diff --git a/.gitignore b/.gitignore
index c157de7..5ec6329 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 .ipynb_checkpoints/
-processed_train.txt
\ No newline at end of file
+processed_train.txt
+model/
\ No newline at end of file
diff --git a/dev-0/out.tsv b/dev-0/out.tsv
new file mode 100644
index 0000000..66f93d2
--- /dev/null
+++ b/dev-0/out.tsv
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diff --git a/run.ipynb b/run.ipynb
index d4b6f28..b909917 100644
--- a/run.ipynb
+++ b/run.ipynb
@@ -3,22 +3,24 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "56fb2fdb",
+   "id": "03de852a",
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
+    "import numpy as np\n",
     "import regex as re\n",
-    "import torch\n",
     "import csv\n",
+    "import torch\n",
     "from torch import nn\n",
-    "from collections import Counter"
+    "from gensim.models import Word2Vec\n",
+    "from nltk.tokenize import word_tokenize"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "74f269c9",
+   "id": "73497953",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -29,81 +31,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "c939f600",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class Dataset(torch.utils.data.Dataset):\n",
-    "    def __init__(self, sequence_length, file_path):\n",
-    "        self.file_path = file_path\n",
-    "        self.sequence_length = sequence_length\n",
-    "        self.words = self.load()\n",
-    "        self.uniq_words = self.get_uniq_words()\n",
-    "\n",
-    "        self.index_to_word = {index: word for index, word in enumerate(self.uniq_words)}\n",
-    "        self.word_to_index = {word: index for index, word in enumerate(self.uniq_words)}\n",
-    "        \n",
-    "        self.index_to_word[-1] = '<UNK>'\n",
-    "        self.word_to_index['<UNK>'] = -1\n",
-    "\n",
-    "        self.words_indexes = [self.word_to_index[w] if w in self.uniq_words else self.word_to_index['<UNK>'] for w in self.words]\n",
-    "\n",
-    "    def load(self):\n",
-    "        with open(self.file_path, 'r') as f_in:\n",
-    "            text = [x.rstrip() for x in f_in.readlines() if x.strip()]\n",
-    "            text = ' '.join(text).lower()\n",
-    "            text = re.sub('[^a-ząćęłńóśźż ]', '', text) \n",
-    "            text = text.split(' ')\n",
-    "        return text\n",
-    "    \n",
-    "    def get_uniq_words(self):\n",
-    "        word_counts = Counter(self.words).most_common(250000)\n",
-    "        word_counts = dict(word_counts)\n",
-    "        return sorted(word_counts, key=word_counts.get, reverse=True)\n",
-    "\n",
-    "    def __len__(self):\n",
-    "        return len(self.words_indexes) - self.sequence_length\n",
-    "\n",
-    "    def __getitem__(self, index):\n",
-    "        return (\n",
-    "            torch.tensor(self.words_indexes[index:index+self.sequence_length]),\n",
-    "            torch.tensor(self.words_indexes[index+1:index+self.sequence_length+1]),\n",
-    "        )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "9f178921",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "class Model(nn.Module):\n",
-    "    def __init__(self, vocab_size):\n",
-    "        super(Model, self).__init__()\n",
-    "        self.lstm_size = 128\n",
-    "        self.embedding_dim = 256\n",
-    "        self.num_layers = 3\n",
-    "\n",
-    "        self.embedding = nn.Embedding(num_embeddings=vocab_size, embedding_dim=self.embedding_dim)\n",
-    "        self.lstm = nn.LSTM(input_size=self.lstm_size, hidden_size=self.lstm_size, num_layers=self.num_layers, dropout=0.2)\n",
-    "        self.fc = nn.Linear(self.lstm_size, vocab_size)\n",
-    "\n",
-    "    def forward(self, x, prev_state = None):\n",
-    "        embed = self.embedding(x)\n",
-    "        output, state = self.lstm(embed, prev_state)\n",
-    "        logits = self.fc(output)\n",
-    "        return logits, state\n",
-    "\n",
-    "    def init_state(self, sequence_length):\n",
-    "        zeros = torch.zeros(self.num_layers, sequence_length, self.lstm_size).to(device)\n",
-    "        return (zeros, zeros)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "39a27465",
+   "id": "4227ef55",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -117,8 +45,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
-   "id": "2f25401d",
+   "execution_count": 4,
+   "id": "758cf94a",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -126,142 +54,735 @@
     "train_labels = pd.read_csv('train/expected.tsv', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)\n",
     "\n",
     "train_data = train_data[[6, 7]]\n",
-    "train_data = pd.concat([train_data, train_labels], axis=1)\n",
-    "\n",
-    "train_data['text'] = train_data[6] + train_data[0] + train_data[7]\n",
-    "train_data = train_data[['text']]\n",
-    "\n",
-    "with open('processed_train.txt', 'w', encoding='utf-8') as file:\n",
-    "    for _, row in train_data.iterrows():\n",
-    "        text = clean_text(str(row['text']))\n",
-    "        file.write(text + '\\n')"
+    "train_data = pd.concat([train_data, train_labels], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "384922c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "class TrainCorpus:\n",
+    "    def __init__(self, data):\n",
+    "        self.data = data\n",
+    "        \n",
+    "    def __iter__(self):\n",
+    "        for _, row in self.data.iterrows():\n",
+    "            text = str(row[6]) + str(row[0]) + str(row[7])\n",
+    "            text = clean_text(text)\n",
+    "            yield word_tokenize(text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "3da5f19b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "train_sentences = TrainCorpus(train_data.head(100000))\n",
+    "w2v_model = Word2Vec(vector_size=100, min_count=10)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "bb55ce42",
+   "id": "183d43be",
    "metadata": {},
    "outputs": [
     {
-     "ename": "KeyboardInterrupt",
-     "evalue": "",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
-      "Input \u001b[1;32mIn [7]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[43mDataset\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m5\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mprocessed_train.txt\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n",
-      "Input \u001b[1;32mIn [3]\u001b[0m, in \u001b[0;36mDataset.__init__\u001b[1;34m(self, sequence_length, file_path)\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex_to_word[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m<UNK>\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m     12\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mword_to_index[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m<UNK>\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m\n\u001b[1;32m---> 14\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwords_indexes \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mword_to_index[w] \u001b[38;5;28;01mif\u001b[39;00m w \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39muniq_words \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mword_to_index[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m<UNK>\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m w \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwords]\n",
-      "Input \u001b[1;32mIn [3]\u001b[0m, in \u001b[0;36m<listcomp>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex_to_word[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m<UNK>\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m     12\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mword_to_index[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m<UNK>\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m\n\u001b[1;32m---> 14\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwords_indexes \u001b[38;5;241m=\u001b[39m [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mword_to_index[w] \u001b[38;5;28;01mif\u001b[39;00m w \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39muniq_words \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mword_to_index\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m<UNK>\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m w \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwords]\n",
-      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "97122\n"
      ]
     }
    ],
    "source": [
-    "data = Dataset(5, 'processed_train.txt')"
+    "w2v_model.build_vocab(corpus_iterable=train_sentences)\n",
+    "\n",
+    "key_to_index = w2v_model.wv.key_to_index\n",
+    "index_to_key = w2v_model.wv.index_to_key\n",
+    "\n",
+    "index_to_key.append('<unk>')\n",
+    "key_to_index['<unk>'] = len(index_to_key) - 1\n",
+    "\n",
+    "vocab_size = len(index_to_key)\n",
+    "print(vocab_size)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "7a6872ca",
+   "execution_count": 8,
+   "id": "e63dd9fe",
    "metadata": {},
    "outputs": [],
    "source": [
-    "data_vocab_size = len(data.uniq_words)\n",
-    "print(data_vocab_size)"
+    "class TrainDataset(torch.utils.data.IterableDataset):\n",
+    "    def __init__(self, data, index_to_key, key_to_index):\n",
+    "        self.data = data\n",
+    "        self.index_to_key = index_to_key\n",
+    "        self.key_to_index = key_to_index\n",
+    "        self.vocab_size = len(key_to_index)\n",
+    "\n",
+    "    def __iter__(self):\n",
+    "        for _, row in self.data.iterrows():\n",
+    "            text = str(row[6]) + str(row[0]) + str(row[7])\n",
+    "            text = clean_text(text)\n",
+    "            tokens = word_tokenize(text)\n",
+    "            for i in range(5, len(tokens), 1):\n",
+    "                input_context = tokens[i-5:i]\n",
+    "                target_context = tokens[i-4:i+1]\n",
+    "                #gap_word = tokens[i]\n",
+    "            \n",
+    "                input_embed = [self.key_to_index[word] if word in self.key_to_index else self.key_to_index['<unk>'] for word in input_context]\n",
+    "                target_embed = [self.key_to_index[word] if word in self.key_to_index else self.key_to_index['<unk>'] for word in target_context]\n",
+    "                #word_index = self.key_to_index[gap_word] if gap_word in self.key_to_index else self.key_to_index['<unk>']\n",
+    "                #word_embed = np.concatenate([np.zeros(word_index), np.ones(1), np.zeros(vocab_size - word_index - 1)])\n",
+    "                \n",
+    "                yield np.asarray(input_embed, dtype=np.int64), np.asarray(target_embed, dtype=np.int64)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "dc097469",
+   "execution_count": 9,
+   "id": "7c60ddc1",
    "metadata": {},
    "outputs": [],
    "source": [
-    "model = Model(vocab_size = data_vocab_size).to(device)"
+    "class Model(nn.Module):\n",
+    "    def __init__(self, embed_size, vocab_size):\n",
+    "        super(Model, self).__init__()\n",
+    "        self.embed_size = embed_size\n",
+    "        self.vocab_size = vocab_size\n",
+    "        self.gru_size = 128\n",
+    "        self.num_layers = 2\n",
+    "        \n",
+    "        self.embed = nn.Embedding(num_embeddings=vocab_size, embedding_dim=self.embed_size)\n",
+    "        self.gru = nn.GRU(input_size=self.embed_size, hidden_size=self.gru_size, num_layers=self.num_layers, dropout=0.2)\n",
+    "        self.fc = nn.Linear(self.gru_size, vocab_size)\n",
+    "\n",
+    "    def forward(self, x, prev_state = None):\n",
+    "        embed = self.embed(x)\n",
+    "        output, state = self.gru(embed, prev_state)\n",
+    "        logits = self.fc(output)\n",
+    "        probs = torch.softmax(logits, dim=1)\n",
+    "        return logits, state\n",
+    "\n",
+    "    def init_state(self, sequence_length):\n",
+    "        zeros = torch.zeros(self.num_layers, sequence_length, self.gru_size).to(device)\n",
+    "        return (zeros, zeros)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "c9fcdfe7",
+   "execution_count": 10,
+   "id": "1c7b8fab",
    "metadata": {},
    "outputs": [],
    "source": [
+    "from torch.utils.data import DataLoader\n",
+    "from torch.optim import Adam\n",
+    "\n",
     "def train(dataset, model, max_epochs, batch_size):\n",
     "    model.train()\n",
     "\n",
     "    dataloader = DataLoader(dataset, batch_size=batch_size)\n",
     "    criterion = nn.CrossEntropyLoss()\n",
-    "    optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
+    "    optimizer = Adam(model.parameters(), lr=0.001)\n",
     "\n",
     "    for epoch in range(max_epochs):\n",
     "        for batch, (x, y) in enumerate(dataloader):\n",
     "            optimizer.zero_grad()\n",
+    "            \n",
     "            x = x.to(device)\n",
     "            y = y.to(device)\n",
-    "\n",
-    "            y_pred, (state_h, state_c) = model(x)\n",
+    "            \n",
+    "            y_pred, state_h = model(x)\n",
     "            loss = criterion(y_pred.transpose(1, 2), y)\n",
     "\n",
     "            loss.backward()\n",
     "            optimizer.step()\n",
-    "\n",
-    "            print({ 'epoch': epoch, 'update in batch': batch, '/' : len(dataloader), 'loss': loss.item() "
+    "            \n",
+    "            if batch % 1000 == 0:\n",
+    "                print(f'epoch: {epoch}, update in batch {batch}/???, loss: {loss.item()}')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "38d52d9a",
+   "execution_count": 11,
+   "id": "3531d21d",
    "metadata": {},
    "outputs": [],
    "source": [
-    "def predict(dataset, model, text, next_words=5):\n",
+    "train_dataset = TrainDataset(train_data.head(100000), index_to_key, key_to_index)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "f72f1f6d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "model = Model(100, vocab_size).to(device)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "d608d9fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 0, update in batch 0/???, loss: 11.47425365447998\n",
+      "epoch: 0, update in batch 1000/???, loss: 7.042205810546875\n",
+      "epoch: 0, update in batch 2000/???, loss: 7.235440731048584\n",
+      "epoch: 0, update in batch 3000/???, loss: 7.251269340515137\n",
+      "epoch: 0, update in batch 4000/???, loss: 6.944191932678223\n",
+      "epoch: 0, update in batch 5000/???, loss: 6.263372421264648\n",
+      "epoch: 0, update in batch 6000/???, loss: 6.181947231292725\n",
+      "epoch: 0, update in batch 7000/???, loss: 6.508013725280762\n",
+      "epoch: 0, update in batch 8000/???, loss: 6.658236026763916\n",
+      "epoch: 0, update in batch 9000/???, loss: 6.536279201507568\n",
+      "epoch: 0, update in batch 10000/???, loss: 6.802626609802246\n",
+      "epoch: 0, update in batch 11000/???, loss: 6.961029052734375\n",
+      "epoch: 0, update in batch 12000/???, loss: 7.713824272155762\n",
+      "epoch: 0, update in batch 13000/???, loss: 8.100411415100098\n",
+      "epoch: 0, update in batch 14000/???, loss: 6.457145690917969\n",
+      "epoch: 0, update in batch 15000/???, loss: 6.850286960601807\n",
+      "epoch: 0, update in batch 16000/???, loss: 6.794063568115234\n",
+      "epoch: 0, update in batch 17000/???, loss: 6.311314582824707\n",
+      "epoch: 0, update in batch 18000/???, loss: 6.611917018890381\n",
+      "epoch: 0, update in batch 19000/???, loss: 5.679810523986816\n",
+      "epoch: 0, update in batch 20000/???, loss: 7.110655307769775\n",
+      "epoch: 0, update in batch 21000/???, loss: 7.170722961425781\n",
+      "epoch: 0, update in batch 22000/???, loss: 6.584908485412598\n",
+      "epoch: 0, update in batch 23000/???, loss: 7.224095344543457\n",
+      "epoch: 0, update in batch 24000/???, loss: 5.827445983886719\n",
+      "epoch: 0, update in batch 25000/???, loss: 6.444586753845215\n",
+      "epoch: 0, update in batch 26000/???, loss: 6.149054527282715\n",
+      "epoch: 0, update in batch 27000/???, loss: 6.259871482849121\n",
+      "epoch: 0, update in batch 28000/???, loss: 5.789839744567871\n",
+      "epoch: 0, update in batch 29000/???, loss: 7.025563716888428\n",
+      "epoch: 0, update in batch 30000/???, loss: 7.265492916107178\n",
+      "epoch: 0, update in batch 31000/???, loss: 4.921586036682129\n",
+      "epoch: 0, update in batch 32000/???, loss: 6.467754364013672\n",
+      "epoch: 0, update in batch 33000/???, loss: 7.393715858459473\n",
+      "epoch: 0, update in batch 34000/???, loss: 6.9696760177612305\n",
+      "epoch: 0, update in batch 35000/???, loss: 7.276318550109863\n",
+      "epoch: 0, update in batch 36000/???, loss: 7.011231899261475\n",
+      "epoch: 0, update in batch 37000/???, loss: 7.029260158538818\n",
+      "epoch: 0, update in batch 38000/???, loss: 6.723126411437988\n",
+      "epoch: 0, update in batch 39000/???, loss: 6.828773498535156\n",
+      "epoch: 0, update in batch 40000/???, loss: 6.069770336151123\n",
+      "epoch: 0, update in batch 41000/???, loss: 6.651298522949219\n",
+      "epoch: 0, update in batch 42000/???, loss: 7.455380916595459\n",
+      "epoch: 0, update in batch 43000/???, loss: 5.594773769378662\n",
+      "epoch: 0, update in batch 44000/???, loss: 6.102865219116211\n",
+      "epoch: 0, update in batch 45000/???, loss: 6.04202127456665\n",
+      "epoch: 0, update in batch 46000/???, loss: 6.472177982330322\n",
+      "epoch: 0, update in batch 47000/???, loss: 5.870923042297363\n",
+      "epoch: 0, update in batch 48000/???, loss: 6.286317348480225\n",
+      "epoch: 0, update in batch 49000/???, loss: 7.157052516937256\n",
+      "epoch: 0, update in batch 50000/???, loss: 5.888463020324707\n",
+      "epoch: 0, update in batch 51000/???, loss: 5.609915733337402\n",
+      "epoch: 0, update in batch 52000/???, loss: 6.565190315246582\n",
+      "epoch: 0, update in batch 53000/???, loss: 6.4924468994140625\n",
+      "epoch: 0, update in batch 54000/???, loss: 6.856420040130615\n",
+      "epoch: 0, update in batch 55000/???, loss: 7.389428615570068\n",
+      "epoch: 0, update in batch 56000/???, loss: 5.927685260772705\n",
+      "epoch: 0, update in batch 57000/???, loss: 7.4227423667907715\n",
+      "epoch: 0, update in batch 58000/???, loss: 6.46466064453125\n",
+      "epoch: 0, update in batch 59000/???, loss: 6.586294651031494\n",
+      "epoch: 0, update in batch 60000/???, loss: 5.797083854675293\n",
+      "epoch: 0, update in batch 61000/???, loss: 4.825878143310547\n",
+      "epoch: 0, update in batch 62000/???, loss: 6.911933898925781\n",
+      "epoch: 0, update in batch 63000/???, loss: 7.684759616851807\n",
+      "epoch: 0, update in batch 64000/???, loss: 5.716580390930176\n",
+      "epoch: 0, update in batch 65000/???, loss: 6.1738667488098145\n",
+      "epoch: 0, update in batch 66000/???, loss: 6.219714164733887\n",
+      "epoch: 0, update in batch 67000/???, loss: 5.4024128913879395\n",
+      "epoch: 0, update in batch 68000/???, loss: 6.912312984466553\n",
+      "epoch: 0, update in batch 69000/???, loss: 6.703289031982422\n",
+      "epoch: 0, update in batch 70000/???, loss: 7.375630855560303\n",
+      "epoch: 0, update in batch 71000/???, loss: 5.757082462310791\n",
+      "epoch: 0, update in batch 72000/???, loss: 5.992405414581299\n",
+      "epoch: 0, update in batch 73000/???, loss: 6.706838130950928\n",
+      "epoch: 0, update in batch 74000/???, loss: 7.376870155334473\n",
+      "epoch: 0, update in batch 75000/???, loss: 6.676860809326172\n",
+      "epoch: 0, update in batch 76000/???, loss: 5.904101848602295\n",
+      "epoch: 0, update in batch 77000/???, loss: 6.776932716369629\n",
+      "epoch: 0, update in batch 78000/???, loss: 5.682181358337402\n",
+      "epoch: 0, update in batch 79000/???, loss: 6.211178302764893\n",
+      "epoch: 0, update in batch 80000/???, loss: 6.366950035095215\n",
+      "epoch: 0, update in batch 81000/???, loss: 5.25206184387207\n",
+      "epoch: 0, update in batch 82000/???, loss: 6.30997371673584\n",
+      "epoch: 0, update in batch 83000/???, loss: 6.351908206939697\n",
+      "epoch: 0, update in batch 84000/???, loss: 7.659114837646484\n",
+      "epoch: 0, update in batch 85000/???, loss: 6.5041704177856445\n",
+      "epoch: 0, update in batch 86000/???, loss: 6.770291328430176\n",
+      "epoch: 0, update in batch 87000/???, loss: 6.530011177062988\n",
+      "epoch: 0, update in batch 88000/???, loss: 6.317249298095703\n",
+      "epoch: 0, update in batch 89000/???, loss: 6.191559314727783\n",
+      "epoch: 0, update in batch 90000/???, loss: 5.79150390625\n",
+      "epoch: 0, update in batch 91000/???, loss: 6.356796741485596\n",
+      "epoch: 0, update in batch 92000/???, loss: 7.3577141761779785\n",
+      "epoch: 0, update in batch 93000/???, loss: 6.529308319091797\n",
+      "epoch: 0, update in batch 94000/???, loss: 7.740485191345215\n",
+      "epoch: 0, update in batch 95000/???, loss: 6.348109245300293\n",
+      "epoch: 0, update in batch 96000/???, loss: 6.032902717590332\n",
+      "epoch: 0, update in batch 97000/???, loss: 4.505112648010254\n",
+      "epoch: 0, update in batch 98000/???, loss: 6.946290493011475\n",
+      "epoch: 0, update in batch 99000/???, loss: 6.237973213195801\n",
+      "epoch: 0, update in batch 100000/???, loss: 6.963421821594238\n",
+      "epoch: 0, update in batch 101000/???, loss: 5.309017181396484\n",
+      "epoch: 0, update in batch 102000/???, loss: 6.242384910583496\n",
+      "epoch: 0, update in batch 103000/???, loss: 6.8203558921813965\n",
+      "epoch: 0, update in batch 104000/???, loss: 6.242025852203369\n",
+      "epoch: 0, update in batch 105000/???, loss: 6.765100002288818\n",
+      "epoch: 0, update in batch 106000/???, loss: 6.8838043212890625\n",
+      "epoch: 0, update in batch 107000/???, loss: 6.856662750244141\n",
+      "epoch: 0, update in batch 108000/???, loss: 6.379549503326416\n",
+      "epoch: 0, update in batch 109000/???, loss: 6.797707557678223\n",
+      "epoch: 0, update in batch 110000/???, loss: 7.2699689865112305\n",
+      "epoch: 0, update in batch 111000/???, loss: 7.040057182312012\n",
+      "epoch: 0, update in batch 112000/???, loss: 6.7861223220825195\n",
+      "epoch: 0, update in batch 113000/???, loss: 6.064489364624023\n",
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+      "epoch: 0, update in batch 371000/???, loss: 6.351264953613281\n",
+      "epoch: 0, update in batch 372000/???, loss: 6.826904296875\n",
+      "epoch: 0, update in batch 373000/???, loss: 6.090312480926514\n",
+      "epoch: 0, update in batch 374000/???, loss: 5.797528266906738\n",
+      "epoch: 0, update in batch 375000/???, loss: 7.3235673904418945\n",
+      "epoch: 0, update in batch 376000/???, loss: 5.5752973556518555\n",
+      "epoch: 0, update in batch 377000/???, loss: 6.29438591003418\n",
+      "epoch: 0, update in batch 378000/???, loss: 5.238917827606201\n",
+      "epoch: 0, update in batch 379000/???, loss: 5.542972564697266\n",
+      "epoch: 0, update in batch 380000/???, loss: 6.5024614334106445\n",
+      "epoch: 0, update in batch 381000/???, loss: 6.918997287750244\n",
+      "epoch: 0, update in batch 382000/???, loss: 5.694029331207275\n",
+      "epoch: 0, update in batch 383000/???, loss: 7.109190940856934\n",
+      "epoch: 0, update in batch 384000/???, loss: 5.214654445648193\n",
+      "epoch: 0, update in batch 385000/???, loss: 7.055975437164307\n",
+      "epoch: 0, update in batch 386000/???, loss: 6.443846225738525\n",
+      "epoch: 0, update in batch 387000/???, loss: 5.544674873352051\n",
+      "epoch: 0, update in batch 388000/???, loss: 6.936171531677246\n",
+      "epoch: 0, update in batch 389000/???, loss: 6.646860599517822\n",
+      "epoch: 0, update in batch 390000/???, loss: 6.193584442138672\n",
+      "epoch: 0, update in batch 391000/???, loss: 5.9077558517456055\n",
+      "epoch: 0, update in batch 392000/???, loss: 5.029908657073975\n",
+      "epoch: 0, update in batch 393000/???, loss: 6.725222587585449\n",
+      "epoch: 0, update in batch 394000/???, loss: 6.814855098724365\n",
+      "epoch: 0, update in batch 395000/???, loss: 7.396543979644775\n",
+      "epoch: 0, update in batch 396000/???, loss: 6.993375301361084\n",
+      "epoch: 0, update in batch 397000/???, loss: 6.224326133728027\n",
+      "epoch: 0, update in batch 398000/???, loss: 6.301025390625\n",
+      "epoch: 0, update in batch 399000/???, loss: 6.707190036773682\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "epoch: 0, update in batch 400000/???, loss: 6.7646660804748535\n",
+      "epoch: 0, update in batch 401000/???, loss: 5.308177471160889\n",
+      "epoch: 0, update in batch 402000/???, loss: 8.35996150970459\n",
+      "epoch: 0, update in batch 403000/???, loss: 5.825610160827637\n",
+      "epoch: 0, update in batch 404000/???, loss: 6.310220718383789\n",
+      "epoch: 0, update in batch 405000/???, loss: 5.759210109710693\n",
+      "epoch: 0, update in batch 406000/???, loss: 6.32699728012085\n",
+      "epoch: 0, update in batch 407000/???, loss: 5.659378528594971\n",
+      "epoch: 0, update in batch 408000/???, loss: 6.216103553771973\n",
+      "epoch: 0, update in batch 409000/???, loss: 5.666914463043213\n",
+      "epoch: 0, update in batch 410000/???, loss: 6.419122219085693\n",
+      "epoch: 0, update in batch 411000/???, loss: 5.372750282287598\n",
+      "epoch: 0, update in batch 412000/???, loss: 6.839580535888672\n",
+      "epoch: 0, update in batch 413000/???, loss: 6.7682647705078125\n",
+      "epoch: 0, update in batch 414000/???, loss: 5.951648235321045\n",
+      "epoch: 0, update in batch 415000/???, loss: 6.181953430175781\n",
+      "epoch: 0, update in batch 416000/???, loss: 5.475704669952393\n",
+      "epoch: 0, update in batch 417000/???, loss: 6.383082866668701\n",
+      "epoch: 0, update in batch 418000/???, loss: 6.8107590675354\n",
+      "epoch: 0, update in batch 419000/???, loss: 5.753104209899902\n",
+      "epoch: 0, update in batch 420000/???, loss: 5.320840835571289\n",
+      "epoch: 0, update in batch 421000/???, loss: 7.377203464508057\n",
+      "epoch: 0, update in batch 422000/???, loss: 6.5706048011779785\n",
+      "epoch: 0, update in batch 423000/???, loss: 5.032872676849365\n",
+      "epoch: 0, update in batch 424000/???, loss: 5.781243324279785\n",
+      "epoch: 0, update in batch 425000/???, loss: 6.160118579864502\n"
+     ]
+    }
+   ],
+   "source": [
+    "train(train_dataset, model, 1, 64)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "id": "36a1b802",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def predict_probs(tokens):\n",
     "    model.eval()\n",
-    "    words = text.split(' ')\n",
-    "    state_h, state_c = model.init_state(len(words))\n",
+    "    state_h = model.init_state(len(tokens))\n",
     "\n",
-    "    for i in range(0, next_words):\n",
-    "        x = torch.tensor([[dataset.word_to_index[w] for w in words[i:]]]).to(device)\n",
-    "        y_pred, (state_h, state_c) = model(x, (state_h, state_c))\n",
+    "    x = torch.tensor([[train_dataset.key_to_index[w] if w in key_to_index else train_dataset.key_to_index['<unk>'] for w in tokens]]).to(device)\n",
+    "    y_pred, state_h = model(x)\n",
     "\n",
-    "        last_word_logits = y_pred[0][-1]\n",
-    "        p = torch.nn.functional.softmax(last_word_logits, dim=0).detach().cpu().numpy()\n",
-    "        word_index = np.random.choice(len(last_word_logits), p=p)\n",
-    "        words.append(dataset.index_to_word[word_index])\n",
-    "\n",
-    "    return words"
+    "    last_word_logits = y_pred[0][-1]\n",
+    "    probs = torch.nn.functional.softmax(last_word_logits, dim=0).detach().cpu().numpy()\n",
+    "    word_index = np.random.choice(len(last_word_logits), p=probs)\n",
+    "    \n",
+    "    top_words = []\n",
+    "    for index in range(len(probs)):\n",
+    "        if len(top_words) < 30:\n",
+    "            top_words.append((probs[index], [index]))\n",
+    "        else:\n",
+    "            worst_word = None\n",
+    "            for word in top_words:\n",
+    "                if not worst_word:\n",
+    "                    worst_word = word\n",
+    "                else:\n",
+    "                    if word[0] < worst_word[0]:\n",
+    "                        worst_word = word\n",
+    "            if worst_word[0] < probs[index] and index != len(probs) - 1:\n",
+    "                top_words.remove(worst_word)\n",
+    "                top_words.append((probs[index], [index]))\n",
+    "                \n",
+    "    prediction = ''\n",
+    "    sum_prob = 0.0\n",
+    "    for word in top_words:\n",
+    "        sum_prob += word[0]\n",
+    "        word_index = word[0]\n",
+    "        word_text = index_to_key[word[1][0]]\n",
+    "        prediction += f'{word_text}:{word_index} '\n",
+    "    prediction += f':{1 - sum_prob}'\n",
+    "    \n",
+    "    return prediction"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "bcd99ea4",
+   "execution_count": 56,
+   "id": "155636b5",
    "metadata": {},
    "outputs": [],
    "source": [
-    "train(data, model, 10, 128)"
+    "dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)\n",
+    "test_data = pd.read_csv('test-A/in.tsv.xz', sep='\\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "df052344",
+   "execution_count": 59,
+   "id": "99b1d944",
    "metadata": {},
    "outputs": [],
    "source": [
-    "torch.save(model.state_dict(), 'model.pt')"
+    "with open('dev-0/out.tsv', 'w') as file:\n",
+    "    for index, row in dev_data.iterrows():\n",
+    "        left_text = clean_text(str(row[6]))\n",
+    "        left_words = word_tokenize(left_text)\n",
+    "        if len(left_words) < 6:\n",
+    "            prediction = ':1.0'\n",
+    "        else:\n",
+    "            prediction = predict_probs(left_words[-5:])\n",
+    "        file.write(prediction + '\\n')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "id": "6e87339b",
+   "execution_count": 60,
+   "id": "186c3269",
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "with open('test-A/out.tsv', 'w') as file:\n",
+    "    for index, row in test_data.iterrows():\n",
+    "        left_text = clean_text(str(row[6]))\n",
+    "        left_words = word_tokenize(left_text)\n",
+    "        if len(left_words) < 6:\n",
+    "            prediction = ':1.0'\n",
+    "        else:\n",
+    "            prediction = predict_probs(left_words[-5:])\n",
+    "        file.write(prediction + '\\n')"
+   ]
   }
  ],
  "metadata": {
diff --git a/run.py b/run.py
new file mode 100644
index 0000000..89fe3dc
--- /dev/null
+++ b/run.py
@@ -0,0 +1,259 @@
+#!/usr/bin/env python
+# coding: utf-8
+
+# In[1]:
+
+
+import pandas as pd
+import numpy as np
+import regex as re
+import csv
+import torch
+from torch import nn
+from gensim.models import Word2Vec
+from nltk.tokenize import word_tokenize
+
+
+# In[2]:
+
+
+torch.cuda.empty_cache()
+device = 'cuda' if torch.cuda.is_available() else 'cpu'
+
+
+# In[3]:
+
+
+def clean_text(text):
+    text = text.lower().replace('-\\\\\\\\n', '').replace('\\\\\\\\n', ' ')
+    text = re.sub(r'\p{P}', '', text)
+    text = text.replace("'t", " not").replace("'s", " is").replace("'ll", " will").replace("'m", " am").replace("'ve", " have")
+
+    return text
+
+
+# In[4]:
+
+
+train_data = pd.read_csv('train/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)
+train_labels = pd.read_csv('train/expected.tsv', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)
+
+train_data = train_data[[6, 7]]
+train_data = pd.concat([train_data, train_labels], axis=1)
+
+
+# In[5]:
+
+
+class TrainCorpus:
+    def __init__(self, data):
+        self.data = data
+        
+    def __iter__(self):
+        for _, row in self.data.iterrows():
+            text = str(row[6]) + str(row[0]) + str(row[7])
+            text = clean_text(text)
+            yield word_tokenize(text)
+
+
+# In[6]:
+
+
+train_sentences = TrainCorpus(train_data.head(100000))
+w2v_model = Word2Vec(vector_size=100, min_count=10)
+
+
+# In[7]:
+
+
+w2v_model.build_vocab(corpus_iterable=train_sentences)
+
+key_to_index = w2v_model.wv.key_to_index
+index_to_key = w2v_model.wv.index_to_key
+
+index_to_key.append('<unk>')
+key_to_index['<unk>'] = len(index_to_key) - 1
+
+vocab_size = len(index_to_key)
+print(vocab_size)
+
+
+# In[8]:
+
+
+class TrainDataset(torch.utils.data.IterableDataset):
+    def __init__(self, data, index_to_key, key_to_index):
+        self.data = data
+        self.index_to_key = index_to_key
+        self.key_to_index = key_to_index
+        self.vocab_size = len(key_to_index)
+
+    def __iter__(self):
+        for _, row in self.data.iterrows():
+            text = str(row[6]) + str(row[0]) + str(row[7])
+            text = clean_text(text)
+            tokens = word_tokenize(text)
+            for i in range(5, len(tokens), 1):
+                input_context = tokens[i-5:i]
+                target_context = tokens[i-4:i+1]
+                #gap_word = tokens[i]
+            
+                input_embed = [self.key_to_index[word] if word in self.key_to_index else self.key_to_index['<unk>'] for word in input_context]
+                target_embed = [self.key_to_index[word] if word in self.key_to_index else self.key_to_index['<unk>'] for word in target_context]
+                #word_index = self.key_to_index[gap_word] if gap_word in self.key_to_index else self.key_to_index['<unk>']
+                #word_embed = np.concatenate([np.zeros(word_index), np.ones(1), np.zeros(vocab_size - word_index - 1)])
+                
+                yield np.asarray(input_embed, dtype=np.int64), np.asarray(target_embed, dtype=np.int64)
+
+
+# In[9]:
+
+
+class Model(nn.Module):
+    def __init__(self, embed_size, vocab_size):
+        super(Model, self).__init__()
+        self.embed_size = embed_size
+        self.vocab_size = vocab_size
+        self.gru_size = 128
+        self.num_layers = 2
+        
+        self.embed = nn.Embedding(num_embeddings=vocab_size, embedding_dim=self.embed_size)
+        self.gru = nn.GRU(input_size=self.embed_size, hidden_size=self.gru_size, num_layers=self.num_layers, dropout=0.2)
+        self.fc = nn.Linear(self.gru_size, vocab_size)
+
+    def forward(self, x, prev_state = None):
+        embed = self.embed(x)
+        output, state = self.gru(embed, prev_state)
+        logits = self.fc(output)
+        probs = torch.softmax(logits, dim=1)
+        return logits, state
+
+    def init_state(self, sequence_length):
+        zeros = torch.zeros(self.num_layers, sequence_length, self.gru_size).to(device)
+        return (zeros, zeros)
+
+
+# In[10]:
+
+
+from torch.utils.data import DataLoader
+from torch.optim import Adam
+
+def train(dataset, model, max_epochs, batch_size):
+    model.train()
+
+    dataloader = DataLoader(dataset, batch_size=batch_size)
+    criterion = nn.CrossEntropyLoss()
+    optimizer = Adam(model.parameters(), lr=0.001)
+
+    for epoch in range(max_epochs):
+        for batch, (x, y) in enumerate(dataloader):
+            optimizer.zero_grad()
+            
+            x = x.to(device)
+            y = y.to(device)
+            
+            y_pred, state_h = model(x)
+            loss = criterion(y_pred.transpose(1, 2), y)
+
+            loss.backward()
+            optimizer.step()
+            
+            if batch % 1000 == 0:
+                print(f'epoch: {epoch}, update in batch {batch}/???, loss: {loss.item()}')
+
+
+# In[11]:
+
+
+train_dataset = TrainDataset(train_data.head(100000), index_to_key, key_to_index)
+
+
+# In[12]:
+
+
+model = Model(100, vocab_size).to(device)
+
+
+# In[13]:
+
+
+train(train_dataset, model, 1, 64)
+
+
+# In[58]:
+
+
+def predict_probs(tokens):
+    model.eval()
+    state_h = model.init_state(len(tokens))
+
+    x = torch.tensor([[train_dataset.key_to_index[w] if w in key_to_index else train_dataset.key_to_index['<unk>'] for w in tokens]]).to(device)
+    y_pred, state_h = model(x)
+
+    last_word_logits = y_pred[0][-1]
+    probs = torch.nn.functional.softmax(last_word_logits, dim=0).detach().cpu().numpy()
+    word_index = np.random.choice(len(last_word_logits), p=probs)
+    
+    top_words = []
+    for index in range(len(probs)):
+        if len(top_words) < 30:
+            top_words.append((probs[index], [index]))
+        else:
+            worst_word = None
+            for word in top_words:
+                if not worst_word:
+                    worst_word = word
+                else:
+                    if word[0] < worst_word[0]:
+                        worst_word = word
+            if worst_word[0] < probs[index] and index != len(probs) - 1:
+                top_words.remove(worst_word)
+                top_words.append((probs[index], [index]))
+                
+    prediction = ''
+    sum_prob = 0.0
+    for word in top_words:
+        sum_prob += word[0]
+        word_index = word[0]
+        word_text = index_to_key[word[1][0]]
+        prediction += f'{word_text}:{word_index} '
+    prediction += f':{1 - sum_prob}'
+    
+    return prediction
+
+
+# In[56]:
+
+
+dev_data = pd.read_csv('dev-0/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)
+test_data = pd.read_csv('test-A/in.tsv.xz', sep='\t', on_bad_lines='skip', header=None, quoting=csv.QUOTE_NONE)
+
+
+# In[59]:
+
+
+with open('dev-0/out.tsv', 'w') as file:
+    for index, row in dev_data.iterrows():
+        left_text = clean_text(str(row[6]))
+        left_words = word_tokenize(left_text)
+        if len(left_words) < 6:
+            prediction = ':1.0'
+        else:
+            prediction = predict_probs(left_words[-5:])
+        file.write(prediction + '\n')
+
+
+# In[60]:
+
+
+with open('test-A/out.tsv', 'w') as file:
+    for index, row in test_data.iterrows():
+        left_text = clean_text(str(row[6]))
+        left_words = word_tokenize(left_text)
+        if len(left_words) < 6:
+            prediction = ':1.0'
+        else:
+            prediction = predict_probs(left_words[-5:])
+        file.write(prediction + '\n')
+
diff --git a/test-A/out.tsv b/test-A/out.tsv
new file mode 100644
index 0000000..6571b23
--- /dev/null
+++ b/test-A/out.tsv
@@ -0,0 +1,7414 @@
+the:0.03137338161468506 of:0.056241028010845184 and:0.08481579273939133 to:0.021794799715280533 a:0.009295275434851646 in:0.030853768810629845 that:0.004356042481958866 is:0.008719387464225292 it:0.005375630687922239 for:0.008613530546426773 was:0.011105482466518879 as:0.006422360427677631 by:0.006397078279405832 at:0.009356465190649033 on:0.009710792452096939 he:0.0033309615682810545 with:0.009174863807857037 or:0.00862280186265707 i:0.0036826529540121555 from:0.007395137567073107 which:0.0077986749820411205 are:0.0076157525181770325 will:0.005525491666048765 have:0.005674982443451881 but:0.005512354429811239 had:0.004649239592254162 has:0.0032986162696033716 were:0.007410782855004072 who:0.006089389324188232 we:0.0024051947984844446 :0.6073822870384902
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