chat_bot_using_deeplearnig.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e58ad1c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "with open('intents.json') as file:\n",
    "    data = json.load(file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8e159095",
   "metadata": {},
   "outputs": [],
   "source": [
    "training_sentences = []\n",
    "training_labels = []\n",
    "labels = []\n",
    "responses = []\n",
    "\n",
    "for intent in data['intents']:\n",
    "    for pattern in intent['patterns']:\n",
    "        training_sentences.append(pattern)\n",
    "        training_labels.append(intent['tag'])\n",
    "    responses.append(intent['responses'])\n",
    "    \n",
    "    if intent['tag'] not in labels:\n",
    "        labels.append(intent['tag'])\n",
    "        \n",
    "num_classes = len(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "2fbd718b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json \n",
    "import numpy as np \n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense, Embedding, GlobalAveragePooling1D\n",
    "from tensorflow.keras.preprocessing.text import Tokenizer\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f78c3413",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(33, 33)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(training_sentences),len(training_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f046d9fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "vocab_size = 1000\n",
    "embedding_dim = 16\n",
    "max_len = 20\n",
    "oov_token = \"<OOV>\"\n",
    "lbl_encoder = LabelEncoder()\n",
    "lbl_encoder.fit(training_labels)\n",
    "training_labels = lbl_encoder.transform(training_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1ec12501",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4, 4, 4, 4, 4, 3, 3, 3, 7, 7, 7, 7, 0, 0, 0, 6, 6, 6, 5, 5, 5, 5,\n",
       "       5, 5, 5, 2, 2, 2, 2, 2, 1, 1, 1])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "24a9507f",
   "metadata": {},
   "outputs": [],
   "source": [
    "tokenizer = Tokenizer(num_words=vocab_size, oov_token=oov_token)\n",
    "tokenizer.fit_on_texts(training_sentences)\n",
    "word_index = tokenizer.word_index\n",
    "sequences = tokenizer.texts_to_sequences(training_sentences)\n",
    "padded_sequences = pad_sequences(sequences, truncating='post', maxlen=max_len)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e9d9ebc7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "embedding (Embedding)        (None, 20, 16)            16000     \n",
      "_________________________________________________________________\n",
      "global_average_pooling1d (Gl (None, 16)                0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 16)                272       \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 16)                272       \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 8)                 136       \n",
      "=================================================================\n",
      "Total params: 16,680\n",
      "Trainable params: 16,680\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "model.add(Embedding(vocab_size, embedding_dim, input_length=max_len))\n",
    "model.add(GlobalAveragePooling1D())\n",
    "model.add(Dense(16, activation='relu'))\n",
    "model.add(Dense(16, activation='relu'))\n",
    "model.add(Dense(num_classes, activation='softmax'))\n",
    "\n",
    "model.compile(loss='sparse_categorical_crossentropy', \n",
    "              optimizer='adam', metrics=['accuracy'])\n",
    "\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c9e73771",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0787 - accuracy: 0.0909\n",
      "Epoch 2/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0766 - accuracy: 0.2121\n",
      "Epoch 3/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0753 - accuracy: 0.2424\n",
      "Epoch 4/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 2.0746 - accuracy: 0.1818\n",
      "Epoch 5/2000\n",
      "2/2 [==============================] - 0s 490us/step - loss: 2.0741 - accuracy: 0.1818\n",
      "Epoch 6/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0733 - accuracy: 0.1818\n",
      "Epoch 7/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0723 - accuracy: 0.2424\n",
      "Epoch 8/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0711 - accuracy: 0.2424\n",
      "Epoch 9/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 2.0700 - accuracy: 0.1818\n",
      "Epoch 10/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0690 - accuracy: 0.1212\n",
      "Epoch 11/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 2.0683 - accuracy: 0.1212\n",
      "Epoch 12/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0680 - accuracy: 0.1212\n",
      "Epoch 13/2000\n",
      "2/2 [==============================] - 0s 510us/step - loss: 2.0676 - accuracy: 0.1212\n",
      "Epoch 14/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 2.0671 - accuracy: 0.1212\n",
      "Epoch 15/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 2.0668 - accuracy: 0.1212\n",
      "Epoch 16/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0665 - accuracy: 0.1212\n",
      "Epoch 17/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0662 - accuracy: 0.1212\n",
      "Epoch 18/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0658 - accuracy: 0.1212\n",
      "Epoch 19/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 2.0655 - accuracy: 0.1212\n",
      "Epoch 20/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0648 - accuracy: 0.1212\n",
      "Epoch 21/2000\n",
      "2/2 [==============================] - 0s 515us/step - loss: 2.0641 - accuracy: 0.1212\n",
      "Epoch 22/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0632 - accuracy: 0.1212\n",
      "Epoch 23/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0625 - accuracy: 0.1212\n",
      "Epoch 24/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0616 - accuracy: 0.1212\n",
      "Epoch 25/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 2.0608 - accuracy: 0.1212\n",
      "Epoch 26/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0600 - accuracy: 0.1212\n",
      "Epoch 27/2000\n",
      "2/2 [==============================] - 0s 988us/step - loss: 2.0594 - accuracy: 0.1515\n",
      "Epoch 28/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0589 - accuracy: 0.1818\n",
      "Epoch 29/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 2.0583 - accuracy: 0.1515\n",
      "Epoch 30/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0580 - accuracy: 0.1818\n",
      "Epoch 31/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0578 - accuracy: 0.1818\n",
      "Epoch 32/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0575 - accuracy: 0.1818\n",
      "Epoch 33/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 2.0572 - accuracy: 0.1818\n",
      "Epoch 34/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0568 - accuracy: 0.1212\n",
      "Epoch 35/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0563 - accuracy: 0.1212\n",
      "Epoch 36/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0558 - accuracy: 0.1212\n",
      "Epoch 37/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 2.0552 - accuracy: 0.1212\n",
      "Epoch 38/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0547 - accuracy: 0.1212\n",
      "Epoch 39/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0541 - accuracy: 0.1212\n",
      "Epoch 40/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0538 - accuracy: 0.1212\n",
      "Epoch 41/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0533 - accuracy: 0.1212\n",
      "Epoch 42/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 2.0529 - accuracy: 0.1212\n",
      "Epoch 43/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0523 - accuracy: 0.1212\n",
      "Epoch 44/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 2.0516 - accuracy: 0.1212\n",
      "Epoch 45/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0508 - accuracy: 0.1212\n",
      "Epoch 46/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 2.0498 - accuracy: 0.1212\n",
      "Epoch 47/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 2.0489 - accuracy: 0.1212\n",
      "Epoch 48/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0481 - accuracy: 0.1212\n",
      "Epoch 49/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 2.0472 - accuracy: 0.1212\n",
      "Epoch 50/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0465 - accuracy: 0.1212\n",
      "Epoch 51/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0456 - accuracy: 0.1212\n",
      "Epoch 52/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0446 - accuracy: 0.1212\n",
      "Epoch 53/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 2.0435 - accuracy: 0.1212\n",
      "Epoch 54/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0424 - accuracy: 0.1212\n",
      "Epoch 55/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0415 - accuracy: 0.1212\n",
      "Epoch 56/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0403 - accuracy: 0.1212\n",
      "Epoch 57/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0393 - accuracy: 0.1212\n",
      "Epoch 58/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0384 - accuracy: 0.1212\n",
      "Epoch 59/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0374 - accuracy: 0.1212\n",
      "Epoch 60/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 2.0364 - accuracy: 0.1212\n",
      "Epoch 61/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 2.0356 - accuracy: 0.1212\n",
      "Epoch 62/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0348 - accuracy: 0.1212\n",
      "Epoch 63/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0341 - accuracy: 0.1212\n",
      "Epoch 64/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0334 - accuracy: 0.1212\n",
      "Epoch 65/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0329 - accuracy: 0.1212\n",
      "Epoch 66/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0323 - accuracy: 0.1212\n",
      "Epoch 67/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 2.0316 - accuracy: 0.1212\n",
      "Epoch 68/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0309 - accuracy: 0.1212\n",
      "Epoch 69/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 2.0304 - accuracy: 0.1212\n",
      "Epoch 70/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0298 - accuracy: 0.1212\n",
      "Epoch 71/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0292 - accuracy: 0.1212\n",
      "Epoch 72/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 2.0285 - accuracy: 0.1212\n",
      "Epoch 73/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0279 - accuracy: 0.1818\n",
      "Epoch 74/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 2.0269 - accuracy: 0.1818\n",
      "Epoch 75/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0260 - accuracy: 0.2727\n",
      "Epoch 76/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0251 - accuracy: 0.3030\n",
      "Epoch 77/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 2.0246 - accuracy: 0.2424\n",
      "Epoch 78/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0241 - accuracy: 0.2424\n",
      "Epoch 79/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 2.0237 - accuracy: 0.2424\n",
      "Epoch 80/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0235 - accuracy: 0.2424\n",
      "Epoch 81/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0229 - accuracy: 0.2121\n",
      "Epoch 82/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 997us/step - loss: 2.0222 - accuracy: 0.2121\n",
      "Epoch 83/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0213 - accuracy: 0.2121\n",
      "Epoch 84/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0205 - accuracy: 0.2424\n",
      "Epoch 85/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0196 - accuracy: 0.2424\n",
      "Epoch 86/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0188 - accuracy: 0.2727\n",
      "Epoch 87/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 2.0176 - accuracy: 0.3030\n",
      "Epoch 88/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0164 - accuracy: 0.2424\n",
      "Epoch 89/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 2.0152 - accuracy: 0.1818\n",
      "Epoch 90/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0145 - accuracy: 0.1212\n",
      "Epoch 91/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0135 - accuracy: 0.1212\n",
      "Epoch 92/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0126 - accuracy: 0.1212\n",
      "Epoch 93/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 2.0116 - accuracy: 0.1212\n",
      "Epoch 94/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0105 - accuracy: 0.1212\n",
      "Epoch 95/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0095 - accuracy: 0.1212\n",
      "Epoch 96/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0084 - accuracy: 0.1212\n",
      "Epoch 97/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0074 - accuracy: 0.1212\n",
      "Epoch 98/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0066 - accuracy: 0.1212\n",
      "Epoch 99/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0059 - accuracy: 0.1212\n",
      "Epoch 100/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 2.0051 - accuracy: 0.1212\n",
      "Epoch 101/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0043 - accuracy: 0.1212\n",
      "Epoch 102/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0034 - accuracy: 0.1212\n",
      "Epoch 103/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0026 - accuracy: 0.1212\n",
      "Epoch 104/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0017 - accuracy: 0.1212\n",
      "Epoch 105/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 2.0012 - accuracy: 0.1212\n",
      "Epoch 106/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 2.0008 - accuracy: 0.1212\n",
      "Epoch 107/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9999 - accuracy: 0.1212\n",
      "Epoch 108/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9988 - accuracy: 0.1212\n",
      "Epoch 109/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 1.9978 - accuracy: 0.1212\n",
      "Epoch 110/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9970 - accuracy: 0.1212\n",
      "Epoch 111/2000\n",
      "2/2 [==============================] - 0s 490us/step - loss: 1.9963 - accuracy: 0.1212\n",
      "Epoch 112/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9952 - accuracy: 0.1212\n",
      "Epoch 113/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9941 - accuracy: 0.1212\n",
      "Epoch 114/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.9925 - accuracy: 0.1818\n",
      "Epoch 115/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9910 - accuracy: 0.1818\n",
      "Epoch 116/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9894 - accuracy: 0.2424\n",
      "Epoch 117/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 1.9878 - accuracy: 0.2121\n",
      "Epoch 118/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9863 - accuracy: 0.2121\n",
      "Epoch 119/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9850 - accuracy: 0.2121\n",
      "Epoch 120/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9838 - accuracy: 0.2121\n",
      "Epoch 121/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9834 - accuracy: 0.2121\n",
      "Epoch 122/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 1.9826 - accuracy: 0.2121\n",
      "Epoch 123/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9820 - accuracy: 0.2121\n",
      "Epoch 124/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.9809 - accuracy: 0.2121\n",
      "Epoch 125/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9797 - accuracy: 0.2121\n",
      "Epoch 126/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.9781 - accuracy: 0.2121\n",
      "Epoch 127/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9764 - accuracy: 0.2121\n",
      "Epoch 128/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.9745 - accuracy: 0.2424\n",
      "Epoch 129/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9726 - accuracy: 0.2424\n",
      "Epoch 130/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.9705 - accuracy: 0.2727\n",
      "Epoch 131/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9684 - accuracy: 0.3333\n",
      "Epoch 132/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.9663 - accuracy: 0.3333\n",
      "Epoch 133/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9641 - accuracy: 0.3333\n",
      "Epoch 134/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 1.9617 - accuracy: 0.3333\n",
      "Epoch 135/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.9595 - accuracy: 0.3333\n",
      "Epoch 136/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9569 - accuracy: 0.3333\n",
      "Epoch 137/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.9541 - accuracy: 0.3333\n",
      "Epoch 138/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.9511 - accuracy: 0.3333\n",
      "Epoch 139/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.9481 - accuracy: 0.3333\n",
      "Epoch 140/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.9452 - accuracy: 0.3333\n",
      "Epoch 141/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 1.9421 - accuracy: 0.3333\n",
      "Epoch 142/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.9396 - accuracy: 0.3333\n",
      "Epoch 143/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9369 - accuracy: 0.3333\n",
      "Epoch 144/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.9339 - accuracy: 0.3333\n",
      "Epoch 145/2000\n",
      "2/2 [==============================] - 0s 493us/step - loss: 1.9308 - accuracy: 0.3333\n",
      "Epoch 146/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9276 - accuracy: 0.3333\n",
      "Epoch 147/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9241 - accuracy: 0.3333\n",
      "Epoch 148/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.9206 - accuracy: 0.3333\n",
      "Epoch 149/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9170 - accuracy: 0.3333\n",
      "Epoch 150/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.9130 - accuracy: 0.3333\n",
      "Epoch 151/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9093 - accuracy: 0.3333\n",
      "Epoch 152/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9060 - accuracy: 0.3333\n",
      "Epoch 153/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.9027 - accuracy: 0.3333\n",
      "Epoch 154/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.9000 - accuracy: 0.3333\n",
      "Epoch 155/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8980 - accuracy: 0.3333\n",
      "Epoch 156/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8958 - accuracy: 0.3333\n",
      "Epoch 157/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.8937 - accuracy: 0.3333\n",
      "Epoch 158/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.8918 - accuracy: 0.3333\n",
      "Epoch 159/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8899 - accuracy: 0.3333\n",
      "Epoch 160/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8882 - accuracy: 0.3333\n",
      "Epoch 161/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8862 - accuracy: 0.3333\n",
      "Epoch 162/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 1.8842 - accuracy: 0.3333\n",
      "Epoch 163/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.8817 - accuracy: 0.3333\n",
      "Epoch 164/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8791 - accuracy: 0.3333\n",
      "Epoch 165/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8768 - accuracy: 0.3636\n",
      "Epoch 166/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8748 - accuracy: 0.3636\n",
      "Epoch 167/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8717 - accuracy: 0.3636\n",
      "Epoch 168/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8685 - accuracy: 0.3636\n",
      "Epoch 169/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8649 - accuracy: 0.3333\n",
      "Epoch 170/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.8602 - accuracy: 0.3636\n",
      "Epoch 171/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.8546 - accuracy: 0.3939\n",
      "Epoch 172/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8497 - accuracy: 0.3939\n",
      "Epoch 173/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8445 - accuracy: 0.3636\n",
      "Epoch 174/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8391 - accuracy: 0.3333\n",
      "Epoch 175/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.8346 - accuracy: 0.3333\n",
      "Epoch 176/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.8300 - accuracy: 0.3333\n",
      "Epoch 177/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8252 - accuracy: 0.3333\n",
      "Epoch 178/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8196 - accuracy: 0.3333\n",
      "Epoch 179/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8148 - accuracy: 0.3636\n",
      "Epoch 180/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.8095 - accuracy: 0.3636\n",
      "Epoch 181/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.8043 - accuracy: 0.3636\n",
      "Epoch 182/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.7992 - accuracy: 0.3636\n",
      "Epoch 183/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.7940 - accuracy: 0.3636\n",
      "Epoch 184/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.7886 - accuracy: 0.3636\n",
      "Epoch 185/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.7831 - accuracy: 0.3636\n",
      "Epoch 186/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.7780 - accuracy: 0.3636\n",
      "Epoch 187/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.7729 - accuracy: 0.3636\n",
      "Epoch 188/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.7680 - accuracy: 0.3636\n",
      "Epoch 189/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.7628 - accuracy: 0.3636\n",
      "Epoch 190/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.7573 - accuracy: 0.3636\n",
      "Epoch 191/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 1.7514 - accuracy: 0.3636\n",
      "Epoch 192/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.7463 - accuracy: 0.3636\n",
      "Epoch 193/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.7420 - accuracy: 0.3636\n",
      "Epoch 194/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.7382 - accuracy: 0.3636\n",
      "Epoch 195/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.7351 - accuracy: 0.3636\n",
      "Epoch 196/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.7314 - accuracy: 0.3636\n",
      "Epoch 197/2000\n",
      "2/2 [==============================] - 0s 507us/step - loss: 1.7263 - accuracy: 0.3636\n",
      "Epoch 198/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.7212 - accuracy: 0.3636\n",
      "Epoch 199/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.7170 - accuracy: 0.3636\n",
      "Epoch 200/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.7134 - accuracy: 0.3636\n",
      "Epoch 201/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.7085 - accuracy: 0.3636\n",
      "Epoch 202/2000\n",
      "2/2 [==============================] - 0s 641us/step - loss: 1.7028 - accuracy: 0.3636\n",
      "Epoch 203/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.6974 - accuracy: 0.3636\n",
      "Epoch 204/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.6919 - accuracy: 0.3636\n",
      "Epoch 205/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.6876 - accuracy: 0.3636\n",
      "Epoch 206/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.6837 - accuracy: 0.3636\n",
      "Epoch 207/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.6800 - accuracy: 0.3939\n",
      "Epoch 208/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 1.6766 - accuracy: 0.3939\n",
      "Epoch 209/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 1.6734 - accuracy: 0.3939\n",
      "Epoch 210/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.6683 - accuracy: 0.3636\n",
      "Epoch 211/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.6626 - accuracy: 0.3636\n",
      "Epoch 212/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 1.6573 - accuracy: 0.3636\n",
      "Epoch 213/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.6526 - accuracy: 0.3636\n",
      "Epoch 214/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.6477 - accuracy: 0.3636\n",
      "Epoch 215/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.6430 - accuracy: 0.3636\n",
      "Epoch 216/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.6393 - accuracy: 0.3636\n",
      "Epoch 217/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.6342 - accuracy: 0.3636\n",
      "Epoch 218/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.6278 - accuracy: 0.3636\n",
      "Epoch 219/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.6214 - accuracy: 0.3636\n",
      "Epoch 220/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.6135 - accuracy: 0.3636\n",
      "Epoch 221/2000\n",
      "2/2 [==============================] - 0s 512us/step - loss: 1.6066 - accuracy: 0.3636\n",
      "Epoch 222/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.6007 - accuracy: 0.3636\n",
      "Epoch 223/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.5947 - accuracy: 0.3636\n",
      "Epoch 224/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.5881 - accuracy: 0.3636\n",
      "Epoch 225/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.5824 - accuracy: 0.3636\n",
      "Epoch 226/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.5768 - accuracy: 0.3636\n",
      "Epoch 227/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.5717 - accuracy: 0.3636\n",
      "Epoch 228/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 1.5672 - accuracy: 0.3636\n",
      "Epoch 229/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.5638 - accuracy: 0.3636\n",
      "Epoch 230/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.5610 - accuracy: 0.3636\n",
      "Epoch 231/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.5584 - accuracy: 0.3636\n",
      "Epoch 232/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.5545 - accuracy: 0.3636\n",
      "Epoch 233/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.5496 - accuracy: 0.3636\n",
      "Epoch 234/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.5447 - accuracy: 0.3636\n",
      "Epoch 235/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.5390 - accuracy: 0.3636\n",
      "Epoch 236/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.5328 - accuracy: 0.3636\n",
      "Epoch 237/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.5272 - accuracy: 0.3636\n",
      "Epoch 238/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 1.5230 - accuracy: 0.3636\n",
      "Epoch 239/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.5188 - accuracy: 0.3636\n",
      "Epoch 240/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.5150 - accuracy: 0.3636\n",
      "Epoch 241/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.5112 - accuracy: 0.3636\n",
      "Epoch 242/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 1ms/step - loss: 1.5085 - accuracy: 0.3636\n",
      "Epoch 243/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 1.5051 - accuracy: 0.3636\n",
      "Epoch 244/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.5016 - accuracy: 0.3636\n",
      "Epoch 245/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.4988 - accuracy: 0.3636\n",
      "Epoch 246/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.4961 - accuracy: 0.3636\n",
      "Epoch 247/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.4924 - accuracy: 0.3636\n",
      "Epoch 248/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.4873 - accuracy: 0.3636\n",
      "Epoch 249/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.4820 - accuracy: 0.3636\n",
      "Epoch 250/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.4769 - accuracy: 0.3636\n",
      "Epoch 251/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.4729 - accuracy: 0.3636\n",
      "Epoch 252/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.4685 - accuracy: 0.3636\n",
      "Epoch 253/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.4646 - accuracy: 0.3636\n",
      "Epoch 254/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.4609 - accuracy: 0.3636\n",
      "Epoch 255/2000\n",
      "2/2 [==============================] - 0s 493us/step - loss: 1.4581 - accuracy: 0.3636\n",
      "Epoch 256/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.4546 - accuracy: 0.3636\n",
      "Epoch 257/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.4513 - accuracy: 0.3636\n",
      "Epoch 258/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.4474 - accuracy: 0.3636\n",
      "Epoch 259/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.4423 - accuracy: 0.3636\n",
      "Epoch 260/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.4369 - accuracy: 0.3636\n",
      "Epoch 261/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.4323 - accuracy: 0.3636\n",
      "Epoch 262/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.4287 - accuracy: 0.3636\n",
      "Epoch 263/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.4249 - accuracy: 0.3939\n",
      "Epoch 264/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.4214 - accuracy: 0.3939\n",
      "Epoch 265/2000\n",
      "2/2 [==============================] - 0s 993us/step - loss: 1.4193 - accuracy: 0.3939\n",
      "Epoch 266/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.4165 - accuracy: 0.3939\n",
      "Epoch 267/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.4134 - accuracy: 0.3939\n",
      "Epoch 268/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 1.4102 - accuracy: 0.4545\n",
      "Epoch 269/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.4056 - accuracy: 0.4545\n",
      "Epoch 270/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.4001 - accuracy: 0.4545\n",
      "Epoch 271/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.3953 - accuracy: 0.4545\n",
      "Epoch 272/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.3910 - accuracy: 0.4545\n",
      "Epoch 273/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 1.3868 - accuracy: 0.4545\n",
      "Epoch 274/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 1.3823 - accuracy: 0.4545\n",
      "Epoch 275/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.3784 - accuracy: 0.4848\n",
      "Epoch 276/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 1.3738 - accuracy: 0.4848\n",
      "Epoch 277/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 1.3687 - accuracy: 0.4848\n",
      "Epoch 278/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.3638 - accuracy: 0.4848\n",
      "Epoch 279/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.3600 - accuracy: 0.4848\n",
      "Epoch 280/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.3576 - accuracy: 0.4242\n",
      "Epoch 281/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.3542 - accuracy: 0.4242\n",
      "Epoch 282/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.3495 - accuracy: 0.4848\n",
      "Epoch 283/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 1.3442 - accuracy: 0.5152\n",
      "Epoch 284/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 1.3400 - accuracy: 0.5152\n",
      "Epoch 285/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 1.3355 - accuracy: 0.5152\n",
      "Epoch 286/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.3315 - accuracy: 0.5152\n",
      "Epoch 287/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.3287 - accuracy: 0.4848\n",
      "Epoch 288/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.3249 - accuracy: 0.4848\n",
      "Epoch 289/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 1.3218 - accuracy: 0.4545\n",
      "Epoch 290/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 1.3179 - accuracy: 0.4545\n",
      "Epoch 291/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.3139 - accuracy: 0.4242\n",
      "Epoch 292/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.3108 - accuracy: 0.3939\n",
      "Epoch 293/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.3071 - accuracy: 0.3939\n",
      "Epoch 294/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.3035 - accuracy: 0.3939\n",
      "Epoch 295/2000\n",
      "2/2 [==============================] - 0s 489us/step - loss: 1.2992 - accuracy: 0.3939\n",
      "Epoch 296/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.2953 - accuracy: 0.3939\n",
      "Epoch 297/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.2918 - accuracy: 0.3939\n",
      "Epoch 298/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 1.2886 - accuracy: 0.3939\n",
      "Epoch 299/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 1.2857 - accuracy: 0.3939\n",
      "Epoch 300/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.2837 - accuracy: 0.3636\n",
      "Epoch 301/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.2833 - accuracy: 0.3636\n",
      "Epoch 302/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 1.2809 - accuracy: 0.3636\n",
      "Epoch 303/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 1.2766 - accuracy: 0.3636\n",
      "Epoch 304/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.2724 - accuracy: 0.3636\n",
      "Epoch 305/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.2691 - accuracy: 0.3636\n",
      "Epoch 306/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.2640 - accuracy: 0.3636\n",
      "Epoch 307/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.2577 - accuracy: 0.4242\n",
      "Epoch 308/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.2525 - accuracy: 0.4242\n",
      "Epoch 309/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 1.2475 - accuracy: 0.4242\n",
      "Epoch 310/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.2430 - accuracy: 0.4848\n",
      "Epoch 311/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.2395 - accuracy: 0.5758\n",
      "Epoch 312/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 1.2371 - accuracy: 0.6061\n",
      "Epoch 313/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 1.2342 - accuracy: 0.6061\n",
      "Epoch 314/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.2309 - accuracy: 0.6061\n",
      "Epoch 315/2000\n",
      "2/2 [==============================] - 0s 508us/step - loss: 1.2282 - accuracy: 0.6061\n",
      "Epoch 316/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.2255 - accuracy: 0.6061\n",
      "Epoch 317/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 1.2213 - accuracy: 0.6061\n",
      "Epoch 318/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 1.2164 - accuracy: 0.5758\n",
      "Epoch 319/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 1.2121 - accuracy: 0.5152\n",
      "Epoch 320/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.2083 - accuracy: 0.4848\n",
      "Epoch 321/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.2054 - accuracy: 0.4848\n",
      "Epoch 322/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 501us/step - loss: 1.2023 - accuracy: 0.4848\n",
      "Epoch 323/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.1999 - accuracy: 0.4848\n",
      "Epoch 324/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.1976 - accuracy: 0.4848\n",
      "Epoch 325/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.1958 - accuracy: 0.4848\n",
      "Epoch 326/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 1.1922 - accuracy: 0.4848\n",
      "Epoch 327/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.1873 - accuracy: 0.4848\n",
      "Epoch 328/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.1839 - accuracy: 0.4848\n",
      "Epoch 329/2000\n",
      "2/2 [==============================] - 0s 503us/step - loss: 1.1811 - accuracy: 0.4848\n",
      "Epoch 330/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 1.1774 - accuracy: 0.4848\n",
      "Epoch 331/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 1.1722 - accuracy: 0.4848\n",
      "Epoch 332/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 1.1668 - accuracy: 0.5152\n",
      "Epoch 333/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 1.1619 - accuracy: 0.5455\n",
      "Epoch 334/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 1.1583 - accuracy: 0.6061\n",
      "Epoch 335/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.1543 - accuracy: 0.6061\n",
      "Epoch 336/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 1.1500 - accuracy: 0.6061\n",
      "Epoch 337/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 1.1454 - accuracy: 0.6061\n",
      "Epoch 338/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 1.1405 - accuracy: 0.6061\n",
      "Epoch 339/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 1.1368 - accuracy: 0.6061\n",
      "Epoch 340/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 1.1334 - accuracy: 0.5758\n",
      "Epoch 341/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.1307 - accuracy: 0.5455\n",
      "Epoch 342/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 1.1279 - accuracy: 0.5152\n",
      "Epoch 343/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 1.1250 - accuracy: 0.4848\n",
      "Epoch 344/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.1223 - accuracy: 0.4848\n",
      "Epoch 345/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 1.1188 - accuracy: 0.5152\n",
      "Epoch 346/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.1147 - accuracy: 0.5152\n",
      "Epoch 347/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 1.1118 - accuracy: 0.5152\n",
      "Epoch 348/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.1094 - accuracy: 0.5152\n",
      "Epoch 349/2000\n",
      "2/2 [==============================] - 0s 503us/step - loss: 1.1052 - accuracy: 0.5455\n",
      "Epoch 350/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0998 - accuracy: 0.6061\n",
      "Epoch 351/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0952 - accuracy: 0.6061\n",
      "Epoch 352/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 1.0903 - accuracy: 0.6061\n",
      "Epoch 353/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.0863 - accuracy: 0.6061\n",
      "Epoch 354/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 1.0816 - accuracy: 0.6061\n",
      "Epoch 355/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 1.0770 - accuracy: 0.6061\n",
      "Epoch 356/2000\n",
      "2/2 [==============================] - 0s 503us/step - loss: 1.0736 - accuracy: 0.6061\n",
      "Epoch 357/2000\n",
      "2/2 [==============================] - 0s 503us/step - loss: 1.0704 - accuracy: 0.6061\n",
      "Epoch 358/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 1.0664 - accuracy: 0.6061\n",
      "Epoch 359/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 1.0626 - accuracy: 0.6061\n",
      "Epoch 360/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.0600 - accuracy: 0.6061\n",
      "Epoch 361/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 1.0566 - accuracy: 0.6061\n",
      "Epoch 362/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0524 - accuracy: 0.6061\n",
      "Epoch 363/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 1.0473 - accuracy: 0.6061\n",
      "Epoch 364/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 1.0425 - accuracy: 0.6364\n",
      "Epoch 365/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.0390 - accuracy: 0.6364\n",
      "Epoch 366/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0355 - accuracy: 0.6364\n",
      "Epoch 367/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0318 - accuracy: 0.6364\n",
      "Epoch 368/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.0286 - accuracy: 0.6364\n",
      "Epoch 369/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.0254 - accuracy: 0.6364\n",
      "Epoch 370/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0229 - accuracy: 0.6364\n",
      "Epoch 371/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0199 - accuracy: 0.6364\n",
      "Epoch 372/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.0173 - accuracy: 0.6364\n",
      "Epoch 373/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0149 - accuracy: 0.6364\n",
      "Epoch 374/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 1.0123 - accuracy: 0.6364\n",
      "Epoch 375/2000\n",
      "2/2 [==============================] - 0s 503us/step - loss: 1.0105 - accuracy: 0.6364\n",
      "Epoch 376/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 1.0098 - accuracy: 0.6364\n",
      "Epoch 377/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 1.0082 - accuracy: 0.6364\n",
      "Epoch 378/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 1.0023 - accuracy: 0.6364\n",
      "Epoch 379/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.9930 - accuracy: 0.6364\n",
      "Epoch 380/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.9870 - accuracy: 0.6364\n",
      "Epoch 381/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.9855 - accuracy: 0.6364\n",
      "Epoch 382/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.9851 - accuracy: 0.6364\n",
      "Epoch 383/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.9833 - accuracy: 0.6364\n",
      "Epoch 384/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.9793 - accuracy: 0.6364\n",
      "Epoch 385/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.9740 - accuracy: 0.6364\n",
      "Epoch 386/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.9684 - accuracy: 0.6364\n",
      "Epoch 387/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.9635 - accuracy: 0.6364\n",
      "Epoch 388/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.9601 - accuracy: 0.6364\n",
      "Epoch 389/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.9564 - accuracy: 0.6364\n",
      "Epoch 390/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 0.9517 - accuracy: 0.6364\n",
      "Epoch 391/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.9478 - accuracy: 0.6364\n",
      "Epoch 392/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.9456 - accuracy: 0.6364\n",
      "Epoch 393/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.9427 - accuracy: 0.6970\n",
      "Epoch 394/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.9380 - accuracy: 0.6970\n",
      "Epoch 395/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.9329 - accuracy: 0.6970\n",
      "Epoch 396/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.9280 - accuracy: 0.6970\n",
      "Epoch 397/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.9234 - accuracy: 0.6364\n",
      "Epoch 398/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.9197 - accuracy: 0.6364\n",
      "Epoch 399/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.9172 - accuracy: 0.6364\n",
      "Epoch 400/2000\n",
      "2/2 [==============================] - 0s 566us/step - loss: 0.9135 - accuracy: 0.6364\n",
      "Epoch 401/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.9089 - accuracy: 0.6364\n",
      "Epoch 402/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.9047 - accuracy: 0.6364\n",
      "Epoch 403/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.9006 - accuracy: 0.6667\n",
      "Epoch 404/2000\n",
      "2/2 [==============================] - 0s 748us/step - loss: 0.8969 - accuracy: 0.6667\n",
      "Epoch 405/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.8933 - accuracy: 0.7273\n",
      "Epoch 406/2000\n",
      "2/2 [==============================] - 0s 533us/step - loss: 0.8909 - accuracy: 0.7576\n",
      "Epoch 407/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.8901 - accuracy: 0.7576\n",
      "Epoch 408/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.8886 - accuracy: 0.7879\n",
      "Epoch 409/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.8831 - accuracy: 0.7576\n",
      "Epoch 410/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.8779 - accuracy: 0.7576\n",
      "Epoch 411/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 0.8749 - accuracy: 0.7879\n",
      "Epoch 412/2000\n",
      "2/2 [==============================] - 0s 508us/step - loss: 0.8736 - accuracy: 0.7879\n",
      "Epoch 413/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.8709 - accuracy: 0.7879\n",
      "Epoch 414/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.8678 - accuracy: 0.7576\n",
      "Epoch 415/2000\n",
      "2/2 [==============================] - ETA: 0s - loss: 0.8851 - accuracy: 0.78 - 0s 2ms/step - loss: 0.8647 - accuracy: 0.7879\n",
      "Epoch 416/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.8609 - accuracy: 0.7879\n",
      "Epoch 417/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.8562 - accuracy: 0.8182\n",
      "Epoch 418/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.8510 - accuracy: 0.8182\n",
      "Epoch 419/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.8465 - accuracy: 0.8182\n",
      "Epoch 420/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.8435 - accuracy: 0.8485\n",
      "Epoch 421/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 0.8431 - accuracy: 0.7576\n",
      "Epoch 422/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.8424 - accuracy: 0.7576\n",
      "Epoch 423/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.8415 - accuracy: 0.7576\n",
      "Epoch 424/2000\n",
      "2/2 [==============================] - 0s 539us/step - loss: 0.8384 - accuracy: 0.7879\n",
      "Epoch 425/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.8330 - accuracy: 0.7879\n",
      "Epoch 426/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.8276 - accuracy: 0.7879\n",
      "Epoch 427/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.8230 - accuracy: 0.7879\n",
      "Epoch 428/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.8171 - accuracy: 0.8788\n",
      "Epoch 429/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 0.8113 - accuracy: 0.8788\n",
      "Epoch 430/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.8053 - accuracy: 0.8788\n",
      "Epoch 431/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.7996 - accuracy: 0.8788\n",
      "Epoch 432/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.7950 - accuracy: 0.8788\n",
      "Epoch 433/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.7904 - accuracy: 0.8788\n",
      "Epoch 434/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.7860 - accuracy: 0.8788\n",
      "Epoch 435/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.7825 - accuracy: 0.8788\n",
      "Epoch 436/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 0.7789 - accuracy: 0.8788\n",
      "Epoch 437/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.7751 - accuracy: 0.8788\n",
      "Epoch 438/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.7705 - accuracy: 0.8788\n",
      "Epoch 439/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.7660 - accuracy: 0.8788\n",
      "Epoch 440/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.7621 - accuracy: 0.8788\n",
      "Epoch 441/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.7583 - accuracy: 0.8788\n",
      "Epoch 442/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.7542 - accuracy: 0.8788\n",
      "Epoch 443/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.7503 - accuracy: 0.8788\n",
      "Epoch 444/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.7468 - accuracy: 0.8788\n",
      "Epoch 445/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.7440 - accuracy: 0.8788\n",
      "Epoch 446/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.7415 - accuracy: 0.8788\n",
      "Epoch 447/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.7375 - accuracy: 0.8788\n",
      "Epoch 448/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.7332 - accuracy: 0.8788\n",
      "Epoch 449/2000\n",
      "2/2 [==============================] - 0s 493us/step - loss: 0.7300 - accuracy: 0.8788\n",
      "Epoch 450/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.7272 - accuracy: 0.8788\n",
      "Epoch 451/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.7235 - accuracy: 0.8788\n",
      "Epoch 452/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.7194 - accuracy: 0.8788\n",
      "Epoch 453/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 0.7154 - accuracy: 0.8485\n",
      "Epoch 454/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.7111 - accuracy: 0.8485\n",
      "Epoch 455/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.7075 - accuracy: 0.8485\n",
      "Epoch 456/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.7048 - accuracy: 0.8485\n",
      "Epoch 457/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.7014 - accuracy: 0.8485\n",
      "Epoch 458/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6973 - accuracy: 0.8485\n",
      "Epoch 459/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6930 - accuracy: 0.8485\n",
      "Epoch 460/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6893 - accuracy: 0.8485\n",
      "Epoch 461/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.6861 - accuracy: 0.8485\n",
      "Epoch 462/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.6826 - accuracy: 0.8788\n",
      "Epoch 463/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6793 - accuracy: 0.8788\n",
      "Epoch 464/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6764 - accuracy: 0.8485\n",
      "Epoch 465/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6728 - accuracy: 0.8485\n",
      "Epoch 466/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.6695 - accuracy: 0.8485\n",
      "Epoch 467/2000\n",
      "2/2 [==============================] - 0s 486us/step - loss: 0.6660 - accuracy: 0.8485\n",
      "Epoch 468/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6625 - accuracy: 0.8485\n",
      "Epoch 469/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.6602 - accuracy: 0.8485\n",
      "Epoch 470/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6581 - accuracy: 0.8485\n",
      "Epoch 471/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.6559 - accuracy: 0.8485\n",
      "Epoch 472/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.6533 - accuracy: 0.8485\n",
      "Epoch 473/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6510 - accuracy: 0.8485\n",
      "Epoch 474/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6489 - accuracy: 0.8485\n",
      "Epoch 475/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6475 - accuracy: 0.8485\n",
      "Epoch 476/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6459 - accuracy: 0.8485\n",
      "Epoch 477/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.6443 - accuracy: 0.8485\n",
      "Epoch 478/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6416 - accuracy: 0.8485\n",
      "Epoch 479/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6357 - accuracy: 0.8485\n",
      "Epoch 480/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.6298 - accuracy: 0.8485\n",
      "Epoch 481/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6285 - accuracy: 0.8788\n",
      "Epoch 482/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 999us/step - loss: 0.6290 - accuracy: 0.8485\n",
      "Epoch 483/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.6307 - accuracy: 0.8485\n",
      "Epoch 484/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.6311 - accuracy: 0.8182\n",
      "Epoch 485/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6299 - accuracy: 0.8182\n",
      "Epoch 486/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.6249 - accuracy: 0.8182\n",
      "Epoch 487/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.6191 - accuracy: 0.8485\n",
      "Epoch 488/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.6153 - accuracy: 0.8485\n",
      "Epoch 489/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6131 - accuracy: 0.8182\n",
      "Epoch 490/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6105 - accuracy: 0.8182\n",
      "Epoch 491/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 0.6084 - accuracy: 0.8182\n",
      "Epoch 492/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.6086 - accuracy: 0.8485\n",
      "Epoch 493/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.6105 - accuracy: 0.8485\n",
      "Epoch 494/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.6088 - accuracy: 0.8485\n",
      "Epoch 495/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.6024 - accuracy: 0.8485\n",
      "Epoch 496/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.5943 - accuracy: 0.8788\n",
      "Epoch 497/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.5867 - accuracy: 0.8485\n",
      "Epoch 498/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.5801 - accuracy: 0.8485\n",
      "Epoch 499/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5761 - accuracy: 0.8182\n",
      "Epoch 500/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.5719 - accuracy: 0.8485\n",
      "Epoch 501/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.5684 - accuracy: 0.8788\n",
      "Epoch 502/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5662 - accuracy: 0.8788\n",
      "Epoch 503/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5639 - accuracy: 0.9091\n",
      "Epoch 504/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.5599 - accuracy: 0.9394\n",
      "Epoch 505/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.5560 - accuracy: 0.9394\n",
      "Epoch 506/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5530 - accuracy: 0.9394\n",
      "Epoch 507/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.5511 - accuracy: 0.9697\n",
      "Epoch 508/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.5505 - accuracy: 0.9697\n",
      "Epoch 509/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.5493 - accuracy: 0.9697\n",
      "Epoch 510/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.5474 - accuracy: 1.0000\n",
      "Epoch 511/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5434 - accuracy: 1.0000\n",
      "Epoch 512/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5378 - accuracy: 1.0000\n",
      "Epoch 513/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5328 - accuracy: 1.0000\n",
      "Epoch 514/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.5287 - accuracy: 1.0000\n",
      "Epoch 515/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5256 - accuracy: 1.0000\n",
      "Epoch 516/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5234 - accuracy: 1.0000\n",
      "Epoch 517/2000\n",
      "2/2 [==============================] - 0s 488us/step - loss: 0.5225 - accuracy: 1.0000\n",
      "Epoch 518/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5223 - accuracy: 0.9697\n",
      "Epoch 519/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.5217 - accuracy: 0.9697\n",
      "Epoch 520/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5177 - accuracy: 0.9697\n",
      "Epoch 521/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 0.5124 - accuracy: 0.9697\n",
      "Epoch 522/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5083 - accuracy: 1.0000\n",
      "Epoch 523/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5049 - accuracy: 1.0000\n",
      "Epoch 524/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.5019 - accuracy: 1.0000\n",
      "Epoch 525/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.5003 - accuracy: 1.0000\n",
      "Epoch 526/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4984 - accuracy: 1.0000\n",
      "Epoch 527/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4960 - accuracy: 1.0000\n",
      "Epoch 528/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4932 - accuracy: 1.0000\n",
      "Epoch 529/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.4910 - accuracy: 0.9697\n",
      "Epoch 530/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.4889 - accuracy: 1.0000\n",
      "Epoch 531/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4870 - accuracy: 1.0000\n",
      "Epoch 532/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4848 - accuracy: 1.0000\n",
      "Epoch 533/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4832 - accuracy: 1.0000\n",
      "Epoch 534/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4825 - accuracy: 1.0000\n",
      "Epoch 535/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4818 - accuracy: 1.0000\n",
      "Epoch 536/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4792 - accuracy: 1.0000\n",
      "Epoch 537/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4756 - accuracy: 1.0000\n",
      "Epoch 538/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 0.4724 - accuracy: 1.0000\n",
      "Epoch 539/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 0.4701 - accuracy: 1.0000\n",
      "Epoch 540/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4694 - accuracy: 0.9697\n",
      "Epoch 541/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 0.4692 - accuracy: 0.9697\n",
      "Epoch 542/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.4691 - accuracy: 0.9697\n",
      "Epoch 543/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4673 - accuracy: 0.9697\n",
      "Epoch 544/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.4645 - accuracy: 1.0000\n",
      "Epoch 545/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.4626 - accuracy: 1.0000\n",
      "Epoch 546/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4602 - accuracy: 1.0000\n",
      "Epoch 547/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4569 - accuracy: 1.0000\n",
      "Epoch 548/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.4534 - accuracy: 1.0000\n",
      "Epoch 549/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4511 - accuracy: 1.0000\n",
      "Epoch 550/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4493 - accuracy: 1.0000\n",
      "Epoch 551/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4466 - accuracy: 1.0000\n",
      "Epoch 552/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.4441 - accuracy: 1.0000\n",
      "Epoch 553/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.4422 - accuracy: 1.0000\n",
      "Epoch 554/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4418 - accuracy: 1.0000\n",
      "Epoch 555/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4403 - accuracy: 1.0000\n",
      "Epoch 556/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.4377 - accuracy: 1.0000\n",
      "Epoch 557/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.4346 - accuracy: 1.0000\n",
      "Epoch 558/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.4315 - accuracy: 1.0000\n",
      "Epoch 559/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 0.4290 - accuracy: 1.0000\n",
      "Epoch 560/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4269 - accuracy: 1.0000\n",
      "Epoch 561/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4248 - accuracy: 1.0000\n",
      "Epoch 562/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 998us/step - loss: 0.4216 - accuracy: 1.0000\n",
      "Epoch 563/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.4193 - accuracy: 1.0000\n",
      "Epoch 564/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4176 - accuracy: 1.0000\n",
      "Epoch 565/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.4165 - accuracy: 1.0000\n",
      "Epoch 566/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4153 - accuracy: 1.0000\n",
      "Epoch 567/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.4124 - accuracy: 1.0000\n",
      "Epoch 568/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.4091 - accuracy: 1.0000\n",
      "Epoch 569/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.4062 - accuracy: 1.0000\n",
      "Epoch 570/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.4044 - accuracy: 1.0000\n",
      "Epoch 571/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4033 - accuracy: 1.0000\n",
      "Epoch 572/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.4014 - accuracy: 1.0000\n",
      "Epoch 573/2000\n",
      "2/2 [==============================] - 0s 992us/step - loss: 0.3994 - accuracy: 1.0000\n",
      "Epoch 574/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3958 - accuracy: 1.0000\n",
      "Epoch 575/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.3924 - accuracy: 1.0000\n",
      "Epoch 576/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.3883 - accuracy: 1.0000\n",
      "Epoch 577/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.3841 - accuracy: 1.0000\n",
      "Epoch 578/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3811 - accuracy: 1.0000\n",
      "Epoch 579/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3789 - accuracy: 1.0000\n",
      "Epoch 580/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.3770 - accuracy: 1.0000\n",
      "Epoch 581/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.3749 - accuracy: 1.0000\n",
      "Epoch 582/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3723 - accuracy: 1.0000\n",
      "Epoch 583/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3692 - accuracy: 1.0000\n",
      "Epoch 584/2000\n",
      "2/2 [==============================] - 0s 987us/step - loss: 0.3686 - accuracy: 1.0000\n",
      "Epoch 585/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.3671 - accuracy: 1.0000\n",
      "Epoch 586/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3656 - accuracy: 1.0000\n",
      "Epoch 587/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3651 - accuracy: 1.0000\n",
      "Epoch 588/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.3647 - accuracy: 1.0000\n",
      "Epoch 589/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3645 - accuracy: 1.0000\n",
      "Epoch 590/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.3639 - accuracy: 1.0000\n",
      "Epoch 591/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3622 - accuracy: 1.0000\n",
      "Epoch 592/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3595 - accuracy: 1.0000\n",
      "Epoch 593/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.3561 - accuracy: 1.0000\n",
      "Epoch 594/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.3522 - accuracy: 1.0000\n",
      "Epoch 595/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.3489 - accuracy: 1.0000\n",
      "Epoch 596/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.3470 - accuracy: 1.0000\n",
      "Epoch 597/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3458 - accuracy: 1.0000\n",
      "Epoch 598/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.3452 - accuracy: 1.0000\n",
      "Epoch 599/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3454 - accuracy: 1.0000\n",
      "Epoch 600/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.3455 - accuracy: 1.0000\n",
      "Epoch 601/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3451 - accuracy: 1.0000\n",
      "Epoch 602/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3433 - accuracy: 1.0000\n",
      "Epoch 603/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3411 - accuracy: 1.0000\n",
      "Epoch 604/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.3389 - accuracy: 1.0000\n",
      "Epoch 605/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3368 - accuracy: 1.0000\n",
      "Epoch 606/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.3346 - accuracy: 1.0000\n",
      "Epoch 607/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3328 - accuracy: 1.0000\n",
      "Epoch 608/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3310 - accuracy: 1.0000\n",
      "Epoch 609/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3305 - accuracy: 1.0000\n",
      "Epoch 610/2000\n",
      "2/2 [==============================] - 0s 493us/step - loss: 0.3309 - accuracy: 0.9697\n",
      "Epoch 611/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3320 - accuracy: 0.9697\n",
      "Epoch 612/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3328 - accuracy: 0.9697\n",
      "Epoch 613/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3334 - accuracy: 0.9697\n",
      "Epoch 614/2000\n",
      "2/2 [==============================] - 0s 493us/step - loss: 0.3330 - accuracy: 0.9697\n",
      "Epoch 615/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3304 - accuracy: 0.9697\n",
      "Epoch 616/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.3251 - accuracy: 0.9697\n",
      "Epoch 617/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3206 - accuracy: 0.9697\n",
      "Epoch 618/2000\n",
      "2/2 [==============================] - 0s 988us/step - loss: 0.3180 - accuracy: 1.0000\n",
      "Epoch 619/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3165 - accuracy: 1.0000\n",
      "Epoch 620/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.3180 - accuracy: 1.0000\n",
      "Epoch 621/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.3219 - accuracy: 1.0000\n",
      "Epoch 622/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 0.3257 - accuracy: 1.0000\n",
      "Epoch 623/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3266 - accuracy: 1.0000\n",
      "Epoch 624/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 0.3233 - accuracy: 1.0000\n",
      "Epoch 625/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.3152 - accuracy: 1.0000\n",
      "Epoch 626/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.3066 - accuracy: 1.0000\n",
      "Epoch 627/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.3022 - accuracy: 1.0000\n",
      "Epoch 628/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3017 - accuracy: 1.0000\n",
      "Epoch 629/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3025 - accuracy: 1.0000\n",
      "Epoch 630/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.3043 - accuracy: 1.0000\n",
      "Epoch 631/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.3061 - accuracy: 1.0000\n",
      "Epoch 632/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.3065 - accuracy: 1.0000\n",
      "Epoch 633/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.3031 - accuracy: 1.0000\n",
      "Epoch 634/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2986 - accuracy: 1.0000\n",
      "Epoch 635/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.2940 - accuracy: 1.0000\n",
      "Epoch 636/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.2894 - accuracy: 1.0000\n",
      "Epoch 637/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2857 - accuracy: 1.0000\n",
      "Epoch 638/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2837 - accuracy: 1.0000\n",
      "Epoch 639/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2824 - accuracy: 1.0000\n",
      "Epoch 640/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2812 - accuracy: 1.0000\n",
      "Epoch 641/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2803 - accuracy: 1.0000\n",
      "Epoch 642/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 498us/step - loss: 0.2788 - accuracy: 1.0000\n",
      "Epoch 643/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2771 - accuracy: 1.0000\n",
      "Epoch 644/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2752 - accuracy: 1.0000\n",
      "Epoch 645/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2731 - accuracy: 1.0000\n",
      "Epoch 646/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2712 - accuracy: 1.0000\n",
      "Epoch 647/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2697 - accuracy: 1.0000\n",
      "Epoch 648/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.2691 - accuracy: 1.0000\n",
      "Epoch 649/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2681 - accuracy: 1.0000\n",
      "Epoch 650/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2667 - accuracy: 1.0000\n",
      "Epoch 651/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2654 - accuracy: 1.0000\n",
      "Epoch 652/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2640 - accuracy: 1.0000\n",
      "Epoch 653/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2620 - accuracy: 1.0000\n",
      "Epoch 654/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2612 - accuracy: 1.0000\n",
      "Epoch 655/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2617 - accuracy: 1.0000\n",
      "Epoch 656/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2610 - accuracy: 1.0000\n",
      "Epoch 657/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2589 - accuracy: 1.0000\n",
      "Epoch 658/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2564 - accuracy: 1.0000\n",
      "Epoch 659/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2538 - accuracy: 1.0000\n",
      "Epoch 660/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2515 - accuracy: 1.0000\n",
      "Epoch 661/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2496 - accuracy: 1.0000\n",
      "Epoch 662/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.2478 - accuracy: 1.0000\n",
      "Epoch 663/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2455 - accuracy: 1.0000\n",
      "Epoch 664/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2443 - accuracy: 1.0000\n",
      "Epoch 665/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2437 - accuracy: 1.0000\n",
      "Epoch 666/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2432 - accuracy: 1.0000\n",
      "Epoch 667/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2416 - accuracy: 1.0000\n",
      "Epoch 668/2000\n",
      "2/2 [==============================] - 0s 491us/step - loss: 0.2394 - accuracy: 1.0000\n",
      "Epoch 669/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2371 - accuracy: 1.0000\n",
      "Epoch 670/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 0.2339 - accuracy: 1.0000\n",
      "Epoch 671/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2315 - accuracy: 1.0000\n",
      "Epoch 672/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2303 - accuracy: 1.0000\n",
      "Epoch 673/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2302 - accuracy: 1.0000\n",
      "Epoch 674/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.2309 - accuracy: 1.0000\n",
      "Epoch 675/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2315 - accuracy: 1.0000\n",
      "Epoch 676/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2309 - accuracy: 1.0000\n",
      "Epoch 677/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2296 - accuracy: 1.0000\n",
      "Epoch 678/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2283 - accuracy: 1.0000\n",
      "Epoch 679/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.2264 - accuracy: 1.0000\n",
      "Epoch 680/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2254 - accuracy: 1.0000\n",
      "Epoch 681/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.2247 - accuracy: 1.0000\n",
      "Epoch 682/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.2237 - accuracy: 1.0000\n",
      "Epoch 683/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.2231 - accuracy: 1.0000\n",
      "Epoch 684/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2233 - accuracy: 1.0000\n",
      "Epoch 685/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2233 - accuracy: 1.0000\n",
      "Epoch 686/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2226 - accuracy: 1.0000\n",
      "Epoch 687/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2214 - accuracy: 1.0000\n",
      "Epoch 688/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.2185 - accuracy: 1.0000\n",
      "Epoch 689/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2123 - accuracy: 1.0000\n",
      "Epoch 690/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2091 - accuracy: 1.0000\n",
      "Epoch 691/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2110 - accuracy: 1.0000\n",
      "Epoch 692/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2151 - accuracy: 1.0000\n",
      "Epoch 693/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.2164 - accuracy: 1.0000\n",
      "Epoch 694/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2140 - accuracy: 1.0000\n",
      "Epoch 695/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2097 - accuracy: 1.0000\n",
      "Epoch 696/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2056 - accuracy: 1.0000\n",
      "Epoch 697/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.2026 - accuracy: 1.0000\n",
      "Epoch 698/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2017 - accuracy: 1.0000\n",
      "Epoch 699/2000\n",
      "2/2 [==============================] - 0s 507us/step - loss: 0.2019 - accuracy: 1.0000\n",
      "Epoch 700/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.2028 - accuracy: 1.0000\n",
      "Epoch 701/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.2034 - accuracy: 1.0000\n",
      "Epoch 702/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.2027 - accuracy: 1.0000\n",
      "Epoch 703/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.2005 - accuracy: 1.0000\n",
      "Epoch 704/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1976 - accuracy: 1.0000\n",
      "Epoch 705/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1950 - accuracy: 1.0000\n",
      "Epoch 706/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1912 - accuracy: 1.0000\n",
      "Epoch 707/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1887 - accuracy: 1.0000\n",
      "Epoch 708/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1889 - accuracy: 1.0000\n",
      "Epoch 709/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.1900 - accuracy: 1.0000\n",
      "Epoch 710/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1920 - accuracy: 1.0000\n",
      "Epoch 711/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1945 - accuracy: 1.0000\n",
      "Epoch 712/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.1953 - accuracy: 1.0000\n",
      "Epoch 713/2000\n",
      "2/2 [==============================] - 0s 493us/step - loss: 0.1941 - accuracy: 1.0000\n",
      "Epoch 714/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1929 - accuracy: 1.0000\n",
      "Epoch 715/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1920 - accuracy: 1.0000\n",
      "Epoch 716/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1914 - accuracy: 1.0000\n",
      "Epoch 717/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.1884 - accuracy: 1.0000\n",
      "Epoch 718/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1842 - accuracy: 1.0000\n",
      "Epoch 719/2000\n",
      "2/2 [==============================] - 0s 2ms/step - loss: 0.1811 - accuracy: 1.0000\n",
      "Epoch 720/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1780 - accuracy: 1.0000\n",
      "Epoch 721/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1760 - accuracy: 1.0000\n",
      "Epoch 722/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 996us/step - loss: 0.1746 - accuracy: 1.0000\n",
      "Epoch 723/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1735 - accuracy: 1.0000\n",
      "Epoch 724/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1720 - accuracy: 1.0000\n",
      "Epoch 725/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1704 - accuracy: 1.0000\n",
      "Epoch 726/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1694 - accuracy: 1.0000\n",
      "Epoch 727/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1687 - accuracy: 1.0000\n",
      "Epoch 728/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1678 - accuracy: 1.0000\n",
      "Epoch 729/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 0.1671 - accuracy: 1.0000\n",
      "Epoch 730/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1664 - accuracy: 1.0000\n",
      "Epoch 731/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1660 - accuracy: 1.0000\n",
      "Epoch 732/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.1659 - accuracy: 1.0000\n",
      "Epoch 733/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1657 - accuracy: 1.0000\n",
      "Epoch 734/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1661 - accuracy: 1.0000\n",
      "Epoch 735/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1656 - accuracy: 1.0000\n",
      "Epoch 736/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.1652 - accuracy: 1.0000\n",
      "Epoch 737/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1644 - accuracy: 1.0000\n",
      "Epoch 738/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1636 - accuracy: 1.0000\n",
      "Epoch 739/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1635 - accuracy: 1.0000\n",
      "Epoch 740/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1635 - accuracy: 1.0000\n",
      "Epoch 741/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1630 - accuracy: 1.0000\n",
      "Epoch 742/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1619 - accuracy: 1.0000\n",
      "Epoch 743/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1605 - accuracy: 1.0000\n",
      "Epoch 744/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1594 - accuracy: 1.0000\n",
      "Epoch 745/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1586 - accuracy: 1.0000\n",
      "Epoch 746/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1583 - accuracy: 1.0000\n",
      "Epoch 747/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1577 - accuracy: 1.0000\n",
      "Epoch 748/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1565 - accuracy: 1.0000\n",
      "Epoch 749/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1558 - accuracy: 1.0000\n",
      "Epoch 750/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1551 - accuracy: 1.0000\n",
      "Epoch 751/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1541 - accuracy: 1.0000\n",
      "Epoch 752/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1527 - accuracy: 1.0000\n",
      "Epoch 753/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1509 - accuracy: 1.0000\n",
      "Epoch 754/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1494 - accuracy: 1.0000\n",
      "Epoch 755/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.1484 - accuracy: 1.0000\n",
      "Epoch 756/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1476 - accuracy: 1.0000\n",
      "Epoch 757/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1464 - accuracy: 1.0000\n",
      "Epoch 758/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1452 - accuracy: 1.0000\n",
      "Epoch 759/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.1443 - accuracy: 1.0000\n",
      "Epoch 760/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1437 - accuracy: 1.0000\n",
      "Epoch 761/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1434 - accuracy: 1.0000\n",
      "Epoch 762/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1432 - accuracy: 1.0000\n",
      "Epoch 763/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1428 - accuracy: 1.0000\n",
      "Epoch 764/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1418 - accuracy: 1.0000\n",
      "Epoch 765/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1405 - accuracy: 1.0000\n",
      "Epoch 766/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1395 - accuracy: 1.0000\n",
      "Epoch 767/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1388 - accuracy: 1.0000\n",
      "Epoch 768/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1382 - accuracy: 1.0000\n",
      "Epoch 769/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1375 - accuracy: 1.0000\n",
      "Epoch 770/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1369 - accuracy: 1.0000\n",
      "Epoch 771/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1363 - accuracy: 1.0000\n",
      "Epoch 772/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1357 - accuracy: 1.0000\n",
      "Epoch 773/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 0.1346 - accuracy: 1.0000\n",
      "Epoch 774/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1332 - accuracy: 1.0000\n",
      "Epoch 775/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1331 - accuracy: 1.0000\n",
      "Epoch 776/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1327 - accuracy: 1.0000\n",
      "Epoch 777/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1320 - accuracy: 1.0000\n",
      "Epoch 778/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.1312 - accuracy: 1.0000\n",
      "Epoch 779/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1306 - accuracy: 1.0000\n",
      "Epoch 780/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.1299 - accuracy: 1.0000\n",
      "Epoch 781/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.1293 - accuracy: 1.0000\n",
      "Epoch 782/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1283 - accuracy: 1.0000\n",
      "Epoch 783/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1272 - accuracy: 1.0000\n",
      "Epoch 784/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1267 - accuracy: 1.0000\n",
      "Epoch 785/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.1267 - accuracy: 1.0000\n",
      "Epoch 786/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.1263 - accuracy: 1.0000\n",
      "Epoch 787/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1259 - accuracy: 1.0000\n",
      "Epoch 788/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.1252 - accuracy: 1.0000\n",
      "Epoch 789/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1243 - accuracy: 1.0000\n",
      "Epoch 790/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1234 - accuracy: 1.0000\n",
      "Epoch 791/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1225 - accuracy: 1.0000\n",
      "Epoch 792/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1218 - accuracy: 1.0000\n",
      "Epoch 793/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.1216 - accuracy: 1.0000\n",
      "Epoch 794/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.1222 - accuracy: 1.0000\n",
      "Epoch 795/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1233 - accuracy: 1.0000\n",
      "Epoch 796/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.1246 - accuracy: 1.0000\n",
      "Epoch 797/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1254 - accuracy: 1.0000\n",
      "Epoch 798/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1255 - accuracy: 1.0000\n",
      "Epoch 799/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1250 - accuracy: 1.0000\n",
      "Epoch 800/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1238 - accuracy: 1.0000\n",
      "Epoch 801/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1221 - accuracy: 1.0000\n",
      "Epoch 802/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.1193 - accuracy: 1.0000\n",
      "Epoch 803/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1165 - accuracy: 1.0000\n",
      "Epoch 804/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1146 - accuracy: 1.0000\n",
      "Epoch 805/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.1139 - accuracy: 1.0000\n",
      "Epoch 806/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1140 - accuracy: 1.0000\n",
      "Epoch 807/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1144 - accuracy: 1.0000\n",
      "Epoch 808/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1143 - accuracy: 1.0000\n",
      "Epoch 809/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1138 - accuracy: 1.0000\n",
      "Epoch 810/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 0.1132 - accuracy: 1.0000\n",
      "Epoch 811/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1128 - accuracy: 1.0000\n",
      "Epoch 812/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1123 - accuracy: 1.0000\n",
      "Epoch 813/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1117 - accuracy: 1.0000\n",
      "Epoch 814/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 0.1111 - accuracy: 1.0000\n",
      "Epoch 815/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1108 - accuracy: 1.0000\n",
      "Epoch 816/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1102 - accuracy: 1.0000\n",
      "Epoch 817/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1095 - accuracy: 1.0000\n",
      "Epoch 818/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1089 - accuracy: 1.0000\n",
      "Epoch 819/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1079 - accuracy: 1.0000\n",
      "Epoch 820/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1068 - accuracy: 1.0000\n",
      "Epoch 821/2000\n",
      "2/2 [==============================] - 0s 519us/step - loss: 0.1060 - accuracy: 1.0000\n",
      "Epoch 822/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1052 - accuracy: 1.0000\n",
      "Epoch 823/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.1045 - accuracy: 1.0000\n",
      "Epoch 824/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1039 - accuracy: 1.0000\n",
      "Epoch 825/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1032 - accuracy: 1.0000\n",
      "Epoch 826/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1027 - accuracy: 1.0000\n",
      "Epoch 827/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.1020 - accuracy: 1.0000\n",
      "Epoch 828/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1016 - accuracy: 1.0000\n",
      "Epoch 829/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.1011 - accuracy: 1.0000\n",
      "Epoch 830/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.1007 - accuracy: 1.0000\n",
      "Epoch 831/2000\n",
      "2/2 [==============================] - 0s 510us/step - loss: 0.1006 - accuracy: 1.0000\n",
      "Epoch 832/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0994 - accuracy: 1.0000\n",
      "Epoch 833/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0983 - accuracy: 1.0000\n",
      "Epoch 834/2000\n",
      "2/2 [==============================] - 0s 491us/step - loss: 0.0977 - accuracy: 1.0000\n",
      "Epoch 835/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0975 - accuracy: 1.0000\n",
      "Epoch 836/2000\n",
      "2/2 [==============================] - 0s 491us/step - loss: 0.0977 - accuracy: 1.0000\n",
      "Epoch 837/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0979 - accuracy: 1.0000\n",
      "Epoch 838/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0979 - accuracy: 1.0000\n",
      "Epoch 839/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0967 - accuracy: 1.0000\n",
      "Epoch 840/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0952 - accuracy: 1.0000\n",
      "Epoch 841/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0941 - accuracy: 1.0000\n",
      "Epoch 842/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0940 - accuracy: 1.0000\n",
      "Epoch 843/2000\n",
      "2/2 [==============================] - 0s 508us/step - loss: 0.0945 - accuracy: 1.0000\n",
      "Epoch 844/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0950 - accuracy: 1.0000\n",
      "Epoch 845/2000\n",
      "2/2 [==============================] - 0s 779us/step - loss: 0.0955 - accuracy: 1.0000\n",
      "Epoch 846/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0951 - accuracy: 1.0000\n",
      "Epoch 847/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0940 - accuracy: 1.0000\n",
      "Epoch 848/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0929 - accuracy: 1.0000\n",
      "Epoch 849/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0919 - accuracy: 1.0000\n",
      "Epoch 850/2000\n",
      "2/2 [==============================] - 0s 978us/step - loss: 0.0911 - accuracy: 1.0000\n",
      "Epoch 851/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0904 - accuracy: 1.0000\n",
      "Epoch 852/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0898 - accuracy: 1.0000\n",
      "Epoch 853/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0893 - accuracy: 1.0000\n",
      "Epoch 854/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0889 - accuracy: 1.0000\n",
      "Epoch 855/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0885 - accuracy: 1.0000\n",
      "Epoch 856/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0884 - accuracy: 1.0000\n",
      "Epoch 857/2000\n",
      "2/2 [==============================] - 0s 752us/step - loss: 0.0883 - accuracy: 1.0000\n",
      "Epoch 858/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0882 - accuracy: 1.0000\n",
      "Epoch 859/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0880 - accuracy: 1.0000\n",
      "Epoch 860/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0876 - accuracy: 1.0000\n",
      "Epoch 861/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0868 - accuracy: 1.0000\n",
      "Epoch 862/2000\n",
      "2/2 [==============================] - 0s 862us/step - loss: 0.0859 - accuracy: 1.0000\n",
      "Epoch 863/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0850 - accuracy: 1.0000\n",
      "Epoch 864/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0842 - accuracy: 1.0000\n",
      "Epoch 865/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0835 - accuracy: 1.0000\n",
      "Epoch 866/2000\n",
      "2/2 [==============================] - 0s 506us/step - loss: 0.0830 - accuracy: 1.0000\n",
      "Epoch 867/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0826 - accuracy: 1.0000\n",
      "Epoch 868/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0823 - accuracy: 1.0000\n",
      "Epoch 869/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0820 - accuracy: 1.0000\n",
      "Epoch 870/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0818 - accuracy: 1.0000\n",
      "Epoch 871/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0815 - accuracy: 1.0000\n",
      "Epoch 872/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0812 - accuracy: 1.0000\n",
      "Epoch 873/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0810 - accuracy: 1.0000\n",
      "Epoch 874/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0807 - accuracy: 1.0000\n",
      "Epoch 875/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0805 - accuracy: 1.0000\n",
      "Epoch 876/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0802 - accuracy: 1.0000\n",
      "Epoch 877/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0800 - accuracy: 1.0000\n",
      "Epoch 878/2000\n",
      "2/2 [==============================] - 0s 993us/step - loss: 0.0799 - accuracy: 1.0000\n",
      "Epoch 879/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0799 - accuracy: 1.0000\n",
      "Epoch 880/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0800 - accuracy: 1.0000\n",
      "Epoch 881/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0801 - accuracy: 1.0000\n",
      "Epoch 882/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.0801 - accuracy: 1.0000\n",
      "Epoch 883/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0800 - accuracy: 1.0000\n",
      "Epoch 884/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0796 - accuracy: 1.0000\n",
      "Epoch 885/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0786 - accuracy: 1.0000\n",
      "Epoch 886/2000\n",
      "2/2 [==============================] - 0s 511us/step - loss: 0.0772 - accuracy: 1.0000\n",
      "Epoch 887/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0762 - accuracy: 1.0000\n",
      "Epoch 888/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0757 - accuracy: 1.0000\n",
      "Epoch 889/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0757 - accuracy: 1.0000\n",
      "Epoch 890/2000\n",
      "2/2 [==============================] - 0s 510us/step - loss: 0.0757 - accuracy: 1.0000\n",
      "Epoch 891/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0757 - accuracy: 1.0000\n",
      "Epoch 892/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0757 - accuracy: 1.0000\n",
      "Epoch 893/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0756 - accuracy: 1.0000\n",
      "Epoch 894/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0755 - accuracy: 1.0000\n",
      "Epoch 895/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0750 - accuracy: 1.0000\n",
      "Epoch 896/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0744 - accuracy: 1.0000\n",
      "Epoch 897/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0739 - accuracy: 1.0000\n",
      "Epoch 898/2000\n",
      "2/2 [==============================] - 0s 548us/step - loss: 0.0735 - accuracy: 1.0000\n",
      "Epoch 899/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0731 - accuracy: 1.0000\n",
      "Epoch 900/2000\n",
      "2/2 [==============================] - 0s 786us/step - loss: 0.0730 - accuracy: 1.0000\n",
      "Epoch 901/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 0.0728 - accuracy: 1.0000\n",
      "Epoch 902/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0727 - accuracy: 1.0000\n",
      "Epoch 903/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0724 - accuracy: 1.0000\n",
      "Epoch 904/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0718 - accuracy: 1.0000\n",
      "Epoch 905/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0707 - accuracy: 1.0000\n",
      "Epoch 906/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0696 - accuracy: 1.0000\n",
      "Epoch 907/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0690 - accuracy: 1.0000\n",
      "Epoch 908/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0686 - accuracy: 1.0000\n",
      "Epoch 909/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0686 - accuracy: 1.0000\n",
      "Epoch 910/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0684 - accuracy: 1.0000\n",
      "Epoch 911/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0680 - accuracy: 1.0000\n",
      "Epoch 912/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0677 - accuracy: 1.0000\n",
      "Epoch 913/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0677 - accuracy: 1.0000\n",
      "Epoch 914/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0677 - accuracy: 1.0000\n",
      "Epoch 915/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 0.0675 - accuracy: 1.0000\n",
      "Epoch 916/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0670 - accuracy: 1.0000\n",
      "Epoch 917/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0665 - accuracy: 1.0000\n",
      "Epoch 918/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0661 - accuracy: 1.0000\n",
      "Epoch 919/2000\n",
      "2/2 [==============================] - 0s 709us/step - loss: 0.0657 - accuracy: 1.0000\n",
      "Epoch 920/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0652 - accuracy: 1.0000\n",
      "Epoch 921/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0647 - accuracy: 1.0000\n",
      "Epoch 922/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0642 - accuracy: 1.0000\n",
      "Epoch 923/2000\n",
      "2/2 [==============================] - 0s 985us/step - loss: 0.0639 - accuracy: 1.0000\n",
      "Epoch 924/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0635 - accuracy: 1.0000\n",
      "Epoch 925/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0633 - accuracy: 1.0000\n",
      "Epoch 926/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0630 - accuracy: 1.0000\n",
      "Epoch 927/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0627 - accuracy: 1.0000\n",
      "Epoch 928/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0624 - accuracy: 1.0000\n",
      "Epoch 929/2000\n",
      "2/2 [==============================] - 0s 493us/step - loss: 0.0621 - accuracy: 1.0000\n",
      "Epoch 930/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0617 - accuracy: 1.0000\n",
      "Epoch 931/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0613 - accuracy: 1.0000\n",
      "Epoch 932/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0610 - accuracy: 1.0000\n",
      "Epoch 933/2000\n",
      "2/2 [==============================] - 0s 894us/step - loss: 0.0613 - accuracy: 1.0000\n",
      "Epoch 934/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0619 - accuracy: 1.0000\n",
      "Epoch 935/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0623 - accuracy: 1.0000\n",
      "Epoch 936/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0628 - accuracy: 1.0000\n",
      "Epoch 937/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0632 - accuracy: 1.0000\n",
      "Epoch 938/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0635 - accuracy: 1.0000\n",
      "Epoch 939/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0634 - accuracy: 1.0000\n",
      "Epoch 940/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0627 - accuracy: 1.0000\n",
      "Epoch 941/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0619 - accuracy: 1.0000\n",
      "Epoch 942/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0604 - accuracy: 1.0000\n",
      "Epoch 943/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0589 - accuracy: 1.0000\n",
      "Epoch 944/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0580 - accuracy: 1.0000\n",
      "Epoch 945/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0578 - accuracy: 1.0000\n",
      "Epoch 946/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0578 - accuracy: 1.0000\n",
      "Epoch 947/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0578 - accuracy: 1.0000\n",
      "Epoch 948/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0578 - accuracy: 1.0000\n",
      "Epoch 949/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0577 - accuracy: 1.0000\n",
      "Epoch 950/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0573 - accuracy: 1.0000\n",
      "Epoch 951/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0567 - accuracy: 1.0000\n",
      "Epoch 952/2000\n",
      "2/2 [==============================] - 0s 864us/step - loss: 0.0561 - accuracy: 1.0000\n",
      "Epoch 953/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 0.0558 - accuracy: 1.0000\n",
      "Epoch 954/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0559 - accuracy: 1.0000\n",
      "Epoch 955/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0559 - accuracy: 1.0000\n",
      "Epoch 956/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0556 - accuracy: 1.0000\n",
      "Epoch 957/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0550 - accuracy: 1.0000\n",
      "Epoch 958/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0544 - accuracy: 1.0000\n",
      "Epoch 959/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0540 - accuracy: 1.0000\n",
      "Epoch 960/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0535 - accuracy: 1.0000\n",
      "Epoch 961/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0532 - accuracy: 1.0000\n",
      "Epoch 962/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.0529 - accuracy: 1.0000\n",
      "Epoch 963/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0526 - accuracy: 1.0000\n",
      "Epoch 964/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0522 - accuracy: 1.0000\n",
      "Epoch 965/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0519 - accuracy: 1.0000\n",
      "Epoch 966/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0516 - accuracy: 1.0000\n",
      "Epoch 967/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0514 - accuracy: 1.0000\n",
      "Epoch 968/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0511 - accuracy: 1.0000\n",
      "Epoch 969/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0510 - accuracy: 1.0000\n",
      "Epoch 970/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0508 - accuracy: 1.0000\n",
      "Epoch 971/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0506 - accuracy: 1.0000\n",
      "Epoch 972/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0504 - accuracy: 1.0000\n",
      "Epoch 973/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0502 - accuracy: 1.0000\n",
      "Epoch 974/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0499 - accuracy: 1.0000\n",
      "Epoch 975/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0497 - accuracy: 1.0000\n",
      "Epoch 976/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0495 - accuracy: 1.0000\n",
      "Epoch 977/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0493 - accuracy: 1.0000\n",
      "Epoch 978/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 0.0491 - accuracy: 1.0000\n",
      "Epoch 979/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0488 - accuracy: 1.0000\n",
      "Epoch 980/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0485 - accuracy: 1.0000\n",
      "Epoch 981/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0482 - accuracy: 1.0000\n",
      "Epoch 982/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0478 - accuracy: 1.0000\n",
      "Epoch 983/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0476 - accuracy: 1.0000\n",
      "Epoch 984/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0474 - accuracy: 1.0000\n",
      "Epoch 985/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0473 - accuracy: 1.0000\n",
      "Epoch 986/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0472 - accuracy: 1.0000\n",
      "Epoch 987/2000\n",
      "2/2 [==============================] - 0s 600us/step - loss: 0.0469 - accuracy: 1.0000\n",
      "Epoch 988/2000\n",
      "2/2 [==============================] - 0s 0s/step - loss: 0.0467 - accuracy: 1.0000\n",
      "Epoch 989/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0465 - accuracy: 1.0000\n",
      "Epoch 990/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0462 - accuracy: 1.0000\n",
      "Epoch 991/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0460 - accuracy: 1.0000\n",
      "Epoch 992/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0458 - accuracy: 1.0000\n",
      "Epoch 993/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0455 - accuracy: 1.0000\n",
      "Epoch 994/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0453 - accuracy: 1.0000\n",
      "Epoch 995/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0451 - accuracy: 1.0000\n",
      "Epoch 996/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0450 - accuracy: 1.0000\n",
      "Epoch 997/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0448 - accuracy: 1.0000\n",
      "Epoch 998/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0446 - accuracy: 1.0000\n",
      "Epoch 999/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0444 - accuracy: 1.0000\n",
      "Epoch 1000/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0443 - accuracy: 1.0000\n",
      "Epoch 1001/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0442 - accuracy: 1.0000\n",
      "Epoch 1002/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0442 - accuracy: 1.0000\n",
      "Epoch 1003/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0443 - accuracy: 1.0000\n",
      "Epoch 1004/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0442 - accuracy: 1.0000\n",
      "Epoch 1005/2000\n",
      "2/2 [==============================] - 0s 991us/step - loss: 0.0440 - accuracy: 1.0000\n",
      "Epoch 1006/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0441 - accuracy: 1.0000\n",
      "Epoch 1007/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0442 - accuracy: 1.0000\n",
      "Epoch 1008/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0442 - accuracy: 1.0000\n",
      "Epoch 1009/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0438 - accuracy: 1.0000\n",
      "Epoch 1010/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0434 - accuracy: 1.0000\n",
      "Epoch 1011/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0430 - accuracy: 1.0000\n",
      "Epoch 1012/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0427 - accuracy: 1.0000\n",
      "Epoch 1013/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0424 - accuracy: 1.0000\n",
      "Epoch 1014/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0423 - accuracy: 1.0000\n",
      "Epoch 1015/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0422 - accuracy: 1.0000\n",
      "Epoch 1016/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0419 - accuracy: 1.0000\n",
      "Epoch 1017/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0416 - accuracy: 1.0000\n",
      "Epoch 1018/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0413 - accuracy: 1.0000\n",
      "Epoch 1019/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0411 - accuracy: 1.0000\n",
      "Epoch 1020/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0406 - accuracy: 1.0000\n",
      "Epoch 1021/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0402 - accuracy: 1.0000\n",
      "Epoch 1022/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0401 - accuracy: 1.0000\n",
      "Epoch 1023/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0402 - accuracy: 1.0000\n",
      "Epoch 1024/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0404 - accuracy: 1.0000\n",
      "Epoch 1025/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0403 - accuracy: 1.0000\n",
      "Epoch 1026/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0401 - accuracy: 1.0000\n",
      "Epoch 1027/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0399 - accuracy: 1.0000\n",
      "Epoch 1028/2000\n",
      "2/2 [==============================] - 0s 991us/step - loss: 0.0397 - accuracy: 1.0000\n",
      "Epoch 1029/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0396 - accuracy: 1.0000\n",
      "Epoch 1030/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0394 - accuracy: 1.0000\n",
      "Epoch 1031/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0392 - accuracy: 1.0000\n",
      "Epoch 1032/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0389 - accuracy: 1.0000\n",
      "Epoch 1033/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0387 - accuracy: 1.0000\n",
      "Epoch 1034/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0385 - accuracy: 1.0000\n",
      "Epoch 1035/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0383 - accuracy: 1.0000\n",
      "Epoch 1036/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0381 - accuracy: 1.0000\n",
      "Epoch 1037/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0379 - accuracy: 1.0000\n",
      "Epoch 1038/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0378 - accuracy: 1.0000\n",
      "Epoch 1039/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0376 - accuracy: 1.0000\n",
      "Epoch 1040/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0374 - accuracy: 1.0000\n",
      "Epoch 1041/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0373 - accuracy: 1.0000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1042/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0371 - accuracy: 1.0000\n",
      "Epoch 1043/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0369 - accuracy: 1.0000\n",
      "Epoch 1044/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0368 - accuracy: 1.0000\n",
      "Epoch 1045/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0366 - accuracy: 1.0000\n",
      "Epoch 1046/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0365 - accuracy: 1.0000\n",
      "Epoch 1047/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0364 - accuracy: 1.0000\n",
      "Epoch 1048/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0362 - accuracy: 1.0000\n",
      "Epoch 1049/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0361 - accuracy: 1.0000\n",
      "Epoch 1050/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0360 - accuracy: 1.0000\n",
      "Epoch 1051/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0359 - accuracy: 1.0000\n",
      "Epoch 1052/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0358 - accuracy: 1.0000\n",
      "Epoch 1053/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0357 - accuracy: 1.0000\n",
      "Epoch 1054/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0356 - accuracy: 1.0000\n",
      "Epoch 1055/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 0.0354 - accuracy: 1.0000\n",
      "Epoch 1056/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0354 - accuracy: 1.0000\n",
      "Epoch 1057/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0353 - accuracy: 1.0000\n",
      "Epoch 1058/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0353 - accuracy: 1.0000\n",
      "Epoch 1059/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0352 - accuracy: 1.0000\n",
      "Epoch 1060/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0352 - accuracy: 1.0000\n",
      "Epoch 1061/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0351 - accuracy: 1.0000\n",
      "Epoch 1062/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0350 - accuracy: 1.0000\n",
      "Epoch 1063/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0349 - accuracy: 1.0000\n",
      "Epoch 1064/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0348 - accuracy: 1.0000\n",
      "Epoch 1065/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0347 - accuracy: 1.0000\n",
      "Epoch 1066/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0347 - accuracy: 1.0000\n",
      "Epoch 1067/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0347 - accuracy: 1.0000\n",
      "Epoch 1068/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0346 - accuracy: 1.0000\n",
      "Epoch 1069/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0346 - accuracy: 1.0000\n",
      "Epoch 1070/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0346 - accuracy: 1.0000\n",
      "Epoch 1071/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0345 - accuracy: 1.0000\n",
      "Epoch 1072/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0343 - accuracy: 1.0000\n",
      "Epoch 1073/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0341 - accuracy: 1.0000\n",
      "Epoch 1074/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0337 - accuracy: 1.0000\n",
      "Epoch 1075/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0334 - accuracy: 1.0000\n",
      "Epoch 1076/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0333 - accuracy: 1.0000\n",
      "Epoch 1077/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0332 - accuracy: 1.0000\n",
      "Epoch 1078/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0331 - accuracy: 1.0000\n",
      "Epoch 1079/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0330 - accuracy: 1.0000\n",
      "Epoch 1080/2000\n",
      "2/2 [==============================] - 0s 503us/step - loss: 0.0329 - accuracy: 1.0000\n",
      "Epoch 1081/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0329 - accuracy: 1.0000\n",
      "Epoch 1082/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0327 - accuracy: 1.0000\n",
      "Epoch 1083/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0325 - accuracy: 1.0000\n",
      "Epoch 1084/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0323 - accuracy: 1.0000\n",
      "Epoch 1085/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0320 - accuracy: 1.0000\n",
      "Epoch 1086/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0318 - accuracy: 1.0000\n",
      "Epoch 1087/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0316 - accuracy: 1.0000\n",
      "Epoch 1088/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0314 - accuracy: 1.0000\n",
      "Epoch 1089/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0313 - accuracy: 1.0000\n",
      "Epoch 1090/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0312 - accuracy: 1.0000\n",
      "Epoch 1091/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0312 - accuracy: 1.0000\n",
      "Epoch 1092/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0311 - accuracy: 1.0000\n",
      "Epoch 1093/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0312 - accuracy: 1.0000\n",
      "Epoch 1094/2000\n",
      "2/2 [==============================] - 0s 505us/step - loss: 0.0312 - accuracy: 1.0000\n",
      "Epoch 1095/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0312 - accuracy: 1.0000\n",
      "Epoch 1096/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0311 - accuracy: 1.0000\n",
      "Epoch 1097/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0311 - accuracy: 1.0000\n",
      "Epoch 1098/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0311 - accuracy: 1.0000\n",
      "Epoch 1099/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0310 - accuracy: 1.0000\n",
      "Epoch 1100/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0308 - accuracy: 1.0000\n",
      "Epoch 1101/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0305 - accuracy: 1.0000\n",
      "Epoch 1102/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0303 - accuracy: 1.0000\n",
      "Epoch 1103/2000\n",
      "2/2 [==============================] - 0s 993us/step - loss: 0.0302 - accuracy: 1.0000\n",
      "Epoch 1104/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0301 - accuracy: 1.0000\n",
      "Epoch 1105/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0300 - accuracy: 1.0000\n",
      "Epoch 1106/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0299 - accuracy: 1.0000\n",
      "Epoch 1107/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0298 - accuracy: 1.0000\n",
      "Epoch 1108/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0296 - accuracy: 1.0000\n",
      "Epoch 1109/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0295 - accuracy: 1.0000\n",
      "Epoch 1110/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0294 - accuracy: 1.0000\n",
      "Epoch 1111/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0295 - accuracy: 1.0000\n",
      "Epoch 1112/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0294 - accuracy: 1.0000\n",
      "Epoch 1113/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0294 - accuracy: 1.0000\n",
      "Epoch 1114/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0293 - accuracy: 1.0000\n",
      "Epoch 1115/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0292 - accuracy: 1.0000\n",
      "Epoch 1116/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0291 - accuracy: 1.0000\n",
      "Epoch 1117/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0289 - accuracy: 1.0000\n",
      "Epoch 1118/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0286 - accuracy: 1.0000\n",
      "Epoch 1119/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0283 - accuracy: 1.0000\n",
      "Epoch 1120/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0282 - accuracy: 1.0000\n",
      "Epoch 1121/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 498us/step - loss: 0.0281 - accuracy: 1.0000\n",
      "Epoch 1122/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0279 - accuracy: 1.0000\n",
      "Epoch 1123/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0277 - accuracy: 1.0000\n",
      "Epoch 1124/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0276 - accuracy: 1.0000\n",
      "Epoch 1125/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0275 - accuracy: 1.0000\n",
      "Epoch 1126/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0274 - accuracy: 1.0000\n",
      "Epoch 1127/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0273 - accuracy: 1.0000\n",
      "Epoch 1128/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0272 - accuracy: 1.0000\n",
      "Epoch 1129/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0271 - accuracy: 1.0000\n",
      "Epoch 1130/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0270 - accuracy: 1.0000\n",
      "Epoch 1131/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0270 - accuracy: 1.0000\n",
      "Epoch 1132/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0270 - accuracy: 1.0000\n",
      "Epoch 1133/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0270 - accuracy: 1.0000\n",
      "Epoch 1134/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0270 - accuracy: 1.0000\n",
      "Epoch 1135/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0269 - accuracy: 1.0000\n",
      "Epoch 1136/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0268 - accuracy: 1.0000\n",
      "Epoch 1137/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0266 - accuracy: 1.0000\n",
      "Epoch 1138/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0264 - accuracy: 1.0000\n",
      "Epoch 1139/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0262 - accuracy: 1.0000\n",
      "Epoch 1140/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0260 - accuracy: 1.0000\n",
      "Epoch 1141/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0258 - accuracy: 1.0000\n",
      "Epoch 1142/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0257 - accuracy: 1.0000\n",
      "Epoch 1143/2000\n",
      "2/2 [==============================] - 0s 990us/step - loss: 0.0256 - accuracy: 1.0000\n",
      "Epoch 1144/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0255 - accuracy: 1.0000\n",
      "Epoch 1145/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0254 - accuracy: 1.0000\n",
      "Epoch 1146/2000\n",
      "2/2 [==============================] - 0s 505us/step - loss: 0.0254 - accuracy: 1.0000\n",
      "Epoch 1147/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0254 - accuracy: 1.0000\n",
      "Epoch 1148/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0254 - accuracy: 1.0000\n",
      "Epoch 1149/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0254 - accuracy: 1.0000\n",
      "Epoch 1150/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0254 - accuracy: 1.0000\n",
      "Epoch 1151/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0253 - accuracy: 1.0000\n",
      "Epoch 1152/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0252 - accuracy: 1.0000\n",
      "Epoch 1153/2000\n",
      "2/2 [==============================] - 0s 491us/step - loss: 0.0251 - accuracy: 1.0000\n",
      "Epoch 1154/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0248 - accuracy: 1.0000\n",
      "Epoch 1155/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0247 - accuracy: 1.0000\n",
      "Epoch 1156/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0246 - accuracy: 1.0000\n",
      "Epoch 1157/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0245 - accuracy: 1.0000\n",
      "Epoch 1158/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0245 - accuracy: 1.0000\n",
      "Epoch 1159/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0244 - accuracy: 1.0000\n",
      "Epoch 1160/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0244 - accuracy: 1.0000\n",
      "Epoch 1161/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0243 - accuracy: 1.0000\n",
      "Epoch 1162/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0242 - accuracy: 1.0000\n",
      "Epoch 1163/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0241 - accuracy: 1.0000\n",
      "Epoch 1164/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0240 - accuracy: 1.0000\n",
      "Epoch 1165/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0239 - accuracy: 1.0000\n",
      "Epoch 1166/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0239 - accuracy: 1.0000\n",
      "Epoch 1167/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0239 - accuracy: 1.0000\n",
      "Epoch 1168/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0238 - accuracy: 1.0000\n",
      "Epoch 1169/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0237 - accuracy: 1.0000\n",
      "Epoch 1170/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0235 - accuracy: 1.0000\n",
      "Epoch 1171/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0233 - accuracy: 1.0000\n",
      "Epoch 1172/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0232 - accuracy: 1.0000\n",
      "Epoch 1173/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0231 - accuracy: 1.0000\n",
      "Epoch 1174/2000\n",
      "2/2 [==============================] - 0s 493us/step - loss: 0.0230 - accuracy: 1.0000\n",
      "Epoch 1175/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0229 - accuracy: 1.0000\n",
      "Epoch 1176/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0228 - accuracy: 1.0000\n",
      "Epoch 1177/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0228 - accuracy: 1.0000\n",
      "Epoch 1178/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0227 - accuracy: 1.0000\n",
      "Epoch 1179/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0226 - accuracy: 1.0000\n",
      "Epoch 1180/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0226 - accuracy: 1.0000\n",
      "Epoch 1181/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0225 - accuracy: 1.0000\n",
      "Epoch 1182/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0225 - accuracy: 1.0000\n",
      "Epoch 1183/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0224 - accuracy: 1.0000\n",
      "Epoch 1184/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 0.0223 - accuracy: 1.0000\n",
      "Epoch 1185/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0222 - accuracy: 1.0000\n",
      "Epoch 1186/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0221 - accuracy: 1.0000\n",
      "Epoch 1187/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0220 - accuracy: 1.0000\n",
      "Epoch 1188/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0219 - accuracy: 1.0000\n",
      "Epoch 1189/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0219 - accuracy: 1.0000\n",
      "Epoch 1190/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0218 - accuracy: 1.0000\n",
      "Epoch 1191/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0218 - accuracy: 1.0000\n",
      "Epoch 1192/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0218 - accuracy: 1.0000\n",
      "Epoch 1193/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0217 - accuracy: 1.0000\n",
      "Epoch 1194/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0217 - accuracy: 1.0000\n",
      "Epoch 1195/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0216 - accuracy: 1.0000\n",
      "Epoch 1196/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0216 - accuracy: 1.0000\n",
      "Epoch 1197/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0216 - accuracy: 1.0000\n",
      "Epoch 1198/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0216 - accuracy: 1.0000\n",
      "Epoch 1199/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0216 - accuracy: 1.0000\n",
      "Epoch 1200/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.0216 - accuracy: 1.0000\n",
      "Epoch 1201/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0214 - accuracy: 1.0000\n",
      "Epoch 1202/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0212 - accuracy: 1.0000\n",
      "Epoch 1203/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0211 - accuracy: 1.0000\n",
      "Epoch 1204/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0211 - accuracy: 1.0000\n",
      "Epoch 1205/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0210 - accuracy: 1.0000\n",
      "Epoch 1206/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0209 - accuracy: 1.0000\n",
      "Epoch 1207/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0208 - accuracy: 1.0000\n",
      "Epoch 1208/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0207 - accuracy: 1.0000\n",
      "Epoch 1209/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0206 - accuracy: 1.0000\n",
      "Epoch 1210/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0205 - accuracy: 1.0000\n",
      "Epoch 1211/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0204 - accuracy: 1.0000\n",
      "Epoch 1212/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0204 - accuracy: 1.0000\n",
      "Epoch 1213/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0203 - accuracy: 1.0000\n",
      "Epoch 1214/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0204 - accuracy: 1.0000\n",
      "Epoch 1215/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0204 - accuracy: 1.0000\n",
      "Epoch 1216/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0204 - accuracy: 1.0000\n",
      "Epoch 1217/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0204 - accuracy: 1.0000\n",
      "Epoch 1218/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0203 - accuracy: 1.0000\n",
      "Epoch 1219/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0202 - accuracy: 1.0000\n",
      "Epoch 1220/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0200 - accuracy: 1.0000\n",
      "Epoch 1221/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0199 - accuracy: 1.0000\n",
      "Epoch 1222/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0198 - accuracy: 1.0000\n",
      "Epoch 1223/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0197 - accuracy: 1.0000\n",
      "Epoch 1224/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 0.0197 - accuracy: 1.0000\n",
      "Epoch 1225/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0196 - accuracy: 1.0000\n",
      "Epoch 1226/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0196 - accuracy: 1.0000\n",
      "Epoch 1227/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0196 - accuracy: 1.0000\n",
      "Epoch 1228/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0195 - accuracy: 1.0000\n",
      "Epoch 1229/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0194 - accuracy: 1.0000\n",
      "Epoch 1230/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0193 - accuracy: 1.0000\n",
      "Epoch 1231/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0192 - accuracy: 1.0000\n",
      "Epoch 1232/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0192 - accuracy: 1.0000\n",
      "Epoch 1233/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0191 - accuracy: 1.0000\n",
      "Epoch 1234/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0191 - accuracy: 1.0000\n",
      "Epoch 1235/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0191 - accuracy: 1.0000\n",
      "Epoch 1236/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0191 - accuracy: 1.0000\n",
      "Epoch 1237/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0191 - accuracy: 1.0000\n",
      "Epoch 1238/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0190 - accuracy: 1.0000\n",
      "Epoch 1239/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 0.0190 - accuracy: 1.0000\n",
      "Epoch 1240/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0189 - accuracy: 1.0000\n",
      "Epoch 1241/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0188 - accuracy: 1.0000\n",
      "Epoch 1242/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0187 - accuracy: 1.0000\n",
      "Epoch 1243/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0186 - accuracy: 1.0000\n",
      "Epoch 1244/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0187 - accuracy: 1.0000\n",
      "Epoch 1245/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0187 - accuracy: 1.0000\n",
      "Epoch 1246/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0188 - accuracy: 1.0000\n",
      "Epoch 1247/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0188 - accuracy: 1.0000\n",
      "Epoch 1248/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0187 - accuracy: 1.0000\n",
      "Epoch 1249/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0186 - accuracy: 1.0000\n",
      "Epoch 1250/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0185 - accuracy: 1.0000\n",
      "Epoch 1251/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0183 - accuracy: 1.0000\n",
      "Epoch 1252/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0182 - accuracy: 1.0000\n",
      "Epoch 1253/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0181 - accuracy: 1.0000\n",
      "Epoch 1254/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0180 - accuracy: 1.0000\n",
      "Epoch 1255/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0180 - accuracy: 1.0000\n",
      "Epoch 1256/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0179 - accuracy: 1.0000\n",
      "Epoch 1257/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 0.0178 - accuracy: 1.0000\n",
      "Epoch 1258/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0178 - accuracy: 1.0000\n",
      "Epoch 1259/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0177 - accuracy: 1.0000\n",
      "Epoch 1260/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0177 - accuracy: 1.0000\n",
      "Epoch 1261/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0177 - accuracy: 1.0000\n",
      "Epoch 1262/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0177 - accuracy: 1.0000\n",
      "Epoch 1263/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0176 - accuracy: 1.0000\n",
      "Epoch 1264/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0175 - accuracy: 1.0000\n",
      "Epoch 1265/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0175 - accuracy: 1.0000\n",
      "Epoch 1266/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0175 - accuracy: 1.0000\n",
      "Epoch 1267/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0176 - accuracy: 1.0000\n",
      "Epoch 1268/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0174 - accuracy: 1.0000\n",
      "Epoch 1269/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0173 - accuracy: 1.0000\n",
      "Epoch 1270/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0172 - accuracy: 1.0000\n",
      "Epoch 1271/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0171 - accuracy: 1.0000\n",
      "Epoch 1272/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0170 - accuracy: 1.0000\n",
      "Epoch 1273/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0170 - accuracy: 1.0000\n",
      "Epoch 1274/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0170 - accuracy: 1.0000\n",
      "Epoch 1275/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0169 - accuracy: 1.0000\n",
      "Epoch 1276/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0169 - accuracy: 1.0000\n",
      "Epoch 1277/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0169 - accuracy: 1.0000\n",
      "Epoch 1278/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0168 - accuracy: 1.0000\n",
      "Epoch 1279/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 997us/step - loss: 0.0168 - accuracy: 1.0000\n",
      "Epoch 1280/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0167 - accuracy: 1.0000\n",
      "Epoch 1281/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0167 - accuracy: 1.0000\n",
      "Epoch 1282/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0166 - accuracy: 1.0000\n",
      "Epoch 1283/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0165 - accuracy: 1.0000\n",
      "Epoch 1284/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0165 - accuracy: 1.0000\n",
      "Epoch 1285/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0164 - accuracy: 1.0000\n",
      "Epoch 1286/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0164 - accuracy: 1.0000\n",
      "Epoch 1287/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0164 - accuracy: 1.0000\n",
      "Epoch 1288/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0163 - accuracy: 1.0000\n",
      "Epoch 1289/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0163 - accuracy: 1.0000\n",
      "Epoch 1290/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0163 - accuracy: 1.0000\n",
      "Epoch 1291/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0162 - accuracy: 1.0000\n",
      "Epoch 1292/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0162 - accuracy: 1.0000\n",
      "Epoch 1293/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0162 - accuracy: 1.0000\n",
      "Epoch 1294/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0162 - accuracy: 1.0000\n",
      "Epoch 1295/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0161 - accuracy: 1.0000\n",
      "Epoch 1296/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0161 - accuracy: 1.0000\n",
      "Epoch 1297/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0160 - accuracy: 1.0000\n",
      "Epoch 1298/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0160 - accuracy: 1.0000\n",
      "Epoch 1299/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0159 - accuracy: 1.0000\n",
      "Epoch 1300/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0159 - accuracy: 1.0000\n",
      "Epoch 1301/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0159 - accuracy: 1.0000\n",
      "Epoch 1302/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0158 - accuracy: 1.0000\n",
      "Epoch 1303/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0158 - accuracy: 1.0000\n",
      "Epoch 1304/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0157 - accuracy: 1.0000\n",
      "Epoch 1305/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0157 - accuracy: 1.0000\n",
      "Epoch 1306/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0157 - accuracy: 1.0000\n",
      "Epoch 1307/2000\n",
      "2/2 [==============================] - 0s 990us/step - loss: 0.0157 - accuracy: 1.0000\n",
      "Epoch 1308/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0157 - accuracy: 1.0000\n",
      "Epoch 1309/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0157 - accuracy: 1.0000\n",
      "Epoch 1310/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0156 - accuracy: 1.0000\n",
      "Epoch 1311/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0156 - accuracy: 1.0000\n",
      "Epoch 1312/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0156 - accuracy: 1.0000\n",
      "Epoch 1313/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0155 - accuracy: 1.0000\n",
      "Epoch 1314/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0155 - accuracy: 1.0000\n",
      "Epoch 1315/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0154 - accuracy: 1.0000\n",
      "Epoch 1316/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 0.0153 - accuracy: 1.0000\n",
      "Epoch 1317/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0151 - accuracy: 1.0000\n",
      "Epoch 1318/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0150 - accuracy: 1.0000\n",
      "Epoch 1319/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0149 - accuracy: 1.0000\n",
      "Epoch 1320/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0149 - accuracy: 1.0000\n",
      "Epoch 1321/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0148 - accuracy: 1.0000\n",
      "Epoch 1322/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0148 - accuracy: 1.0000\n",
      "Epoch 1323/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0147 - accuracy: 1.0000\n",
      "Epoch 1324/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0146 - accuracy: 1.0000\n",
      "Epoch 1325/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0146 - accuracy: 1.0000\n",
      "Epoch 1326/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0145 - accuracy: 1.0000\n",
      "Epoch 1327/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0145 - accuracy: 1.0000\n",
      "Epoch 1328/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0145 - accuracy: 1.0000\n",
      "Epoch 1329/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0144 - accuracy: 1.0000\n",
      "Epoch 1330/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0144 - accuracy: 1.0000\n",
      "Epoch 1331/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0143 - accuracy: 1.0000\n",
      "Epoch 1332/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0143 - accuracy: 1.0000\n",
      "Epoch 1333/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0142 - accuracy: 1.0000\n",
      "Epoch 1334/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0142 - accuracy: 1.0000\n",
      "Epoch 1335/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0141 - accuracy: 1.0000\n",
      "Epoch 1336/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0141 - accuracy: 1.0000\n",
      "Epoch 1337/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0140 - accuracy: 1.0000\n",
      "Epoch 1338/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0140 - accuracy: 1.0000\n",
      "Epoch 1339/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0140 - accuracy: 1.0000\n",
      "Epoch 1340/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0140 - accuracy: 1.0000\n",
      "Epoch 1341/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0140 - accuracy: 1.0000\n",
      "Epoch 1342/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0139 - accuracy: 1.0000\n",
      "Epoch 1343/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0138 - accuracy: 1.0000\n",
      "Epoch 1344/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0138 - accuracy: 1.0000\n",
      "Epoch 1345/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0137 - accuracy: 1.0000\n",
      "Epoch 1346/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0137 - accuracy: 1.0000\n",
      "Epoch 1347/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1348/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1349/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1350/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1351/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1352/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1353/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1354/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1355/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0136 - accuracy: 1.0000\n",
      "Epoch 1356/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0135 - accuracy: 1.0000\n",
      "Epoch 1357/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0135 - accuracy: 1.0000\n",
      "Epoch 1358/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 498us/step - loss: 0.0135 - accuracy: 1.0000\n",
      "Epoch 1359/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0135 - accuracy: 1.0000\n",
      "Epoch 1360/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0133 - accuracy: 1.0000\n",
      "Epoch 1361/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0132 - accuracy: 1.0000\n",
      "Epoch 1362/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0130 - accuracy: 1.0000\n",
      "Epoch 1363/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0130 - accuracy: 1.0000\n",
      "Epoch 1364/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0129 - accuracy: 1.0000\n",
      "Epoch 1365/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0128 - accuracy: 1.0000\n",
      "Epoch 1366/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0128 - accuracy: 1.0000\n",
      "Epoch 1367/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0128 - accuracy: 1.0000\n",
      "Epoch 1368/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0128 - accuracy: 1.0000\n",
      "Epoch 1369/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0128 - accuracy: 1.0000\n",
      "Epoch 1370/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0127 - accuracy: 1.0000\n",
      "Epoch 1371/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0126 - accuracy: 1.0000\n",
      "Epoch 1372/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0126 - accuracy: 1.0000\n",
      "Epoch 1373/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0125 - accuracy: 1.0000\n",
      "Epoch 1374/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0125 - accuracy: 1.0000\n",
      "Epoch 1375/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0125 - accuracy: 1.0000\n",
      "Epoch 1376/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0125 - accuracy: 1.0000\n",
      "Epoch 1377/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0126 - accuracy: 1.0000\n",
      "Epoch 1378/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0126 - accuracy: 1.0000\n",
      "Epoch 1379/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0127 - accuracy: 1.0000\n",
      "Epoch 1380/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0127 - accuracy: 1.0000\n",
      "Epoch 1381/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0127 - accuracy: 1.0000\n",
      "Epoch 1382/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0126 - accuracy: 1.0000\n",
      "Epoch 1383/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0125 - accuracy: 1.0000\n",
      "Epoch 1384/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0124 - accuracy: 1.0000\n",
      "Epoch 1385/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0123 - accuracy: 1.0000\n",
      "Epoch 1386/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0122 - accuracy: 1.0000\n",
      "Epoch 1387/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0121 - accuracy: 1.0000\n",
      "Epoch 1388/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0120 - accuracy: 1.0000\n",
      "Epoch 1389/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0120 - accuracy: 1.0000\n",
      "Epoch 1390/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0120 - accuracy: 1.0000\n",
      "Epoch 1391/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0120 - accuracy: 1.0000\n",
      "Epoch 1392/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0120 - accuracy: 1.0000\n",
      "Epoch 1393/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 0.0119 - accuracy: 1.0000\n",
      "Epoch 1394/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0119 - accuracy: 1.0000\n",
      "Epoch 1395/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0119 - accuracy: 1.0000\n",
      "Epoch 1396/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0119 - accuracy: 1.0000\n",
      "Epoch 1397/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0119 - accuracy: 1.0000\n",
      "Epoch 1398/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0119 - accuracy: 1.0000\n",
      "Epoch 1399/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0118 - accuracy: 1.0000\n",
      "Epoch 1400/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0118 - accuracy: 1.0000\n",
      "Epoch 1401/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0118 - accuracy: 1.0000\n",
      "Epoch 1402/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0117 - accuracy: 1.0000\n",
      "Epoch 1403/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0117 - accuracy: 1.0000\n",
      "Epoch 1404/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0117 - accuracy: 1.0000\n",
      "Epoch 1405/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0117 - accuracy: 1.0000\n",
      "Epoch 1406/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0117 - accuracy: 1.0000\n",
      "Epoch 1407/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0116 - accuracy: 1.0000\n",
      "Epoch 1408/2000\n",
      "2/2 [==============================] - 0s 992us/step - loss: 0.0115 - accuracy: 1.0000\n",
      "Epoch 1409/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0115 - accuracy: 1.0000\n",
      "Epoch 1410/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0114 - accuracy: 1.0000\n",
      "Epoch 1411/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0114 - accuracy: 1.0000\n",
      "Epoch 1412/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0113 - accuracy: 1.0000\n",
      "Epoch 1413/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0113 - accuracy: 1.0000\n",
      "Epoch 1414/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0113 - accuracy: 1.0000\n",
      "Epoch 1415/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0113 - accuracy: 1.0000\n",
      "Epoch 1416/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0113 - accuracy: 1.0000\n",
      "Epoch 1417/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0112 - accuracy: 1.0000\n",
      "Epoch 1418/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 0.0111 - accuracy: 1.0000\n",
      "Epoch 1419/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0111 - accuracy: 1.0000\n",
      "Epoch 1420/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0111 - accuracy: 1.0000\n",
      "Epoch 1421/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0111 - accuracy: 1.0000\n",
      "Epoch 1422/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0111 - accuracy: 1.0000\n",
      "Epoch 1423/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0110 - accuracy: 1.0000\n",
      "Epoch 1424/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0110 - accuracy: 1.0000\n",
      "Epoch 1425/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0109 - accuracy: 1.0000\n",
      "Epoch 1426/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0109 - accuracy: 1.0000\n",
      "Epoch 1427/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0108 - accuracy: 1.0000\n",
      "Epoch 1428/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0108 - accuracy: 1.0000\n",
      "Epoch 1429/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0108 - accuracy: 1.0000\n",
      "Epoch 1430/2000\n",
      "2/2 [==============================] - 0s 986us/step - loss: 0.0107 - accuracy: 1.0000\n",
      "Epoch 1431/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0107 - accuracy: 1.0000\n",
      "Epoch 1432/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0107 - accuracy: 1.0000\n",
      "Epoch 1433/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0107 - accuracy: 1.0000\n",
      "Epoch 1434/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0106 - accuracy: 1.0000\n",
      "Epoch 1435/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0106 - accuracy: 1.0000\n",
      "Epoch 1436/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0105 - accuracy: 1.0000\n",
      "Epoch 1437/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.0105 - accuracy: 1.0000\n",
      "Epoch 1438/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0105 - accuracy: 1.0000\n",
      "Epoch 1439/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0105 - accuracy: 1.0000\n",
      "Epoch 1440/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0105 - accuracy: 1.0000\n",
      "Epoch 1441/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0104 - accuracy: 1.0000\n",
      "Epoch 1442/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0104 - accuracy: 1.0000\n",
      "Epoch 1443/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 0.0104 - accuracy: 1.0000\n",
      "Epoch 1444/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0103 - accuracy: 1.0000\n",
      "Epoch 1445/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0103 - accuracy: 1.0000\n",
      "Epoch 1446/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0103 - accuracy: 1.0000\n",
      "Epoch 1447/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0103 - accuracy: 1.0000\n",
      "Epoch 1448/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0103 - accuracy: 1.0000\n",
      "Epoch 1449/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0102 - accuracy: 1.0000\n",
      "Epoch 1450/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0102 - accuracy: 1.0000\n",
      "Epoch 1451/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0101 - accuracy: 1.0000\n",
      "Epoch 1452/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0101 - accuracy: 1.0000\n",
      "Epoch 1453/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0101 - accuracy: 1.0000\n",
      "Epoch 1454/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0101 - accuracy: 1.0000\n",
      "Epoch 1455/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0100 - accuracy: 1.0000\n",
      "Epoch 1456/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0100 - accuracy: 1.0000\n",
      "Epoch 1457/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0100 - accuracy: 1.0000\n",
      "Epoch 1458/2000\n",
      "2/2 [==============================] - 0s 989us/step - loss: 0.0100 - accuracy: 1.0000\n",
      "Epoch 1459/2000\n",
      "2/2 [==============================] - 0s 496us/step - loss: 0.0100 - accuracy: 1.0000\n",
      "Epoch 1460/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0100 - accuracy: 1.0000\n",
      "Epoch 1461/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0099 - accuracy: 1.0000\n",
      "Epoch 1462/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0099 - accuracy: 1.0000\n",
      "Epoch 1463/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0099 - accuracy: 1.0000\n",
      "Epoch 1464/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0099 - accuracy: 1.0000\n",
      "Epoch 1465/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0099 - accuracy: 1.0000\n",
      "Epoch 1466/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0098 - accuracy: 1.0000\n",
      "Epoch 1467/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0098 - accuracy: 1.0000\n",
      "Epoch 1468/2000\n",
      "2/2 [==============================] - 0s 992us/step - loss: 0.0098 - accuracy: 1.0000\n",
      "Epoch 1469/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0097 - accuracy: 1.0000\n",
      "Epoch 1470/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0097 - accuracy: 1.0000\n",
      "Epoch 1471/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0097 - accuracy: 1.0000\n",
      "Epoch 1472/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0096 - accuracy: 1.0000\n",
      "Epoch 1473/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0096 - accuracy: 1.0000\n",
      "Epoch 1474/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0096 - accuracy: 1.0000\n",
      "Epoch 1475/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0096 - accuracy: 1.0000\n",
      "Epoch 1476/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0096 - accuracy: 1.0000\n",
      "Epoch 1477/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0096 - accuracy: 1.0000\n",
      "Epoch 1478/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0096 - accuracy: 1.0000\n",
      "Epoch 1479/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0095 - accuracy: 1.0000\n",
      "Epoch 1480/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0095 - accuracy: 1.0000\n",
      "Epoch 1481/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0095 - accuracy: 1.0000\n",
      "Epoch 1482/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0095 - accuracy: 1.0000\n",
      "Epoch 1483/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0094 - accuracy: 1.0000\n",
      "Epoch 1484/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0094 - accuracy: 1.0000\n",
      "Epoch 1485/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0094 - accuracy: 1.0000\n",
      "Epoch 1486/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0094 - accuracy: 1.0000\n",
      "Epoch 1487/2000\n",
      "2/2 [==============================] - 0s 508us/step - loss: 0.0093 - accuracy: 1.0000\n",
      "Epoch 1488/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0093 - accuracy: 1.0000\n",
      "Epoch 1489/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0093 - accuracy: 1.0000\n",
      "Epoch 1490/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0093 - accuracy: 1.0000\n",
      "Epoch 1491/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0093 - accuracy: 1.0000\n",
      "Epoch 1492/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0093 - accuracy: 1.0000\n",
      "Epoch 1493/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 0.0093 - accuracy: 1.0000\n",
      "Epoch 1494/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0093 - accuracy: 1.0000\n",
      "Epoch 1495/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0092 - accuracy: 1.0000\n",
      "Epoch 1496/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0092 - accuracy: 1.0000\n",
      "Epoch 1497/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0092 - accuracy: 1.0000\n",
      "Epoch 1498/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0091 - accuracy: 1.0000\n",
      "Epoch 1499/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0091 - accuracy: 1.0000\n",
      "Epoch 1500/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0091 - accuracy: 1.0000\n",
      "Epoch 1501/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0091 - accuracy: 1.0000\n",
      "Epoch 1502/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0091 - accuracy: 1.0000\n",
      "Epoch 1503/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0090 - accuracy: 1.0000\n",
      "Epoch 1504/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0089 - accuracy: 1.0000\n",
      "Epoch 1505/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0089 - accuracy: 1.0000\n",
      "Epoch 1506/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0088 - accuracy: 1.0000\n",
      "Epoch 1507/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0088 - accuracy: 1.0000\n",
      "Epoch 1508/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0088 - accuracy: 1.0000\n",
      "Epoch 1509/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0088 - accuracy: 1.0000\n",
      "Epoch 1510/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0088 - accuracy: 1.0000\n",
      "Epoch 1511/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0088 - accuracy: 1.0000\n",
      "Epoch 1512/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0088 - accuracy: 1.0000\n",
      "Epoch 1513/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0087 - accuracy: 1.0000\n",
      "Epoch 1514/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0087 - accuracy: 1.0000\n",
      "Epoch 1515/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0086 - accuracy: 1.0000\n",
      "Epoch 1516/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.0086 - accuracy: 1.0000\n",
      "Epoch 1517/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0086 - accuracy: 1.0000\n",
      "Epoch 1518/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0086 - accuracy: 1.0000\n",
      "Epoch 1519/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0086 - accuracy: 1.0000\n",
      "Epoch 1520/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0086 - accuracy: 1.0000\n",
      "Epoch 1521/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0085 - accuracy: 1.0000\n",
      "Epoch 1522/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0085 - accuracy: 1.0000\n",
      "Epoch 1523/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0085 - accuracy: 1.0000\n",
      "Epoch 1524/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0085 - accuracy: 1.0000\n",
      "Epoch 1525/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0085 - accuracy: 1.0000\n",
      "Epoch 1526/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0084 - accuracy: 1.0000\n",
      "Epoch 1527/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0084 - accuracy: 1.0000\n",
      "Epoch 1528/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0084 - accuracy: 1.0000\n",
      "Epoch 1529/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0084 - accuracy: 1.0000\n",
      "Epoch 1530/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0084 - accuracy: 1.0000\n",
      "Epoch 1531/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0084 - accuracy: 1.0000\n",
      "Epoch 1532/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0083 - accuracy: 1.0000\n",
      "Epoch 1533/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0083 - accuracy: 1.0000\n",
      "Epoch 1534/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0083 - accuracy: 1.0000\n",
      "Epoch 1535/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0083 - accuracy: 1.0000\n",
      "Epoch 1536/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0083 - accuracy: 1.0000\n",
      "Epoch 1537/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0082 - accuracy: 1.0000\n",
      "Epoch 1538/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0082 - accuracy: 1.0000\n",
      "Epoch 1539/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0082 - accuracy: 1.0000\n",
      "Epoch 1540/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0082 - accuracy: 1.0000\n",
      "Epoch 1541/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0082 - accuracy: 1.0000\n",
      "Epoch 1542/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0082 - accuracy: 1.0000\n",
      "Epoch 1543/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0082 - accuracy: 1.0000\n",
      "Epoch 1544/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0081 - accuracy: 1.0000\n",
      "Epoch 1545/2000\n",
      "2/2 [==============================] - 0s 495us/step - loss: 0.0081 - accuracy: 1.0000\n",
      "Epoch 1546/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0081 - accuracy: 1.0000\n",
      "Epoch 1547/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0081 - accuracy: 1.0000\n",
      "Epoch 1548/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0081 - accuracy: 1.0000\n",
      "Epoch 1549/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1550/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1551/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1552/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1553/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1554/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1555/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1556/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1557/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1558/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1559/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1560/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1561/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1562/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1563/2000\n",
      "2/2 [==============================] - 0s 992us/step - loss: 0.0078 - accuracy: 1.0000\n",
      "Epoch 1564/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0078 - accuracy: 1.0000\n",
      "Epoch 1565/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 0.0077 - accuracy: 1.0000\n",
      "Epoch 1566/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0077 - accuracy: 1.0000\n",
      "Epoch 1567/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0077 - accuracy: 1.0000\n",
      "Epoch 1568/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0077 - accuracy: 1.0000\n",
      "Epoch 1569/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0078 - accuracy: 1.0000\n",
      "Epoch 1570/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1571/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1572/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1573/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1574/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0080 - accuracy: 1.0000\n",
      "Epoch 1575/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1576/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1577/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0079 - accuracy: 1.0000\n",
      "Epoch 1578/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0078 - accuracy: 1.0000\n",
      "Epoch 1579/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0077 - accuracy: 1.0000\n",
      "Epoch 1580/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0077 - accuracy: 1.0000\n",
      "Epoch 1581/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0076 - accuracy: 1.0000\n",
      "Epoch 1582/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0075 - accuracy: 1.0000\n",
      "Epoch 1583/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0075 - accuracy: 1.0000\n",
      "Epoch 1584/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0074 - accuracy: 1.0000\n",
      "Epoch 1585/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0074 - accuracy: 1.0000\n",
      "Epoch 1586/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0074 - accuracy: 1.0000\n",
      "Epoch 1587/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0073 - accuracy: 1.0000\n",
      "Epoch 1588/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0073 - accuracy: 1.0000\n",
      "Epoch 1589/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0073 - accuracy: 1.0000\n",
      "Epoch 1590/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0073 - accuracy: 1.0000\n",
      "Epoch 1591/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0073 - accuracy: 1.0000\n",
      "Epoch 1592/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1593/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1594/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1595/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1596/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0071 - accuracy: 1.0000\n",
      "Epoch 1597/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0071 - accuracy: 1.0000\n",
      "Epoch 1598/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1599/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1600/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1601/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1602/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1603/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1604/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0072 - accuracy: 1.0000\n",
      "Epoch 1605/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0071 - accuracy: 1.0000\n",
      "Epoch 1606/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0071 - accuracy: 1.0000\n",
      "Epoch 1607/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0071 - accuracy: 1.0000\n",
      "Epoch 1608/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0070 - accuracy: 1.0000\n",
      "Epoch 1609/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0070 - accuracy: 1.0000\n",
      "Epoch 1610/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0069 - accuracy: 1.0000\n",
      "Epoch 1611/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0069 - accuracy: 1.0000\n",
      "Epoch 1612/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 0.0069 - accuracy: 1.0000\n",
      "Epoch 1613/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1614/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1615/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1616/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1617/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1618/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1619/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1620/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1621/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1622/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1623/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0068 - accuracy: 1.0000\n",
      "Epoch 1624/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0067 - accuracy: 1.0000\n",
      "Epoch 1625/2000\n",
      "2/2 [==============================] - 0s 506us/step - loss: 0.0067 - accuracy: 1.0000\n",
      "Epoch 1626/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0067 - accuracy: 1.0000\n",
      "Epoch 1627/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0067 - accuracy: 1.0000\n",
      "Epoch 1628/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0066 - accuracy: 1.0000\n",
      "Epoch 1629/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0066 - accuracy: 1.0000\n",
      "Epoch 1630/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0066 - accuracy: 1.0000\n",
      "Epoch 1631/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0066 - accuracy: 1.0000\n",
      "Epoch 1632/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0066 - accuracy: 1.0000\n",
      "Epoch 1633/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0066 - accuracy: 1.0000\n",
      "Epoch 1634/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0065 - accuracy: 1.0000\n",
      "Epoch 1635/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0065 - accuracy: 1.0000\n",
      "Epoch 1636/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 0.0065 - accuracy: 1.0000\n",
      "Epoch 1637/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0065 - accuracy: 1.0000\n",
      "Epoch 1638/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0065 - accuracy: 1.0000\n",
      "Epoch 1639/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1640/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1641/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1642/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1643/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1644/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1645/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1646/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1647/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1648/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1649/2000\n",
      "2/2 [==============================] - 0s 5ms/step - loss: 0.0063 - accuracy: 1.0000\n",
      "Epoch 1650/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0063 - accuracy: 1.0000\n",
      "Epoch 1651/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0063 - accuracy: 1.0000\n",
      "Epoch 1652/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1653/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1654/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 0.0064 - accuracy: 1.0000\n",
      "Epoch 1655/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0063 - accuracy: 1.0000\n",
      "Epoch 1656/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0063 - accuracy: 1.0000\n",
      "Epoch 1657/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0063 - accuracy: 1.0000\n",
      "Epoch 1658/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1659/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1660/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1661/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1662/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1663/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1664/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1665/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1666/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1667/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0061 - accuracy: 1.0000\n",
      "Epoch 1668/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0062 - accuracy: 1.0000\n",
      "Epoch 1669/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0061 - accuracy: 1.0000\n",
      "Epoch 1670/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0061 - accuracy: 1.0000\n",
      "Epoch 1671/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0061 - accuracy: 1.0000\n",
      "Epoch 1672/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0061 - accuracy: 1.0000\n",
      "Epoch 1673/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0060 - accuracy: 1.0000\n",
      "Epoch 1674/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 997us/step - loss: 0.0060 - accuracy: 1.0000\n",
      "Epoch 1675/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0060 - accuracy: 1.0000\n",
      "Epoch 1676/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1677/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1678/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1679/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1680/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0058 - accuracy: 1.0000\n",
      "Epoch 1681/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0058 - accuracy: 1.0000\n",
      "Epoch 1682/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0058 - accuracy: 1.0000\n",
      "Epoch 1683/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0058 - accuracy: 1.0000\n",
      "Epoch 1684/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0058 - accuracy: 1.0000\n",
      "Epoch 1685/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1686/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1687/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1688/2000\n",
      "2/2 [==============================] - 0s 508us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1689/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1690/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1691/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1692/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0059 - accuracy: 1.0000\n",
      "Epoch 1693/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0058 - accuracy: 1.0000\n",
      "Epoch 1694/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0058 - accuracy: 1.0000\n",
      "Epoch 1695/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0057 - accuracy: 1.0000\n",
      "Epoch 1696/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0057 - accuracy: 1.0000\n",
      "Epoch 1697/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0057 - accuracy: 1.0000\n",
      "Epoch 1698/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0057 - accuracy: 1.0000\n",
      "Epoch 1699/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0057 - accuracy: 1.0000\n",
      "Epoch 1700/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0057 - accuracy: 1.0000\n",
      "Epoch 1701/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0056 - accuracy: 1.0000\n",
      "Epoch 1702/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0056 - accuracy: 1.0000\n",
      "Epoch 1703/2000\n",
      "2/2 [==============================] - 0s 502us/step - loss: 0.0056 - accuracy: 1.0000\n",
      "Epoch 1704/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0056 - accuracy: 1.0000\n",
      "Epoch 1705/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0056 - accuracy: 1.0000\n",
      "Epoch 1706/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0056 - accuracy: 1.0000\n",
      "Epoch 1707/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0055 - accuracy: 1.0000\n",
      "Epoch 1708/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0055 - accuracy: 1.0000\n",
      "Epoch 1709/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0055 - accuracy: 1.0000\n",
      "Epoch 1710/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0055 - accuracy: 1.0000\n",
      "Epoch 1711/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0055 - accuracy: 1.0000\n",
      "Epoch 1712/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0055 - accuracy: 1.0000\n",
      "Epoch 1713/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1714/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1715/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1716/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1717/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1718/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1719/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1720/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1721/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0054 - accuracy: 1.0000\n",
      "Epoch 1722/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1723/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1724/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1725/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1726/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1727/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1728/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1729/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1730/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1731/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0053 - accuracy: 1.0000\n",
      "Epoch 1732/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1733/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1734/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1735/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1736/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1737/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1738/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1739/2000\n",
      "2/2 [==============================] - 0s 504us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1740/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1741/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0052 - accuracy: 1.0000\n",
      "Epoch 1742/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1743/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1744/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1745/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1746/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1747/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1748/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1749/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1750/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0051 - accuracy: 1.0000\n",
      "Epoch 1751/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1752/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1753/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1754/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1755/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1756/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1757/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1758/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1759/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0050 - accuracy: 1.0000\n",
      "Epoch 1760/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 0.0049 - accuracy: 1.0000\n",
      "Epoch 1761/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0049 - accuracy: 1.0000\n",
      "Epoch 1762/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0049 - accuracy: 1.0000\n",
      "Epoch 1763/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0049 - accuracy: 1.0000\n",
      "Epoch 1764/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0049 - accuracy: 1.0000\n",
      "Epoch 1765/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0049 - accuracy: 1.0000\n",
      "Epoch 1766/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0049 - accuracy: 1.0000\n",
      "Epoch 1767/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1768/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1769/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1770/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1771/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1772/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1773/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1774/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1775/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1776/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1777/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1778/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1779/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1780/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1781/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1782/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1783/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1784/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1785/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0048 - accuracy: 1.0000\n",
      "Epoch 1786/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1787/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1788/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1789/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1790/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1791/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1792/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1793/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1794/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1795/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0047 - accuracy: 1.0000\n",
      "Epoch 1796/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0046 - accuracy: 1.0000\n",
      "Epoch 1797/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0046 - accuracy: 1.0000\n",
      "Epoch 1798/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0046 - accuracy: 1.0000\n",
      "Epoch 1799/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0046 - accuracy: 1.0000\n",
      "Epoch 1800/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0046 - accuracy: 1.0000\n",
      "Epoch 1801/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0045 - accuracy: 1.0000\n",
      "Epoch 1802/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0045 - accuracy: 1.0000\n",
      "Epoch 1803/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0045 - accuracy: 1.0000\n",
      "Epoch 1804/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0045 - accuracy: 1.0000\n",
      "Epoch 1805/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 0.0045 - accuracy: 1.0000\n",
      "Epoch 1806/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0045 - accuracy: 1.0000\n",
      "Epoch 1807/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1808/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1809/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1810/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1811/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1812/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1813/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1814/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1815/2000\n",
      "2/2 [==============================] - 0s 501us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1816/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1817/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1818/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1819/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1820/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1821/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1822/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1823/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0044 - accuracy: 1.0000\n",
      "Epoch 1824/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0043 - accuracy: 1.0000\n",
      "Epoch 1825/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0043 - accuracy: 1.0000\n",
      "Epoch 1826/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0043 - accuracy: 1.0000\n",
      "Epoch 1827/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0043 - accuracy: 1.0000\n",
      "Epoch 1828/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0043 - accuracy: 1.0000\n",
      "Epoch 1829/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0043 - accuracy: 1.0000\n",
      "Epoch 1830/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0043 - accuracy: 1.0000\n",
      "Epoch 1831/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0043 - accuracy: 1.0000\n",
      "Epoch 1832/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 498us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1833/2000\n",
      "2/2 [==============================] - 0s 491us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1834/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1835/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1836/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1837/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1838/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1839/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1840/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1841/2000\n",
      "2/2 [==============================] - 0s 508us/step - loss: 0.0042 - accuracy: 1.0000\n",
      "Epoch 1842/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1843/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1844/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1845/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1846/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1847/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1848/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1849/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1850/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1851/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1852/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1853/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1854/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0041 - accuracy: 1.0000\n",
      "Epoch 1855/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1856/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1857/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1858/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1859/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1860/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1861/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1862/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1863/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1864/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1865/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1866/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1867/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1868/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1869/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1870/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1871/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0040 - accuracy: 1.0000\n",
      "Epoch 1872/2000\n",
      "2/2 [==============================] - 0s 1000us/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1873/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1874/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1875/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1876/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1877/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1878/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1879/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1880/2000\n",
      "2/2 [==============================] - 0s 991us/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1881/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0039 - accuracy: 1.0000\n",
      "Epoch 1882/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1883/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1884/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1885/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1886/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1887/2000\n",
      "2/2 [==============================] - 0s 988us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1888/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1889/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1890/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1891/2000\n",
      "2/2 [==============================] - 0s 491us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1892/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1893/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1894/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1895/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1896/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1897/2000\n",
      "2/2 [==============================] - 0s 989us/step - loss: 0.0038 - accuracy: 1.0000\n",
      "Epoch 1898/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1899/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1900/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1901/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1902/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1903/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1904/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1905/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1906/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1907/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1908/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1909/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1910/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1911/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 998us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1912/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1913/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1914/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0037 - accuracy: 1.0000\n",
      "Epoch 1915/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1916/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1917/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1918/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1919/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1920/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1921/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1922/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1923/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1924/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1925/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1926/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1927/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1928/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1929/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1930/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0036 - accuracy: 1.0000\n",
      "Epoch 1931/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1932/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1933/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1934/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1935/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1936/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1937/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1938/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1939/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1940/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1941/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1942/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1943/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1944/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1945/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0035 - accuracy: 1.0000\n",
      "Epoch 1946/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1947/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1948/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1949/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1950/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1951/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1952/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1953/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1954/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1955/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1956/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1957/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1958/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1959/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0034 - accuracy: 1.0000\n",
      "Epoch 1960/2000\n",
      "2/2 [==============================] - 0s 996us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1961/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1962/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1963/2000\n",
      "2/2 [==============================] - 0s 999us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1964/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1965/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1966/2000\n",
      "2/2 [==============================] - ETA: 0s - loss: 0.0034 - accuracy: 1.00 - 0s 499us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1967/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1968/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1969/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1970/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1971/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1972/2000\n",
      "2/2 [==============================] - 0s 994us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1973/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0033 - accuracy: 1.0000\n",
      "Epoch 1974/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1975/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1976/2000\n",
      "2/2 [==============================] - 0s 494us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1977/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1978/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1979/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1980/2000\n",
      "2/2 [==============================] - 0s 998us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1981/2000\n",
      "2/2 [==============================] - 0s 491us/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1982/2000\n",
      "2/2 [==============================] - 0s 1ms/step - loss: 0.0032 - accuracy: 1.0000\n",
      "Epoch 1983/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1984/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1985/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1986/2000\n",
      "2/2 [==============================] - 0s 997us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1987/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1988/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1989/2000\n",
      "2/2 [==============================] - 0s 500us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1990/2000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 499us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1991/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1992/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1993/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1994/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1995/2000\n",
      "2/2 [==============================] - 0s 497us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1996/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0031 - accuracy: 1.0000\n",
      "Epoch 1997/2000\n",
      "2/2 [==============================] - 0s 995us/step - loss: 0.0030 - accuracy: 1.0000\n",
      "Epoch 1998/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0030 - accuracy: 1.0000\n",
      "Epoch 1999/2000\n",
      "2/2 [==============================] - 0s 498us/step - loss: 0.0030 - accuracy: 1.0000\n",
      "Epoch 2000/2000\n",
      "2/2 [==============================] - 0s 499us/step - loss: 0.0030 - accuracy: 1.0000\n"
     ]
    }
   ],
   "source": [
    "epochs = 2000\n",
    "history = model.fit(padded_sequences, np.array(training_labels), epochs=epochs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a182562f",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(lbl_encoder,open(\"lbl_encoder.pkl\",\"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c83eeef4",
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle.dump(tokenizer,open(\"tokenizer.pkl\",\"wb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3ab37f79",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save(\"model.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "de0b1e8f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Start messaging with the bot (type quit to stop)!\n",
      "User: hi\n",
      "Hello\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: what is your name\n",
      "Just call me as Joana\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: what should I call you\n",
      "You can call me Joana.\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: give me a hand please\n",
      "Tell me your problem to assist you\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: I need a help\n",
      "Tell me how can assist you\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: I need to create a new account\n",
      "Just go to our web site and follow the guidelines to create a new account\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: I want to raise a complaint\n",
      "Please provide us your complaint in order to assist you\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: That's helpful\n",
      "Any time!\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: Thanks for the help\n",
      "Happy to help!\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: See you later\n",
      "Have a nice day\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: Goodbye\n",
      "Have a nice day\n",
      "Start messaging with the bot (type quit to stop)!\n",
      "User: quit\n"
     ]
    }
   ],
   "source": [
    "import colorama \n",
    "colorama.init()\n",
    "from colorama import Fore, Style, Back\n",
    "def chatbot():\n",
    "    '''this function will give reponse to user input questions'''\n",
    "    \n",
    "    while True:\n",
    "        print(\"Start messaging with the bot (type quit to stop)!\")\n",
    "        print(Fore.LIGHTBLUE_EX + \"User: \" + Style.RESET_ALL, end=\"\")\n",
    "        input_seq = input()\n",
    "        if input_seq.lower() == \"quit\":\n",
    "            break\n",
    "        input_seq = tokenizer.texts_to_sequences([input_seq])\n",
    "        input_seq = pad_sequences(input_seq, padding=\"post\",maxlen= 20)\n",
    "        result=model.predict(input_seq)\n",
    "        #print([np.argmax(result)])\n",
    "        tag = lbl_encoder.inverse_transform([np.argmax(result)])\n",
    "        #print(lbl_encoder.inverse_transform([np.argmax(result)]))\n",
    "        for i in data['intents']:\n",
    "            if i['tag'] == tag:\n",
    "                print(np.random.choice(i['responses']))\n",
    "\n",
    "\n",
    "chatbot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e10d1c7b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}