378111\n-------------------------\nEpoch: 255/500 ---- Epoch Loss: 0.372488\n-------------------------\nEpoch: 256/500 ---- Epoch Loss: 0.371941\n-------------------------\nEpoch: 257/500 ---- Epoch Loss: 0.371055\n-------------------------\nEpoch: 258/500 ---- Epoch Loss: 0.371124\n-------------------------\nEpoch: 259/500 ---- Epoch Loss: 0.366820\n----------------------------------------\nSample text generated at 260th epoch\nReality is often disappointing -- es.\nThere. In the captains.\nI'm sorry. That's what you know\nand got here for the company.\nOo could have prove to you by honey.\nPepper.\nPerhaps I treated it too ball.\nYou're gonna tell himself.\nI know it's complicated.\nGod, four to Yondu Youngil's applace I can tell you, soldier.\nWell, I haven't perf\n----------------------------------------\n-------------------------\nEpoch: 260/500 ---- Epoch Loss: 0.365590\n-------------------------\nEpoch: 261/500 ---- Epoch Loss: 0.366617\n-------------------------\nEpoch: 262/500 ---- Epoch Loss: 0.371561\n-------------------------\nEpoch: 263/500 ---- Epoch Loss: 0.372904\n-------------------------\nEpoch: 264/500 ---- Epoch Loss: 0.378656\n-------------------------\nEpoch: 265/500 ---- Epoch Loss: 0.376628\n-------------------------\nEpoch: 266/500 ---- Epoch Loss: 0.372590\n-------------------------\nEpoch: 267/500 ---- Epoch Loss: 0.366379\n-------------------------\nEpoch: 268/500 ---- Epoch Loss: 0.360787\n-------------------------\nEpoch: 269/500 ---- Epoch Loss: 0.357267\n----------------------------------------\nSample text generated at 270th epoch\nNoobMaster69 -- !\n- Because I had my finger on detention? - It's just the ball.\n(THOR SPEAKING RUSSIAN)\nLonging\nNo.\nRusted everything I know\nthat it's going to blast your world.\nIt's dead.\nYeah, these guys aren't just the highest order.\nMr. Stark. What I am intimidrent, Nebulausional Hydr?\nWhat, the Convergence has\n----------------------------------------\n-------------------------\nEpoch: 270/500 ---- Epoch Loss: 0.356143\n-------------------------\nEpoch: 271/500 ---- Epoch Loss: 0.352697\n-------------------------\nEpoch: 272/500 ---- Epoch Loss: 0.347795\n-------------------------\nEpoch: 273/500 ---- Epoch Loss: 0.341759\n-------------------------\nEpoch: 274/500 ---- Epoch Loss: 0.335294\n-------------------------\nEpoch: 275/500 ---- Epoch Loss: 0.328412\n-------------------------\nEpoch: 276/500 ---- Epoch Loss: 0.322342\n-------------------------\nEpoch: 277/500 ---- Epoch Loss: 0.317908\n-------------------------\nEpoch: 278/500 ---- Epoch Loss: 0.313536\n-------------------------\nEpoch: 279/500 ---- Epoch Loss: 0.309534\n----------------------------------------\nSample text generated at 280th epoch\nNoobMaster69 --  yourselves.\nThat's all outfit.\nYou didn't know what you try?\nYou're gonna be lays, but that thing for yourself.\nAnd yes. It's a good habs me...\nI think would you see a phuck.\nYeah, all right. I've also sort of yourself.\nI call you in...\nin Russian disappointment,\nwhere Tony Stark?\n- No. - Yeah, we \n----------------------------------------\n-------------------------\nEpoch: 280/500 ---- Epoch Loss: 0.307203\n-------------------------\nEpoch: 281/500 ---- Epoch Loss: 0.306020\n-------------------------\nEpoch: 282/500 ---- Epoch Loss: 0.301237\n-------------------------\nEpoch: 283/500 ---- Epoch Loss: 0.298257\n-------------------------\nEpoch: 284/500 ---- Epoch Loss: 0.293722\n-------------------------\nEpoch: 285/500 ---- Epoch Loss: 0.288928\n-------------------------\nEpoch: 286/500 ---- Epoch Loss: 0.288503\n-------------------------\nEpoch: 287/500 ---- Epoch Loss: 0.287924\n-------------------------\nEpoch: 288/500 ---- Epoch Loss: 0.289959\n-------------------------\nEpoch: 289/500 ---- Epoch Loss: 0.289559\n----------------------------------------\nSample text generated at 290th epoch\nReality is often disappointing -- rip.\nWe never could just drop out his convergant that you won't enjagement us.\nOur and took me with this guy.\nThere's a chance you still solve Peter-savial upon quite precising.\nIt's too late for an honoure.\nYou guys are the weapon of absorush to an old friend.\nDormammu can we focus!\nI must dead if \n----------------------------------------\n-------------------------\nEpoch: 290/500 ---- Epoch Loss: 0.290254\n-------------------------\nEpoch: 291/500 ---- Epoch Loss: 0.288631\n-------------------------\nEpoch: 292/500 ---- Epoch Loss: 0.286235\n-------------------------\nEpoch: 293/500 ---- Epoch Loss: 0.287080\n-------------------------\nEpoch: 294/500 ---- Epoch Loss: 0.291129\n-------------------------\nEpoch: 295/500 ---- Epoch Loss: 0.295435\n-------------------------\nEpoch: 296/500 ---- Epoch Loss: 0.300952\n-------------------------\nEpoch: 297/500 ---- Epoch Loss: 0.300451\n-------------------------\nEpoch: 298/500 ---- Epoch Loss: 0.299910\n-------------------------\nEpoch: 299/500 ---- Epoch Loss: 0.298661\n----------------------------------------\nSample text generated at 300th epoch\nNoobMaster69 -- \nPeriswing.\nHumans how many...\nI forgot my bartend in my world.\nWhere was still skilling, as running?\nYou know, where they think\nwe'll fight back to Assistan!\nYou're supposed to take the correst there.\nBut that's so cool untrover bonds.\nCan we get out of here. And fast.\nDon't bother. But that's not \n----------------------------------------\n-------------------------\nEpoch: 300/500 ---- Epoch Loss: 0.292098\n-------------------------\nEpoch: 301/500 ---- Epoch Loss: 0.283348\n-------------------------\nEpoch: 302/500 ---- Epoch Loss: 0.275590\n-------------------------\nEpoch: 303/500 ---- Epoch Loss: 0.269887\n-------------------------\nEpoch: 304/500 ---- Epoch Loss: 0.268509\n-------------------------\nEpoch: 305/500 ---- Epoch Loss: 0.267251\n-------------------------\nEpoch: 306/500 ---- Epoch Loss: 0.263680\n-------------------------\nEpoch: 307/500 ---- Epoch Loss: 0.262018\n-------------------------\nEpoch: 308/500 ---- Epoch Loss: 0.261864\n-------------------------\nEpoch: 309/500 ---- Epoch Loss: 0.262999\n----------------------------------------\nSample text generated at 310th epoch\nReality is often disappointing -- es.\nWe track the world.\nThis is just the bridge,\n\"And when you wake...\nWhat do you think?\nYes, I think you lost.\nYou know I'm gonna commit.\nI'm gonna trapher Xandar...\nwho's a transponder.\nShe's designed for the first thing off my head...\nyou know anything about me.\nAnd then the Umbubising systems.\n\n----------------------------------------\n-------------------------\nEpoch: 310/500 ---- Epoch Loss: 0.262621\n-------------------------\nEpoch: 311/500 ---- Epoch Loss: 0.265488\n-------------------------\nEpoch: 312/500 ---- Epoch Loss: 0.271448\n-------------------------\nEpoch: 313/500 ---- Epoch Loss: 0.274325\n-------------------------\nEpoch: 314/500 ---- Epoch Loss: 0.274986\n-------------------------\nEpoch: 315/500 ---- Epoch Loss: 0.277305\n-------------------------\nEpoch: 316/500 ---- Epoch Loss: 0.277163\n-------------------------\nEpoch: 317/500 ---- Epoch Loss: 0.278302\n-------------------------\nEpoch: 318/500 ---- Epoch Loss: 0.280829\n-------------------------\nEpoch: 319/500 ---- Epoch Loss: 0.286485\n----------------------------------------\nSample text generated at 320th epoch\nI knew it! -- \nI must came from an end time travel.\nA winning combous want\nknite to be better. I cannot leave I have to do to you.\nI'm so sorry. I shouldn't say I'm gonna take him.\nHe's unded to him.\nI could take me who feIrated.\nI was just takes.\nWell, then why don't you just building this up?\nThat's everywhere.\n----------------------------------------\n-------------------------\nEpoch: 320/500 ---- Epoch Loss: 0.287329\n-------------------------\nEpoch: 321/500 ---- Epoch Loss: 0.286348\n-------------------------\nEpoch: 322/500 ---- Epoch Loss: 0.287048\n-------------------------\nEpoch: 323/500 ---- Epoch Loss: 0.285908\n-------------------------\nEpoch: 324/500 ---- Epoch Loss: 0.281838\n-------------------------\nEpoch: 325/500 ---- Epoch Loss: 0.277268\n-------------------------\nEpoch: 326/500 ---- Epoch Loss: 0.273723\n-------------------------\nEpoch: 327/500 ---- Epoch Loss: 0.274773\n-------------------------\nEpoch: 328/500 ---- Epoch Loss: 0.274910\n-------------------------\nEpoch: 329/500 ---- Epoch Loss: 0.274968\n----------------------------------------\nSample text generated at 330th epoch\nNoobMaster69 -- .\nDon't worry.\nShe's stronger, again.\nNow, your friends.\nYeah. You know I would love.\nI...\nI chose would work.\nThen why don't you live.\nI'm saying there's the most powerful blast was partner.\nBut find me old man for dressed like this.\nDon't leave me\nthere's worshy ones.\nWait! Get rid of the date onl\n----------------------------------------\n-------------------------\nEpoch: 330/500 ---- Epoch Loss: 0.272776\n-------------------------\nEpoch: 331/500 ---- Epoch Loss: 0.268659\n-------------------------\nEpoch: 332/500 ---- Epoch Loss: 0.262586\n-------------------------\nEpoch: 333/500 ---- Epoch Loss: 0.257661\n-------------------------\nEpoch: 334/500 ---- Epoch Loss: 0.253076\n-------------------------\nEpoch: 335/500 ---- Epoch Loss: 0.252212\n-------------------------\nEpoch: 336/500 ---- Epoch Loss: 0.252858\n-------------------------\nEpoch: 337/500 ---- Epoch Loss: 0.252020\n-------------------------\nEpoch: 338/500 ---- Epoch Loss: 0.256146\n-------------------------\nEpoch: 339/500 ---- Epoch Loss: 0.260199\n----------------------------------------\nSample text generated at 340th epoch\nI'm IRONMAN -- : You should know. Nothin'.\nI can't let the door from the people you move.\nOh, man!\nCome on! Good. Give me your phone.\nYou're going for this?\nI can't do this. So Strays\n muscho.\nWhat does it kill me if I should probably give up the barrack from the sweet like you?\nThat would explain them.\nAnd then I\n----------------------------------------\n-------------------------\nEpoch: 340/500 ---- Epoch Loss: 0.262181\n-------------------------\nEpoch: 341/500 ---- Epoch Loss: 0.262458\n-------------------------\nEpoch: 342/500 ---- Epoch Loss: 0.261989\n-------------------------\nEpoch: 343/500 ---- Epoch Loss: 0.258767\n-------------------------\nEpoch: 344/500 ---- Epoch Loss: 0.259447\n-------------------------\nEpoch: 345/500 ---- Epoch Loss: 0.260921\n-------------------------\nEpoch: 346/500 ---- Epoch Loss: 0.257709\n-------------------------\nEpoch: 347/500 ---- Epoch Loss: 0.254869\n-------------------------\nEpoch: 348/500 ---- Epoch Loss: 0.248442\n-------------------------\nEpoch: 349/500 ---- Epoch Loss: 0.245588\n----------------------------------------\nSample text generated at 350th epoch\nNoobMaster69 -- ..\n\"Laking! - Copying them.\nA math. Hope. I'll just blow them, as a fool.\nAll right, Hank. Huh.\nI got and traffic luck.\nYeah, we do.\nWell, he doesn't have to gaint all qualive.\nA ceptable for Rin.\nThey weren't afraid.\nSo how does that believe me? You will tell Mar-Vyrraka five,\nright.\nBut we need to\n----------------------------------------\n-------------------------\nEpoch: 350/500 ---- Epoch Loss: 0.240994\n-------------------------\nEpoch: 351/500 ---- Epoch Loss: 0.238387\n-------------------------\nEpoch: 352/500 ---- Epoch Loss: 0.234472\n-------------------------\nEpoch: 353/500 ---- Epoch Loss: 0.229515\n-------------------------\nEpoch: 354/500 ---- Epoch Loss: 0.227070\n-------------------------\nEpoch: 355/500 ---- Epoch Loss: 0.225203\n-------------------------\nEpoch: 356/500 ---- Epoch Loss: 0.222988\n-------------------------\nEpoch: 357/500 ---- Epoch Loss: 0.222104\n-------------------------\nEpoch: 358/500 ---- Epoch Loss: 0.219414\n-------------------------\nEpoch: 359/500 ---- Epoch Loss: 0.217767\n----------------------------------------\nSample text generated at 360th epoch\nI knew it! -- \nI love you, too.\nSo much. I promise the other captured.\nNone!\nAs a matter of fact, I do.\nStupid.\nHulk at us. Don't put his head into this guy.\nWhy would I be what happened...\nThe only kind of it.\nThey're all rinis Glast.\nYou're the best. 100%.\nSo how's at 94%.\nOur champions-gravise you mean...\n(GRO\n----------------------------------------\n-------------------------\nEpoch: 360/500 ---- Epoch Loss: 0.219725\n-------------------------\nEpoch: 361/500 ---- Epoch Loss: 0.219361\n-------------------------\nEpoch: 362/500 ---- Epoch Loss: 0.221820\n-------------------------\nEpoch: 363/500 ---- Epoch Loss: 0.222304\n-------------------------\nEpoch: 364/500 ---- Epoch Loss: 0.221055\n-------------------------\nEpoch: 365/500 ---- Epoch Loss: 0.219887\n-------------------------\nEpoch: 366/500 ---- Epoch Loss: 0.215783\n-------------------------\nEpoch: 367/500 ---- Epoch Loss: 0.211435\n-------------------------\nEpoch: 368/500 ---- Epoch Loss: 0.210637\n-------------------------\nEpoch: 369/500 ---- Epoch Loss: 0.207920\n----------------------------------------\nSample text generated at 370th epoch\nI knew it! -- \nGuardians of my head...\nI think someone else good at the champion,\nyou got that city than that.\nWe're going to kill him.\n- I want eyes electronic. - Thanos let's running on the landing zenity.\nOur class wants me to improvise.\nHaven't you wake, \"Where yet?\nBecause I'm your in the flesh.\nOh, my God.\n\n----------------------------------------\n-------------------------\nEpoch: 370/500 ---- Epoch Loss: 0.205844\n-------------------------\nEpoch: 371/500 ---- Epoch Loss: 0.207668\n-------------------------\nEpoch: 372/500 ---- Epoch Loss: 0.210402\n-------------------------\nEpoch: 373/500 ---- Epoch Loss: 0.209442\n-------------------------\nEpoch: 374/500 ---- Epoch Loss: 0.208500\n-------------------------\nEpoch: 375/500 ---- Epoch Loss: 0.205091\n-------------------------\nEpoch: 376/500 ---- Epoch Loss: 0.202078\n-------------------------\nEpoch: 377/500 ---- Epoch Loss: 0.195886\n-------------------------\nEpoch: 378/500 ---- Epoch Loss: 0.191096\n-------------------------\nEpoch: 379/500 ---- Epoch Loss: 0.187276\n----------------------------------------\nSample text generated at 380th epoch\nI'm IRONMAN -- : - For you, sir,\ndude, it's good.\nOh, no\nSends his lab.\nNow, what's up to me.\nI don't know why they're first.\nI'd be returned. They're getting out.\nIt's just a scratch.\nNo.\nI can't help myself something a little more stop.\nGoing up. I'm move.\nI can't send me something a little bit, man.\nBehind, ple\n----------------------------------------\n-------------------------\nEpoch: 380/500 ---- Epoch Loss: 0.184958\n-------------------------\nEpoch: 381/500 ---- Epoch Loss: 0.182867\n-------------------------\nEpoch: 382/500 ---- Epoch Loss: 0.185641\n-------------------------\nEpoch: 383/500 ---- Epoch Loss: 0.185896\n-------------------------\nEpoch: 384/500 ---- Epoch Loss: 0.179615\n-------------------------\nEpoch: 385/500 ---- Epoch Loss: 0.171322\n-------------------------\nEpoch: 386/500 ---- Epoch Loss: 0.164411\n-------------------------\nEpoch: 387/500 ---- Epoch Loss: 0.156129\n-------------------------\nEpoch: 388/500 ---- Epoch Loss: 0.155167\n-------------------------\nEpoch: 389/500 ---- Epoch Loss: 0.154669\n----------------------------------------\nSample text generated at 390th epoch\nI knew it! -- \nGet out of there.\nFirst, Quill. You're gonna be exactly behinditable, you know this.\nI need your help.\nIt's not about steppons.\nIt's not right.\nThe can't find a room,\nwe will talk to enough to kick off an energy rabina.\nMinn-and men I'll take you.\nWhat?\nLock.\nDoes she realing us the weapons.\nSir?\nC\n----------------------------------------\n-------------------------\nEpoch: 390/500 ---- Epoch Loss: 0.155171\n-------------------------\nEpoch: 391/500 ---- Epoch Loss: 0.160876\n-------------------------\nEpoch: 392/500 ---- Epoch Loss: 0.167695\n-------------------------\nEpoch: 393/500 ---- Epoch Loss: 0.168834\n-------------------------\nEpoch: 394/500 ---- Epoch Loss: 0.171597\n-------------------------\nEpoch: 395/500 ---- Epoch Loss: 0.174933\n-------------------------\nEpoch: 396/500 ---- Epoch Loss: 0.173368\n-------------------------\nEpoch: 397/500 ---- Epoch Loss: 0.171264\n-------------------------\nEpoch: 398/500 ---- Epoch Loss: 0.170729\n-------------------------\nEpoch: 399/500 ---- Epoch Loss: 0.170198\n----------------------------------------\nSample text generated at 400th epoch\nI can do this all day -- .\nAre you having an impact.\nWell, if he's dead it on you.\nThank you.\nI really wish your did in Avalots.\nI mean, you in your head.\nDepends on it.\nOn it.\nThe truth you want to hand over there?\nAn events were not clear.\nAll eygensive enjuisment.\nThanks, May!\nIad got my rule against be half. Ho.\nI'm reb\n----------------------------------------\n-------------------------\nEpoch: 400/500 ---- Epoch Loss: 0.166272\n-------------------------\nEpoch: 401/500 ---- Epoch Loss: 0.164317\n-------------------------\nEpoch: 402/500 ---- Epoch Loss: 0.163761\n-------------------------\nEpoch: 403/500 ---- Epoch Loss: 0.161486\n-------------------------\nEpoch: 404/500 ---- Epoch Loss: 0.159880\n-------------------------\nEpoch: 405/500 ---- Epoch Loss: 0.159499\n-------------------------\nEpoch: 406/500 ---- Epoch Loss: 0.158182\n-------------------------\nEpoch: 407/500 ---- Epoch Loss: 0.157940\n-------------------------\nEpoch: 408/500 ---- Epoch Loss: 0.160725\n-------------------------\nEpoch: 409/500 ---- Epoch Loss: 0.162765\n----------------------------------------\nSample text generated at 410th epoch\nI'm IRONMAN --  Exsertioned.\nOnly a hundred team,\neven thought I was cute.\nJust sleep.\nI'll see you up to, Cap.\nI'm so sorry, we will be burdenets.\nWhat, I will bath out you letting off in a flybra.\nCall out of expertable.\n- Not a problem.\n- I'll just put me in a chance. - Jetro.\n(DARCY WHIRA INDISTINCTLY)\n(GRUNTS\n----------------------------------------\n-------------------------\nEpoch: 410/500 ---- Epoch Loss: 0.165603\n-------------------------\nEpoch: 411/500 ---- Epoch Loss: 0.168485\n-------------------------\nEpoch: 412/500 ---- Epoch Loss: 0.170425\n-------------------------\nEpoch: 413/500 ---- Epoch Loss: 0.171589\n-------------------------\nEpoch: 414/500 ---- Epoch Loss: 0.174266\n-------------------------\nEpoch: 415/500 ---- Epoch Loss: 0.176928\n-------------------------\nEpoch: 416/500 ---- Epoch Loss: 0.175053\n-------------------------\nEpoch: 417/500 ---- Epoch Loss: 0.169894\n-------------------------\nEpoch: 418/500 ---- Epoch Loss: 0.166849\n-------------------------\nEpoch: 419/500 ---- Epoch Loss: 0.161225\n----------------------------------------\nSample text generated at 420th epoch\nReality is often disappointing -- es. We're gonna show you how I got us. - I'm a fightzy.\n- Do you know. - Paggy?\nBecause you're worried than the odds from the beginning.\n(ROWRIRING COMPITUNTS)\nYeah. Fine...\nSee, that's a picture of my quick!\nSo, you don't.\nMove on to your mother and target every selling her back.\nWe have really sor\n----------------------------------------\n-------------------------\nEpoch: 420/500 ---- Epoch Loss: 0.157464\n-------------------------\nEpoch: 421/500 ---- Epoch Loss: 0.155158\n-------------------------\nEpoch: 422/500 ---- Epoch Loss: 0.151752\n-------------------------\nEpoch: 423/500 ---- Epoch Loss: 0.149737\n-------------------------\nEpoch: 424/500 ---- Epoch Loss: 0.149986\n-------------------------\nEpoch: 425/500 ---- Epoch Loss: 0.148437\n-------------------------\nEpoch: 426/500 ---- Epoch Loss: 0.147107\n-------------------------\nEpoch: 427/500 ---- Epoch Loss: 0.146849\n-------------------------\nEpoch: 428/500 ---- Epoch Loss: 0.151007\n-------------------------\nEpoch: 429/500 ---- Epoch Loss: 0.151600\n----------------------------------------\nSample text generated at 430th epoch\nI can do this all day -- .\nRogers, seriously, because it's on your time.\nI cannot.\nWhat about you?\nI cried about the elements you talk.\nIs this the eyes, Captain.\nAll right, not the galaxy against the ship.\nIt's like the cut\nyou opened the story.\nStark, I'm here. You like it?\n- What do you see? - Takh careful. I need your h\n----------------------------------------\n-------------------------\nEpoch: 430/500 ---- Epoch Loss: 0.155438\n-------------------------\nEpoch: 431/500 ---- Epoch Loss: 0.159939\n-------------------------\nEpoch: 432/500 ---- Epoch Loss: 0.164353\n-------------------------\nEpoch: 433/500 ---- Epoch Loss: 0.166441\n-------------------------\nEpoch: 434/500 ---- Epoch Loss: 0.170381\n-------------------------\nEpoch: 435/500 ---- Epoch Loss: 0.174676\n-------------------------\nEpoch: 436/500 ---- Epoch Loss: 0.176961\n-------------------------\nEpoch: 437/500 ---- Epoch Loss: 0.178970\n-------------------------\nEpoch: 438/500 ---- Epoch Loss: 0.180857\n-------------------------\nEpoch: 439/500 ---- Epoch Loss: 0.181155\n----------------------------------------\nSample text generated at 440th epoch\nI'm IRONMAN --  1: What, are you sure this is? Give me the throne.\nHELLUL LED Y: Pard becomes help!\n- I can't believe you have time, Remote drill.\n- If he's after the facial school orchet.\nHey, buddy. How you feel a little stude?\nPne out!\nNo!\nWhat do you mean it's real?\"\nHey, I'm here, I'm gone, not expecting your\n----------------------------------------\n-------------------------\nEpoch: 440/500 ---- Epoch Loss: 0.183139\n-------------------------\nEpoch: 441/500 ---- Epoch Loss: 0.180884\n-------------------------\nEpoch: 442/500 ---- Epoch Loss: 0.174782\n-------------------------\nEpoch: 443/500 ---- Epoch Loss: 0.169002\n-------------------------\nEpoch: 444/500 ---- Epoch Loss: 0.164775\n-------------------------\nEpoch: 445/500 ---- Epoch Loss: 0.163931\n-------------------------\nEpoch: 446/500 ---- Epoch Loss: 0.163364\n-------------------------\nEpoch: 447/500 ---- Epoch Loss: 0.162781\n-------------------------\nEpoch: 448/500 ---- Epoch Loss: 0.163611\n-------------------------\nEpoch: 449/500 ---- Epoch Loss: 0.159570\n----------------------------------------\nSample text generated at 450th epoch\nReality is often disappointing -- es.\nWell, individ's working with danger.\nRelax. This is no closer than you.\nYou're a good man.\nHe was strong.\nYeah. I'm glad he's gone.\nEveryone is so commitfing hume!\n(SCREAMS)\n- (STATING) - (STAMMERING) - That's what everyone said give him something.\n- I'm getting close! - No, you're not.\n- Good. \n----------------------------------------\n-------------------------\nEpoch: 450/500 ---- Epoch Loss: 0.159621\n-------------------------\nEpoch: 451/500 ---- Epoch Loss: 0.158185\n-------------------------\nEpoch: 452/500 ---- Epoch Loss: 0.157163\n-------------------------\nEpoch: 453/500 ---- Epoch Loss: 0.157820\n-------------------------\nEpoch: 454/500 ---- Epoch Loss: 0.159818\n-------------------------\nEpoch: 455/500 ---- Epoch Loss: 0.159535\n-------------------------\nEpoch: 456/500 ---- Epoch Loss: 0.161483\n-------------------------\nEpoch: 457/500 ---- Epoch Loss: 0.161932\n-------------------------\nEpoch: 458/500 ---- Epoch Loss: 0.163526\n-------------------------\nEpoch: 459/500 ---- Epoch Loss: 0.164899\n----------------------------------------\nSample text generated at 460th epoch\nI can do this all day -- er for it.\nDo you have any idea how much opera living cleaning winter records online.\nAnd he goes through when they're outfition...\nthe reality overling in the rad-rnigire in the window program that Soun Beck,\nand you know who I am.\nWhat the hell you donew it.\nI win, we got no man.\nI'm gonna pretend\n----------------------------------------\n-------------------------\nEpoch: 460/500 ---- Epoch Loss: 0.168771\n-------------------------\nEpoch: 461/500 ---- Epoch Loss: 0.170514\n-------------------------\nEpoch: 462/500 ---- Epoch Loss: 0.170003\n-------------------------\nEpoch: 463/500 ---- Epoch Loss: 0.170403\n-------------------------\nEpoch: 464/500 ---- Epoch Loss: 0.170564\n-------------------------\nEpoch: 465/500 ---- Epoch Loss: 0.167905\n-------------------------\nEpoch: 466/500 ---- Epoch Loss: 0.167189\n-------------------------\nEpoch: 467/500 ---- Epoch Loss: 0.169357\n-------------------------\nEpoch: 468/500 ---- Epoch Loss: 0.171299\n-------------------------\nEpoch: 469/500 ---- Epoch Loss: 0.172402\n----------------------------------------\nSample text generated at 470th epoch\nI can do this all day -- er for it bows behind it.\nI said, she'll recone, right?\nWell, forget it, I got here to transfer what you did here today.\nI didn't do it for Praci at we can, do you have to stay\nwith the Stone.\nAs a matter of formula traiting a debriefing point, right?\nAnd as a matter of here.\nThere's only one we've \n----------------------------------------\n-------------------------\nEpoch: 470/500 ---- Epoch Loss: 0.171650\n-------------------------\nEpoch: 471/500 ---- Epoch Loss: 0.175309\n-------------------------\nEpoch: 472/500 ---- Epoch Loss: 0.178245\n-------------------------\nEpoch: 473/500 ---- Epoch Loss: 0.179143\n-------------------------\nEpoch: 474/500 ---- Epoch Loss: 0.178312\n-------------------------\nEpoch: 475/500 ---- Epoch Loss: 0.176454\n-------------------------\nEpoch: 476/500 ---- Epoch Loss: 0.179721\n-------------------------\nEpoch: 477/500 ---- Epoch Loss: 0.179268\n-------------------------\nEpoch: 478/500 ---- Epoch Loss: 0.178859\n-------------------------\nEpoch: 479/500 ---- Epoch Loss: 0.178677\n----------------------------------------\nSample text generated at 480th epoch\nI can do this all day -- .\nThank you.\n- What about this little fried?\nI don't know if this it is. Leave the people of Brookly.\n- Just not this a joke? - It's okay.\n- I'm sure they're a big with for? - No.\nYou're not another one of them's really advanced behind that I need two collection\nin front of everyone that's an improv\n----------------------------------------\n-------------------------\nEpoch: 480/500 ---- Epoch Loss: 0.176792\n-------------------------\nEpoch: 481/500 ---- Epoch Loss: 0.171182\n-------------------------\nEpoch: 482/500 ---- Epoch Loss: 0.162411\n-------------------------\nEpoch: 483/500 ---- Epoch Loss: 0.152959\n-------------------------\nEpoch: 484/500 ---- Epoch Loss: 0.142443\n-------------------------\nEpoch: 485/500 ---- Epoch Loss: 0.134148\n-------------------------\nEpoch: 486/500 ---- Epoch Loss: 0.128443\n-------------------------\nEpoch: 487/500 ---- Epoch Loss: 0.121095\n-------------------------\nEpoch: 488/500 ---- Epoch Loss: 0.117418\n-------------------------\nEpoch: 489/500 ---- Epoch Loss: 0.117685\n----------------------------------------\nSample text generated at 490th epoch\nNoobMaster69 -- ...\nI am trying to get that lab back.\nWhat?\nThe chamber and I thought I would like to with that thing.\nYou all right, Pete?\nYeah.\nBecause you don't have many more\nand acquieved the Element.\nWith a good loop for me\nno warned to time to a court-made?\nYes, we ruin out here\nwe can handle it. We were on \n----------------------------------------\n-------------------------\nEpoch: 490/500 ---- Epoch Loss: 0.119164\n-------------------------\nEpoch: 491/500 ---- Epoch Loss: 0.122560\n-------------------------\nEpoch: 492/500 ---- Epoch Loss: 0.123988\n-------------------------\nEpoch: 493/500 ---- Epoch Loss: 0.125069\n-------------------------\nEpoch: 494/500 ---- Epoch Loss: 0.125703\n-------------------------\nEpoch: 495/500 ---- Epoch Loss: 0.127307\n-------------------------\nEpoch: 496/500 ---- Epoch Loss: 0.129422\n-------------------------\nEpoch: 497/500 ---- Epoch Loss: 0.130414\n-------------------------\nEpoch: 498/500 ---- Epoch Loss: 0.129986\n-------------------------\nEpoch: 499/500 ---- Epoch Loss: 0.128542\n----------------------------------------\nSample text generated at 500th epoch\nI knew it! -- \nThe end of Was it first anything!\nOkay, then give you a kiss coming from the guy for the love of.\nAnd HYDDA discussion in your cells,\nand it's been indical for the trucks like you.\nFEMALE NATA: Yes, sir.\nTo die, Captain America learn to get him like a JBPe product the throne.\nI'm not gonna diminith\n----------------------------------------\n-------------------------\nEpoch: 500/500 ---- Epoch Loss: 0.127911\n"
    }
   ],
   "source": [
    "gru_losses = train(gru_model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "Model Saved\n"
    }
   ],
   "source": [
    "torch.save(gru_model,\"model/{}.pth\".format(gru_model.getModelName().lower()))\n",
    "print(\"Model Saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#plotting\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(range(1,EPOCHS+1),rnn_losses, label = \"RNN Loss\", color = 'red')    \n",
    "plt.plot(range(1,EPOCHS+1),lstm_losses, label = \"LSTM Loss\", color = 'green')\n",
    "plt.plot(range(1,EPOCHS+1),gru_losses, label = \"GRU Loss\", color = 'blue')  \n",
    "plt.title(\"Training Losses\")\n",
    "plt.xlabel(\"Epochs\")\n",
    "plt.ylabel(\"Loss Values\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
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