General_RGB.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n",
      "C:\\Users\\emano\\Anaconda3\\envs\\Color-modifiers\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:523: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n",
      "C:\\Users\\emano\\Anaconda3\\envs\\Color-modifiers\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:524: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n",
      "C:\\Users\\emano\\Anaconda3\\envs\\Color-modifiers\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:525: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n",
      "C:\\Users\\emano\\Anaconda3\\envs\\Color-modifiers\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n",
      "C:\\Users\\emano\\Anaconda3\\envs\\Color-modifiers\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n",
      "C:\\Users\\emano\\Anaconda3\\envs\\Color-modifiers\\lib\\site-packages\\tensorflow\\python\\framework\\dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n",
      "  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n"
     ]
    }
   ],
   "source": [
    "from Model import RGB\n",
    "from Model import WM18\n",
    "from Model import Evaluation\n",
    "from Data import load_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_training_data = \"Data/WM18_train.pkl\"\n",
    "path_testing_data = \"Data/WM18_test.pkl\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "Data_training = load_data.load_obj(path_training_data)\n",
    "Data_testing = load_data.load_obj(path_testing_data)\n",
    "Rmu, Wordvector, Tmu = load_data.training_data(Data_training)\n",
    "E_Rmu, E_Wordvector, E_Tmu = load_data.testing_data(Data_testing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "model =  RGB.RGB()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_tuples = [i[:3] for i in Data_training]\n",
    "test_tuples = [i[:3] for i in Data_testing]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "313/313 [==============================] - 1s 5ms/step - loss: 1.7215 - add_1_loss: 0.8042 - subtract_1_loss: 0.9173\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 1.6296 - add_1_loss: 0.7163 - subtract_1_loss: 0.9133\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 1.5461 - add_1_loss: 0.6370 - subtract_1_loss: 0.9091\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 1.4712 - add_1_loss: 0.5671 - subtract_1_loss: 0.9042\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 1.4050 - add_1_loss: 0.5058 - subtract_1_loss: 0.8992\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 1.3449 - add_1_loss: 0.4512 - subtract_1_loss: 0.8937\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 1.2896 - add_1_loss: 0.4020 - subtract_1_loss: 0.8876\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 1.2396 - add_1_loss: 0.3584 - subtract_1_loss: 0.8813\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 1.1942 - add_1_loss: 0.3185 - subtract_1_loss: 0.8756\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 105us/step - loss: 1.1510 - add_1_loss: 0.2829 - subtract_1_loss: 0.8681\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 1.1109 - add_1_loss: 0.2504 - subtract_1_loss: 0.8605\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 1.0738 - add_1_loss: 0.2216 - subtract_1_loss: 0.8522\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 1.0401 - add_1_loss: 0.1956 - subtract_1_loss: 0.8446\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 119us/step - loss: 1.0074 - add_1_loss: 0.1723 - subtract_1_loss: 0.8351\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 110us/step - loss: 0.9782 - add_1_loss: 0.1524 - subtract_1_loss: 0.8257\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 113us/step - loss: 0.9507 - add_1_loss: 0.1347 - subtract_1_loss: 0.8160\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.9264 - add_1_loss: 0.1196 - subtract_1_loss: 0.8068\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.9022 - add_1_loss: 0.1069 - subtract_1_loss: 0.7953\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 110us/step - loss: 0.8822 - add_1_loss: 0.0965 - subtract_1_loss: 0.7857\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.8632 - add_1_loss: 0.0878 - subtract_1_loss: 0.7754\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.8453 - add_1_loss: 0.0807 - subtract_1_loss: 0.7646\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 113us/step - loss: 0.8256 - add_1_loss: 0.0755 - subtract_1_loss: 0.7501\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.8080 - add_1_loss: 0.0715 - subtract_1_loss: 0.7365\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.7900 - add_1_loss: 0.0676 - subtract_1_loss: 0.7224\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.7659 - add_1_loss: 0.0643 - subtract_1_loss: 0.7016\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.7407 - add_1_loss: 0.0616 - subtract_1_loss: 0.6791\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 105us/step - loss: 0.7125 - add_1_loss: 0.0591 - subtract_1_loss: 0.6533\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.6872 - add_1_loss: 0.0569 - subtract_1_loss: 0.6304\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.6603 - add_1_loss: 0.0547 - subtract_1_loss: 0.6056\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.6366 - add_1_loss: 0.0533 - subtract_1_loss: 0.5833\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.6125 - add_1_loss: 0.0525 - subtract_1_loss: 0.5600\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.5894 - add_1_loss: 0.0519 - subtract_1_loss: 0.5375\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.5662 - add_1_loss: 0.0508 - subtract_1_loss: 0.5154\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.5453 - add_1_loss: 0.0503 - subtract_1_loss: 0.4950\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.5246 - add_1_loss: 0.0499 - subtract_1_loss: 0.4747\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.5067 - add_1_loss: 0.0494 - subtract_1_loss: 0.4573\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.4892 - add_1_loss: 0.0493 - subtract_1_loss: 0.4399\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.4738 - add_1_loss: 0.0494 - subtract_1_loss: 0.4245\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.4588 - add_1_loss: 0.0492 - subtract_1_loss: 0.4097\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.4457 - add_1_loss: 0.0490 - subtract_1_loss: 0.3967\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.4337 - add_1_loss: 0.0484 - subtract_1_loss: 0.3853\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.4223 - add_1_loss: 0.0481 - subtract_1_loss: 0.3742\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.4122 - add_1_loss: 0.0481 - subtract_1_loss: 0.3641\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.4033 - add_1_loss: 0.0477 - subtract_1_loss: 0.3557\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.3950 - add_1_loss: 0.0473 - subtract_1_loss: 0.3476\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.3877 - add_1_loss: 0.0465 - subtract_1_loss: 0.3411\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.3808 - add_1_loss: 0.0464 - subtract_1_loss: 0.3344\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.3734 - add_1_loss: 0.0459 - subtract_1_loss: 0.3275\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.3669 - add_1_loss: 0.0454 - subtract_1_loss: 0.3215\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.3610 - add_1_loss: 0.0448 - subtract_1_loss: 0.3162\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.3548 - add_1_loss: 0.0443 - subtract_1_loss: 0.3105\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.3490 - add_1_loss: 0.0435 - subtract_1_loss: 0.3056\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.3437 - add_1_loss: 0.0431 - subtract_1_loss: 0.3006\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.3385 - add_1_loss: 0.0426 - subtract_1_loss: 0.2959\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.3332 - add_1_loss: 0.0420 - subtract_1_loss: 0.2911\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.3279 - add_1_loss: 0.0412 - subtract_1_loss: 0.2867\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.3234 - add_1_loss: 0.0403 - subtract_1_loss: 0.2831\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.3183 - add_1_loss: 0.0400 - subtract_1_loss: 0.2784\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.3132 - add_1_loss: 0.0393 - subtract_1_loss: 0.2739\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.3088 - add_1_loss: 0.0387 - subtract_1_loss: 0.2701\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.3041 - add_1_loss: 0.0379 - subtract_1_loss: 0.2662\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.2992 - add_1_loss: 0.0373 - subtract_1_loss: 0.2620\n",
      "Epoch 13/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 112us/step - loss: 0.2945 - add_1_loss: 0.0367 - subtract_1_loss: 0.2578\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.2902 - add_1_loss: 0.0360 - subtract_1_loss: 0.2542\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.2858 - add_1_loss: 0.0356 - subtract_1_loss: 0.2502\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.2821 - add_1_loss: 0.0350 - subtract_1_loss: 0.2471\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.2784 - add_1_loss: 0.0345 - subtract_1_loss: 0.2439\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.2745 - add_1_loss: 0.0337 - subtract_1_loss: 0.2409\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.2711 - add_1_loss: 0.0332 - subtract_1_loss: 0.2379\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.2676 - add_1_loss: 0.0325 - subtract_1_loss: 0.2351\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 102us/step - loss: 0.2641 - add_1_loss: 0.0321 - subtract_1_loss: 0.2320\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.2610 - add_1_loss: 0.0316 - subtract_1_loss: 0.2293\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.2579 - add_1_loss: 0.0311 - subtract_1_loss: 0.2268\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.2544 - add_1_loss: 0.0304 - subtract_1_loss: 0.2240\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 147us/step - loss: 0.2515 - add_1_loss: 0.0299 - subtract_1_loss: 0.2216\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.2483 - add_1_loss: 0.0293 - subtract_1_loss: 0.2190\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.2453 - add_1_loss: 0.0288 - subtract_1_loss: 0.2165\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.2423 - add_1_loss: 0.0284 - subtract_1_loss: 0.2140\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.2392 - add_1_loss: 0.0279 - subtract_1_loss: 0.2113\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.2367 - add_1_loss: 0.0272 - subtract_1_loss: 0.2095\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.2334 - add_1_loss: 0.0269 - subtract_1_loss: 0.2065\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.2302 - add_1_loss: 0.0263 - subtract_1_loss: 0.2039\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.2272 - add_1_loss: 0.0257 - subtract_1_loss: 0.2014\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.2239 - add_1_loss: 0.0252 - subtract_1_loss: 0.1987\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.2211 - add_1_loss: 0.0248 - subtract_1_loss: 0.1963\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.2188 - add_1_loss: 0.0243 - subtract_1_loss: 0.1945\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.2163 - add_1_loss: 0.0239 - subtract_1_loss: 0.1924\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.2141 - add_1_loss: 0.0236 - subtract_1_loss: 0.1906\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.2123 - add_1_loss: 0.0231 - subtract_1_loss: 0.1893\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.2099 - add_1_loss: 0.0228 - subtract_1_loss: 0.1870\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.2080 - add_1_loss: 0.0222 - subtract_1_loss: 0.1857\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.2057 - add_1_loss: 0.0220 - subtract_1_loss: 0.1838\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.2041 - add_1_loss: 0.0214 - subtract_1_loss: 0.1827\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.2018 - add_1_loss: 0.0211 - subtract_1_loss: 0.1807\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.2003 - add_1_loss: 0.0206 - subtract_1_loss: 0.1797\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.1983 - add_1_loss: 0.0205 - subtract_1_loss: 0.1779\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.1964 - add_1_loss: 0.0199 - subtract_1_loss: 0.1765\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1945 - add_1_loss: 0.0196 - subtract_1_loss: 0.1749\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1937 - add_1_loss: 0.0191 - subtract_1_loss: 0.1746\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1916 - add_1_loss: 0.0189 - subtract_1_loss: 0.1727\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.1905 - add_1_loss: 0.0184 - subtract_1_loss: 0.1721\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.1891 - add_1_loss: 0.0182 - subtract_1_loss: 0.1708\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.1876 - add_1_loss: 0.0177 - subtract_1_loss: 0.1700\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.1859 - add_1_loss: 0.0177 - subtract_1_loss: 0.1682\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1844 - add_1_loss: 0.0170 - subtract_1_loss: 0.1673\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1823 - add_1_loss: 0.0170 - subtract_1_loss: 0.1654\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1819 - add_1_loss: 0.0165 - subtract_1_loss: 0.1654\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.1791 - add_1_loss: 0.0163 - subtract_1_loss: 0.1628\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.1785 - add_1_loss: 0.0159 - subtract_1_loss: 0.1626\n",
      "Epoch 10/50\n",
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      "Epoch 11/50\n",
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      "Epoch 12/50\n",
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      "Epoch 13/50\n",
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      "Epoch 14/50\n",
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      "Epoch 15/50\n",
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      "Epoch 16/50\n",
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      "Epoch 17/50\n",
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      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1677 - add_1_loss: 0.0139 - subtract_1_loss: 0.1538\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.1665 - add_1_loss: 0.0137 - subtract_1_loss: 0.1528\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.1657 - add_1_loss: 0.0135 - subtract_1_loss: 0.1521\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1657 - add_1_loss: 0.0134 - subtract_1_loss: 0.1524\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1662 - add_1_loss: 0.0133 - subtract_1_loss: 0.1530\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1646 - add_1_loss: 0.0132 - subtract_1_loss: 0.1515\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.1636 - add_1_loss: 0.0128 - subtract_1_loss: 0.1507\n",
      "Epoch 25/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 124us/step - loss: 0.1624 - add_1_loss: 0.0129 - subtract_1_loss: 0.1495\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.1603 - add_1_loss: 0.0125 - subtract_1_loss: 0.1478\n",
      "Epoch 27/50\n",
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      "Epoch 28/50\n",
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      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1579 - add_1_loss: 0.0121 - subtract_1_loss: 0.1459\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1568 - add_1_loss: 0.0120 - subtract_1_loss: 0.1448\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1561 - add_1_loss: 0.0118 - subtract_1_loss: 0.1442\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1554 - add_1_loss: 0.0117 - subtract_1_loss: 0.1438\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.1548 - add_1_loss: 0.0116 - subtract_1_loss: 0.1432\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.1538 - add_1_loss: 0.0114 - subtract_1_loss: 0.1424\n",
      "Epoch 35/50\n",
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      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.1526 - add_1_loss: 0.0112 - subtract_1_loss: 0.1414\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.1519 - add_1_loss: 0.0111 - subtract_1_loss: 0.1408\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.1506 - add_1_loss: 0.0110 - subtract_1_loss: 0.1396\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.1498 - add_1_loss: 0.0109 - subtract_1_loss: 0.1389\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.1495 - add_1_loss: 0.0108 - subtract_1_loss: 0.1388\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.1485 - add_1_loss: 0.0107 - subtract_1_loss: 0.1378\n",
      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1453 - add_1_loss: 0.0101 - subtract_1_loss: 0.1352\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1439 - add_1_loss: 0.0100 - subtract_1_loss: 0.1339\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1428 - add_1_loss: 0.0099 - subtract_1_loss: 0.1328\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.1424 - add_1_loss: 0.0099 - subtract_1_loss: 0.1326\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1419 - add_1_loss: 0.0098 - subtract_1_loss: 0.1322\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1417 - add_1_loss: 0.0097 - subtract_1_loss: 0.1319\n",
      "Epoch 2/50\n",
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      "Epoch 3/50\n",
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      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1383 - add_1_loss: 0.0094 - subtract_1_loss: 0.1289\n",
      "Epoch 7/50\n",
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      "Epoch 8/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
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      "Epoch 11/50\n",
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      "Epoch 12/50\n",
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      "Epoch 13/50\n",
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      "Epoch 14/50\n",
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      "Epoch 15/50\n",
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      "Epoch 16/50\n",
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      "Epoch 18/50\n",
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      "Epoch 19/50\n",
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      "Epoch 20/50\n",
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      "Epoch 21/50\n",
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      "Epoch 22/50\n",
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      "Epoch 23/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
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      "Epoch 27/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 124us/step - loss: 0.1248 - add_1_loss: 0.0079 - subtract_1_loss: 0.1169\n",
      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
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      "Epoch 49/50\n",
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      "Epoch 50/50\n",
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      "Epoch 1/50\n",
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      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1186 - add_1_loss: 0.0074 - subtract_1_loss: 0.1112\n",
      "Epoch 3/50\n",
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      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
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      "Epoch 7/50\n",
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      "Epoch 8/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
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      "Epoch 11/50\n",
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      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 0.1148 - add_1_loss: 0.0072 - subtract_1_loss: 0.1076\n",
      "Epoch 13/50\n",
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      "Epoch 14/50\n",
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      "Epoch 15/50\n",
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      "Epoch 16/50\n",
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      "Epoch 17/50\n",
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      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1133 - add_1_loss: 0.0070 - subtract_1_loss: 0.1063\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.1125 - add_1_loss: 0.0070 - subtract_1_loss: 0.1055\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1123 - add_1_loss: 0.0070 - subtract_1_loss: 0.1053\n",
      "Epoch 21/50\n",
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      "Epoch 22/50\n",
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      "Epoch 23/50\n",
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      "Epoch 24/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
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      "Epoch 27/50\n",
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      "Epoch 28/50\n",
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      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 31/50\n",
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      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.1065 - add_1_loss: 0.0067 - subtract_1_loss: 0.0998\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.1059 - add_1_loss: 0.0067 - subtract_1_loss: 0.0992\n",
      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
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      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
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      "Epoch 49/50\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 118us/step - loss: 0.1002 - add_1_loss: 0.0065 - subtract_1_loss: 0.0937\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.1010 - add_1_loss: 0.0065 - subtract_1_loss: 0.0945\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0994 - add_1_loss: 0.0064 - subtract_1_loss: 0.0929\n",
      "Epoch 2/50\n",
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      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.1006 - add_1_loss: 0.0064 - subtract_1_loss: 0.0942\n",
      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
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      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0970 - add_1_loss: 0.0064 - subtract_1_loss: 0.0906\n",
      "Epoch 8/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0961 - add_1_loss: 0.0063 - subtract_1_loss: 0.0898\n",
      "Epoch 11/50\n",
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      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0954 - add_1_loss: 0.0064 - subtract_1_loss: 0.0891\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0953 - add_1_loss: 0.0064 - subtract_1_loss: 0.0889\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0959 - add_1_loss: 0.0064 - subtract_1_loss: 0.0896\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0969 - add_1_loss: 0.0063 - subtract_1_loss: 0.0906\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0951 - add_1_loss: 0.0063 - subtract_1_loss: 0.0887\n",
      "Epoch 17/50\n",
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      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0942 - add_1_loss: 0.0064 - subtract_1_loss: 0.0878\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0940 - add_1_loss: 0.0064 - subtract_1_loss: 0.0876\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0929 - add_1_loss: 0.0063 - subtract_1_loss: 0.0865\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0946 - add_1_loss: 0.0063 - subtract_1_loss: 0.0883\n",
      "Epoch 22/50\n",
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      "Epoch 23/50\n",
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      "Epoch 24/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
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      "Epoch 27/50\n",
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      "Epoch 28/50\n",
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      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 31/50\n",
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      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0909 - add_1_loss: 0.0063 - subtract_1_loss: 0.0846\n",
      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
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      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 42/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
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      "Epoch 49/50\n",
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      "Epoch 50/50\n",
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      "Epoch 1/50\n",
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      "Epoch 2/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
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      "Epoch 7/50\n",
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      "Epoch 8/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
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      "Epoch 11/50\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 118us/step - loss: 0.0840 - add_1_loss: 0.0063 - subtract_1_loss: 0.0777\n",
      "Epoch 12/50\n",
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      "Epoch 13/50\n",
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      "Epoch 14/50\n",
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      "Epoch 15/50\n",
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      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0831 - add_1_loss: 0.0063 - subtract_1_loss: 0.0767\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0838 - add_1_loss: 0.0063 - subtract_1_loss: 0.0775\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0820 - add_1_loss: 0.0062 - subtract_1_loss: 0.0757\n",
      "Epoch 19/50\n",
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      "Epoch 20/50\n",
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      "Epoch 21/50\n",
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      "Epoch 22/50\n",
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      "Epoch 23/50\n",
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      "Epoch 24/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
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      "Epoch 27/50\n",
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      "Epoch 28/50\n",
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      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
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      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0765 - add_1_loss: 0.0062 - subtract_1_loss: 0.0703\n",
      "Epoch 1/50\n",
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      "Epoch 2/50\n",
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      "Epoch 6/50\n",
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      "Epoch 7/50\n",
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      "Epoch 8/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
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      "Epoch 11/50\n",
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      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0755 - add_1_loss: 0.0062 - subtract_1_loss: 0.0693\n",
      "Epoch 13/50\n",
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      "Epoch 14/50\n",
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      "Epoch 15/50\n",
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      "Epoch 16/50\n",
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      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0733 - add_1_loss: 0.0062 - subtract_1_loss: 0.0671\n",
      "Epoch 19/50\n",
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      "Epoch 20/50\n",
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      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0720 - add_1_loss: 0.0061 - subtract_1_loss: 0.0658\n",
      "Epoch 22/50\n",
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      "Epoch 23/50\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 112us/step - loss: 0.0747 - add_1_loss: 0.0061 - subtract_1_loss: 0.0686\n",
      "Epoch 24/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
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      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0739 - add_1_loss: 0.0061 - subtract_1_loss: 0.0677\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0733 - add_1_loss: 0.0061 - subtract_1_loss: 0.0672\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0723 - add_1_loss: 0.0060 - subtract_1_loss: 0.0663\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0740 - add_1_loss: 0.0061 - subtract_1_loss: 0.0679\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0733 - add_1_loss: 0.0061 - subtract_1_loss: 0.0672\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0726 - add_1_loss: 0.0061 - subtract_1_loss: 0.0666\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0700 - add_1_loss: 0.0060 - subtract_1_loss: 0.0640\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0721 - add_1_loss: 0.0061 - subtract_1_loss: 0.0660\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0706 - add_1_loss: 0.0061 - subtract_1_loss: 0.0645\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0705 - add_1_loss: 0.0060 - subtract_1_loss: 0.0644\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 0.0699 - add_1_loss: 0.0061 - subtract_1_loss: 0.0638\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0714 - add_1_loss: 0.0060 - subtract_1_loss: 0.0654\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0690 - add_1_loss: 0.0060 - subtract_1_loss: 0.0630\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0689 - add_1_loss: 0.0061 - subtract_1_loss: 0.0628\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0689 - add_1_loss: 0.0060 - subtract_1_loss: 0.0630\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0686 - add_1_loss: 0.0060 - subtract_1_loss: 0.0626\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0677 - add_1_loss: 0.0060 - subtract_1_loss: 0.0617\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0680 - add_1_loss: 0.0060 - subtract_1_loss: 0.0620\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0671 - add_1_loss: 0.0060 - subtract_1_loss: 0.0611\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0688 - add_1_loss: 0.0060 - subtract_1_loss: 0.0628\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0667 - add_1_loss: 0.0060 - subtract_1_loss: 0.0607\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0684 - add_1_loss: 0.0060 - subtract_1_loss: 0.0624\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0691 - add_1_loss: 0.0060 - subtract_1_loss: 0.0632\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0690 - add_1_loss: 0.0060 - subtract_1_loss: 0.0630\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0675 - add_1_loss: 0.0059 - subtract_1_loss: 0.0616\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0672 - add_1_loss: 0.0060 - subtract_1_loss: 0.0613\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0655 - add_1_loss: 0.0059 - subtract_1_loss: 0.0595\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0660 - add_1_loss: 0.0059 - subtract_1_loss: 0.0601\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0707 - add_1_loss: 0.0059 - subtract_1_loss: 0.0648\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0688 - add_1_loss: 0.0059 - subtract_1_loss: 0.0629\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0669 - add_1_loss: 0.0059 - subtract_1_loss: 0.0610\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0656 - add_1_loss: 0.0059 - subtract_1_loss: 0.0597\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0656 - add_1_loss: 0.0059 - subtract_1_loss: 0.0597\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0656 - add_1_loss: 0.0059 - subtract_1_loss: 0.0597\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0675 - add_1_loss: 0.0059 - subtract_1_loss: 0.0617\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0655 - add_1_loss: 0.0059 - subtract_1_loss: 0.0597\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0658 - add_1_loss: 0.0059 - subtract_1_loss: 0.0599\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0650 - add_1_loss: 0.0059 - subtract_1_loss: 0.0592\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0636 - add_1_loss: 0.0059 - subtract_1_loss: 0.0577\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0642 - add_1_loss: 0.0059 - subtract_1_loss: 0.0583\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0641 - add_1_loss: 0.0059 - subtract_1_loss: 0.0583\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0687 - add_1_loss: 0.0058 - subtract_1_loss: 0.0629\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0647 - add_1_loss: 0.0059 - subtract_1_loss: 0.0589\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0645 - add_1_loss: 0.0058 - subtract_1_loss: 0.0587\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0653 - add_1_loss: 0.0058 - subtract_1_loss: 0.0595\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0639 - add_1_loss: 0.0058 - subtract_1_loss: 0.0581\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0641 - add_1_loss: 0.0058 - subtract_1_loss: 0.0583\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 130us/step - loss: 0.0647 - add_1_loss: 0.0058 - subtract_1_loss: 0.0589\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0634 - add_1_loss: 0.0058 - subtract_1_loss: 0.0576\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0643 - add_1_loss: 0.0058 - subtract_1_loss: 0.0585\n",
      "Epoch 27/50\n",
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      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0651 - add_1_loss: 0.0058 - subtract_1_loss: 0.0593\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0627 - add_1_loss: 0.0058 - subtract_1_loss: 0.0569\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0624 - add_1_loss: 0.0058 - subtract_1_loss: 0.0566\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0621 - add_1_loss: 0.0058 - subtract_1_loss: 0.0563\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0629 - add_1_loss: 0.0058 - subtract_1_loss: 0.0571\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0623 - add_1_loss: 0.0058 - subtract_1_loss: 0.0565\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0621 - add_1_loss: 0.0058 - subtract_1_loss: 0.0563\n",
      "Epoch 35/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 124us/step - loss: 0.0625 - add_1_loss: 0.0058 - subtract_1_loss: 0.0567\n",
      "Epoch 36/50\n",
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      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0615 - add_1_loss: 0.0058 - subtract_1_loss: 0.0558\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0618 - add_1_loss: 0.0057 - subtract_1_loss: 0.0561\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0647 - add_1_loss: 0.0057 - subtract_1_loss: 0.0590\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0646 - add_1_loss: 0.0058 - subtract_1_loss: 0.0588\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0637 - add_1_loss: 0.0057 - subtract_1_loss: 0.0580\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 143us/step - loss: 0.0619 - add_1_loss: 0.0057 - subtract_1_loss: 0.0561\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0613 - add_1_loss: 0.0057 - subtract_1_loss: 0.0556\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0620 - add_1_loss: 0.0057 - subtract_1_loss: 0.0563\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0608 - add_1_loss: 0.0057 - subtract_1_loss: 0.0551\n",
      "Epoch 46/50\n",
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      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0612 - add_1_loss: 0.0057 - subtract_1_loss: 0.0555\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0598 - add_1_loss: 0.0057 - subtract_1_loss: 0.0541\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0612 - add_1_loss: 0.0056 - subtract_1_loss: 0.0556\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0596 - add_1_loss: 0.0057 - subtract_1_loss: 0.0540\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0608 - add_1_loss: 0.0056 - subtract_1_loss: 0.0552\n",
      "Epoch 2/50\n",
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      "Epoch 3/50\n",
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      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0621 - add_1_loss: 0.0056 - subtract_1_loss: 0.0565\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0604 - add_1_loss: 0.0057 - subtract_1_loss: 0.0548\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0616 - add_1_loss: 0.0056 - subtract_1_loss: 0.0560\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0611 - add_1_loss: 0.0056 - subtract_1_loss: 0.0555\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0593 - add_1_loss: 0.0056 - subtract_1_loss: 0.0537\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0603 - add_1_loss: 0.0056 - subtract_1_loss: 0.0547\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0604 - add_1_loss: 0.0056 - subtract_1_loss: 0.0548\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0603 - add_1_loss: 0.0056 - subtract_1_loss: 0.0546\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0611 - add_1_loss: 0.0056 - subtract_1_loss: 0.0555\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0603 - add_1_loss: 0.0056 - subtract_1_loss: 0.0547\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0593 - add_1_loss: 0.0056 - subtract_1_loss: 0.0538\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0587 - add_1_loss: 0.0056 - subtract_1_loss: 0.0532\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0579 - add_1_loss: 0.0055 - subtract_1_loss: 0.0524\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0589 - add_1_loss: 0.0056 - subtract_1_loss: 0.0533\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0583 - add_1_loss: 0.0056 - subtract_1_loss: 0.0527\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0571 - add_1_loss: 0.0055 - subtract_1_loss: 0.0515\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0571 - add_1_loss: 0.0055 - subtract_1_loss: 0.0516\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0575 - add_1_loss: 0.0056 - subtract_1_loss: 0.0519\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0574 - add_1_loss: 0.0056 - subtract_1_loss: 0.0518\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0572 - add_1_loss: 0.0055 - subtract_1_loss: 0.0517\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0577 - add_1_loss: 0.0055 - subtract_1_loss: 0.0521\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0574 - add_1_loss: 0.0055 - subtract_1_loss: 0.0519\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0566 - add_1_loss: 0.0055 - subtract_1_loss: 0.0511\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0567 - add_1_loss: 0.0055 - subtract_1_loss: 0.0512\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0563 - add_1_loss: 0.0055 - subtract_1_loss: 0.0508\n",
      "Epoch 29/50\n",
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      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0564 - add_1_loss: 0.0055 - subtract_1_loss: 0.0509\n",
      "Epoch 31/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0571 - add_1_loss: 0.0055 - subtract_1_loss: 0.0517\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0592 - add_1_loss: 0.0055 - subtract_1_loss: 0.0537\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 0.0584 - add_1_loss: 0.0054 - subtract_1_loss: 0.0529\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0584 - add_1_loss: 0.0055 - subtract_1_loss: 0.0530\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0559 - add_1_loss: 0.0054 - subtract_1_loss: 0.0505\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0560 - add_1_loss: 0.0055 - subtract_1_loss: 0.0506\n",
      "Epoch 39/50\n",
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      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0564 - add_1_loss: 0.0054 - subtract_1_loss: 0.0510\n",
      "Epoch 41/50\n",
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      "Epoch 42/50\n",
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      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0554 - add_1_loss: 0.0054 - subtract_1_loss: 0.0500\n",
      "Epoch 44/50\n",
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      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0562 - add_1_loss: 0.0054 - subtract_1_loss: 0.0508\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0557 - add_1_loss: 0.0054 - subtract_1_loss: 0.0503\n",
      "Epoch 47/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 118us/step - loss: 0.0547 - add_1_loss: 0.0054 - subtract_1_loss: 0.0493\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0550 - add_1_loss: 0.0054 - subtract_1_loss: 0.0496\n",
      "Epoch 49/50\n",
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      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0553 - add_1_loss: 0.0054 - subtract_1_loss: 0.0499\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0546 - add_1_loss: 0.0053 - subtract_1_loss: 0.0493\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0543 - add_1_loss: 0.0053 - subtract_1_loss: 0.0489\n",
      "Epoch 3/50\n",
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      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0579 - add_1_loss: 0.0054 - subtract_1_loss: 0.0525\n",
      "Epoch 5/50\n",
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      "Epoch 6/50\n",
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      "Epoch 10/50\n",
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      "Epoch 15/50\n",
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      "Epoch 16/50\n",
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      "Epoch 18/50\n",
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      "Epoch 19/50\n",
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      "Epoch 21/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
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      "Epoch 27/50\n",
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      "Epoch 28/50\n",
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      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 33/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
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      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0490 - add_1_loss: 0.0050 - subtract_1_loss: 0.0440\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0490 - add_1_loss: 0.0050 - subtract_1_loss: 0.0440\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0488 - add_1_loss: 0.0050 - subtract_1_loss: 0.0438\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0488 - add_1_loss: 0.0050 - subtract_1_loss: 0.0439\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0484 - add_1_loss: 0.0050 - subtract_1_loss: 0.0435\n",
      "Epoch 3/50\n",
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      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0480 - add_1_loss: 0.0050 - subtract_1_loss: 0.0430\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0481 - add_1_loss: 0.0050 - subtract_1_loss: 0.0431\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0479 - add_1_loss: 0.0050 - subtract_1_loss: 0.0429\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0497 - add_1_loss: 0.0050 - subtract_1_loss: 0.0448\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0480 - add_1_loss: 0.0050 - subtract_1_loss: 0.0430\n",
      "Epoch 9/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 127us/step - loss: 0.0481 - add_1_loss: 0.0049 - subtract_1_loss: 0.0431\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0477 - add_1_loss: 0.0049 - subtract_1_loss: 0.0428\n",
      "Epoch 11/50\n",
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      "Epoch 12/50\n",
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      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0483 - add_1_loss: 0.0049 - subtract_1_loss: 0.0434\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0477 - add_1_loss: 0.0049 - subtract_1_loss: 0.0428\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0471 - add_1_loss: 0.0049 - subtract_1_loss: 0.0422\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0472 - add_1_loss: 0.0049 - subtract_1_loss: 0.0423\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0487 - add_1_loss: 0.0049 - subtract_1_loss: 0.0438\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0474 - add_1_loss: 0.0049 - subtract_1_loss: 0.0425\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0479 - add_1_loss: 0.0049 - subtract_1_loss: 0.0430\n",
      "Epoch 20/50\n",
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      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0469 - add_1_loss: 0.0049 - subtract_1_loss: 0.0420\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 135us/step - loss: 0.0474 - add_1_loss: 0.0049 - subtract_1_loss: 0.0425\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0470 - add_1_loss: 0.0049 - subtract_1_loss: 0.0422\n",
      "Epoch 24/50\n",
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      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0475 - add_1_loss: 0.0048 - subtract_1_loss: 0.0427\n",
      "Epoch 26/50\n",
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      "Epoch 27/50\n",
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      "Epoch 28/50\n",
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      "Epoch 29/50\n",
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      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0472 - add_1_loss: 0.0048 - subtract_1_loss: 0.0424\n",
      "Epoch 31/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
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      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
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      "Epoch 49/50\n",
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      "Epoch 50/50\n",
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      "Epoch 1/50\n",
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      "Epoch 7/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0442 - add_1_loss: 0.0046 - subtract_1_loss: 0.0396\n",
      "Epoch 11/50\n",
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      "Epoch 13/50\n",
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      "Epoch 17/50\n",
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      "Epoch 18/50\n",
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      "Epoch 19/50\n",
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      "Epoch 20/50\n",
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      "Epoch 21/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 124us/step - loss: 0.0439 - add_1_loss: 0.0045 - subtract_1_loss: 0.0394\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0440 - add_1_loss: 0.0045 - subtract_1_loss: 0.0395\n",
      "Epoch 23/50\n",
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      "Epoch 24/50\n",
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      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0435 - add_1_loss: 0.0045 - subtract_1_loss: 0.0390\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0431 - add_1_loss: 0.0045 - subtract_1_loss: 0.0386\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0429 - add_1_loss: 0.0045 - subtract_1_loss: 0.0384\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0428 - add_1_loss: 0.0045 - subtract_1_loss: 0.0383\n",
      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 31/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0425 - add_1_loss: 0.0045 - subtract_1_loss: 0.0380\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0429 - add_1_loss: 0.0045 - subtract_1_loss: 0.0384\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0427 - add_1_loss: 0.0045 - subtract_1_loss: 0.0383\n",
      "Epoch 37/50\n",
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      "Epoch 38/50\n",
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      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0422 - add_1_loss: 0.0045 - subtract_1_loss: 0.0378\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0426 - add_1_loss: 0.0045 - subtract_1_loss: 0.0381\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0430 - add_1_loss: 0.0044 - subtract_1_loss: 0.0386\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0425 - add_1_loss: 0.0044 - subtract_1_loss: 0.0381\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0423 - add_1_loss: 0.0045 - subtract_1_loss: 0.0378\n",
      "Epoch 44/50\n",
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      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0431 - add_1_loss: 0.0045 - subtract_1_loss: 0.0386\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0425 - add_1_loss: 0.0044 - subtract_1_loss: 0.0381\n",
      "Epoch 47/50\n",
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      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0422 - add_1_loss: 0.0044 - subtract_1_loss: 0.0377\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0423 - add_1_loss: 0.0044 - subtract_1_loss: 0.0379\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0422 - add_1_loss: 0.0044 - subtract_1_loss: 0.0378\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0422 - add_1_loss: 0.0044 - subtract_1_loss: 0.0378\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0417 - add_1_loss: 0.0044 - subtract_1_loss: 0.0373\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0415 - add_1_loss: 0.0044 - subtract_1_loss: 0.0371\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 119us/step - loss: 0.0417 - add_1_loss: 0.0044 - subtract_1_loss: 0.0373\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0418 - add_1_loss: 0.0044 - subtract_1_loss: 0.0374\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0419 - add_1_loss: 0.0044 - subtract_1_loss: 0.0375\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0419 - add_1_loss: 0.0044 - subtract_1_loss: 0.0376\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0416 - add_1_loss: 0.0044 - subtract_1_loss: 0.0372\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0418 - add_1_loss: 0.0044 - subtract_1_loss: 0.0374\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0418 - add_1_loss: 0.0044 - subtract_1_loss: 0.0374\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0424 - add_1_loss: 0.0044 - subtract_1_loss: 0.0381\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0423 - add_1_loss: 0.0044 - subtract_1_loss: 0.0379\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0420 - add_1_loss: 0.0044 - subtract_1_loss: 0.0376\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0418 - add_1_loss: 0.0043 - subtract_1_loss: 0.0374\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0414 - add_1_loss: 0.0043 - subtract_1_loss: 0.0370\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0413 - add_1_loss: 0.0043 - subtract_1_loss: 0.0370\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0410 - add_1_loss: 0.0044 - subtract_1_loss: 0.0366\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0426 - add_1_loss: 0.0044 - subtract_1_loss: 0.0383\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0431 - add_1_loss: 0.0043 - subtract_1_loss: 0.0388\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0436 - add_1_loss: 0.0044 - subtract_1_loss: 0.0392\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0424 - add_1_loss: 0.0043 - subtract_1_loss: 0.0382\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0417 - add_1_loss: 0.0043 - subtract_1_loss: 0.0374\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0422 - add_1_loss: 0.0043 - subtract_1_loss: 0.0379\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0424 - add_1_loss: 0.0043 - subtract_1_loss: 0.0381\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0417 - add_1_loss: 0.0043 - subtract_1_loss: 0.0374\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0416 - add_1_loss: 0.0043 - subtract_1_loss: 0.0373\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0414 - add_1_loss: 0.0043 - subtract_1_loss: 0.0371\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0420 - add_1_loss: 0.0043 - subtract_1_loss: 0.0377\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0413 - add_1_loss: 0.0043 - subtract_1_loss: 0.0370\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0410 - add_1_loss: 0.0043 - subtract_1_loss: 0.0368\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0408 - add_1_loss: 0.0043 - subtract_1_loss: 0.0365\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0407 - add_1_loss: 0.0043 - subtract_1_loss: 0.0365\n",
      "Epoch 33/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 127us/step - loss: 0.0405 - add_1_loss: 0.0043 - subtract_1_loss: 0.0362\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0406 - add_1_loss: 0.0043 - subtract_1_loss: 0.0363\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0407 - add_1_loss: 0.0042 - subtract_1_loss: 0.0365\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0422 - add_1_loss: 0.0043 - subtract_1_loss: 0.0379\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0412 - add_1_loss: 0.0042 - subtract_1_loss: 0.0369\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0411 - add_1_loss: 0.0043 - subtract_1_loss: 0.0369\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0404 - add_1_loss: 0.0042 - subtract_1_loss: 0.0361\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0401 - add_1_loss: 0.0042 - subtract_1_loss: 0.0359\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 0.0401 - add_1_loss: 0.0042 - subtract_1_loss: 0.0359\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0405 - add_1_loss: 0.0042 - subtract_1_loss: 0.0363\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0404 - add_1_loss: 0.0042 - subtract_1_loss: 0.0362\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0402 - add_1_loss: 0.0042 - subtract_1_loss: 0.0360\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0404 - add_1_loss: 0.0042 - subtract_1_loss: 0.0362\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0408 - add_1_loss: 0.0042 - subtract_1_loss: 0.0366\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0400 - add_1_loss: 0.0042 - subtract_1_loss: 0.0358\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0404 - add_1_loss: 0.0042 - subtract_1_loss: 0.0362\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0404 - add_1_loss: 0.0042 - subtract_1_loss: 0.0362\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0403 - add_1_loss: 0.0042 - subtract_1_loss: 0.0361\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0398 - add_1_loss: 0.0042 - subtract_1_loss: 0.0357\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0395 - add_1_loss: 0.0042 - subtract_1_loss: 0.0354\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0399 - add_1_loss: 0.0042 - subtract_1_loss: 0.0357\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0397 - add_1_loss: 0.0042 - subtract_1_loss: 0.0355\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0396 - add_1_loss: 0.0041 - subtract_1_loss: 0.0354\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0403 - add_1_loss: 0.0042 - subtract_1_loss: 0.0361\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0397 - add_1_loss: 0.0041 - subtract_1_loss: 0.0356\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0404 - add_1_loss: 0.0041 - subtract_1_loss: 0.0363\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0397 - add_1_loss: 0.0041 - subtract_1_loss: 0.0355\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0394 - add_1_loss: 0.0041 - subtract_1_loss: 0.0353\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0401 - add_1_loss: 0.0042 - subtract_1_loss: 0.0360\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0396 - add_1_loss: 0.0041 - subtract_1_loss: 0.0354\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0398 - add_1_loss: 0.0041 - subtract_1_loss: 0.0357\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0402 - add_1_loss: 0.0041 - subtract_1_loss: 0.0361\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0397 - add_1_loss: 0.0041 - subtract_1_loss: 0.0356\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0407 - add_1_loss: 0.0041 - subtract_1_loss: 0.0365\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0394 - add_1_loss: 0.0041 - subtract_1_loss: 0.0353\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0396 - add_1_loss: 0.0041 - subtract_1_loss: 0.0355\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0396 - add_1_loss: 0.0041 - subtract_1_loss: 0.0355\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - ETA: 0s - loss: 0.0164 - add_1_loss: 0.0032 - subtract_1_loss: 0.01 - 0s 124us/step - loss: 0.0394 - add_1_loss: 0.0041 - subtract_1_loss: 0.0353\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0397 - add_1_loss: 0.0041 - subtract_1_loss: 0.0356\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0393 - add_1_loss: 0.0041 - subtract_1_loss: 0.0353\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0396 - add_1_loss: 0.0041 - subtract_1_loss: 0.0355\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0396 - add_1_loss: 0.0041 - subtract_1_loss: 0.0355\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0390 - add_1_loss: 0.0041 - subtract_1_loss: 0.0349\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0397 - add_1_loss: 0.0041 - subtract_1_loss: 0.0356\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0391 - add_1_loss: 0.0040 - subtract_1_loss: 0.0350\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0394 - add_1_loss: 0.0041 - subtract_1_loss: 0.0353\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0396 - add_1_loss: 0.0040 - subtract_1_loss: 0.0356\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0395 - add_1_loss: 0.0041 - subtract_1_loss: 0.0355\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0392 - add_1_loss: 0.0040 - subtract_1_loss: 0.0352\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0387 - add_1_loss: 0.0040 - subtract_1_loss: 0.0346\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0385 - add_1_loss: 0.0040 - subtract_1_loss: 0.0345\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0393 - add_1_loss: 0.0041 - subtract_1_loss: 0.0352\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0390 - add_1_loss: 0.0040 - subtract_1_loss: 0.0350\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0384 - add_1_loss: 0.0040 - subtract_1_loss: 0.0344\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0389 - add_1_loss: 0.0040 - subtract_1_loss: 0.0348\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0383 - add_1_loss: 0.0040 - subtract_1_loss: 0.0343\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0385 - add_1_loss: 0.0040 - subtract_1_loss: 0.0345\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0387 - add_1_loss: 0.0040 - subtract_1_loss: 0.0347\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0387 - add_1_loss: 0.0040 - subtract_1_loss: 0.0347\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0386 - add_1_loss: 0.0040 - subtract_1_loss: 0.0346\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0385 - add_1_loss: 0.0040 - subtract_1_loss: 0.0345\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0381 - add_1_loss: 0.0040 - subtract_1_loss: 0.0341\n",
      "Epoch 45/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 121us/step - loss: 0.0382 - add_1_loss: 0.0040 - subtract_1_loss: 0.0342\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0384 - add_1_loss: 0.0040 - subtract_1_loss: 0.0344\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0381 - add_1_loss: 0.0040 - subtract_1_loss: 0.0341\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0382 - add_1_loss: 0.0040 - subtract_1_loss: 0.0342\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0380 - add_1_loss: 0.0040 - subtract_1_loss: 0.0341\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0384 - add_1_loss: 0.0040 - subtract_1_loss: 0.0344\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0382 - add_1_loss: 0.0040 - subtract_1_loss: 0.0342\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0379 - add_1_loss: 0.0040 - subtract_1_loss: 0.0340\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0383 - add_1_loss: 0.0040 - subtract_1_loss: 0.0343\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0380 - add_1_loss: 0.0039 - subtract_1_loss: 0.0340\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0378 - add_1_loss: 0.0039 - subtract_1_loss: 0.0338\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0375 - add_1_loss: 0.0039 - subtract_1_loss: 0.0336\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0379 - add_1_loss: 0.0039 - subtract_1_loss: 0.0340\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0376 - add_1_loss: 0.0039 - subtract_1_loss: 0.0337\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0375 - add_1_loss: 0.0039 - subtract_1_loss: 0.0335\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0381 - add_1_loss: 0.0039 - subtract_1_loss: 0.0342\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0384 - add_1_loss: 0.0039 - subtract_1_loss: 0.0345\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0386 - add_1_loss: 0.0039 - subtract_1_loss: 0.0347\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0382 - add_1_loss: 0.0039 - subtract_1_loss: 0.0343\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0384 - add_1_loss: 0.0039 - subtract_1_loss: 0.0345\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0377 - add_1_loss: 0.0039 - subtract_1_loss: 0.0338\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0380 - add_1_loss: 0.0039 - subtract_1_loss: 0.0342\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0379 - add_1_loss: 0.0039 - subtract_1_loss: 0.0340\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0372 - add_1_loss: 0.0039 - subtract_1_loss: 0.0333\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0375 - add_1_loss: 0.0039 - subtract_1_loss: 0.0336\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0376 - add_1_loss: 0.0039 - subtract_1_loss: 0.0337\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0383 - add_1_loss: 0.0039 - subtract_1_loss: 0.0344\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0382 - add_1_loss: 0.0039 - subtract_1_loss: 0.0344\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0374 - add_1_loss: 0.0039 - subtract_1_loss: 0.0335\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0372 - add_1_loss: 0.0038 - subtract_1_loss: 0.0333\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0371 - add_1_loss: 0.0039 - subtract_1_loss: 0.0332\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0371 - add_1_loss: 0.0038 - subtract_1_loss: 0.0332\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0369 - add_1_loss: 0.0038 - subtract_1_loss: 0.0330\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0368 - add_1_loss: 0.0038 - subtract_1_loss: 0.0329\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0368 - add_1_loss: 0.0038 - subtract_1_loss: 0.0329\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0378 - add_1_loss: 0.0038 - subtract_1_loss: 0.0339\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0376 - add_1_loss: 0.0038 - subtract_1_loss: 0.0338\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0379 - add_1_loss: 0.0039 - subtract_1_loss: 0.0341\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0372 - add_1_loss: 0.0038 - subtract_1_loss: 0.0334\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0368 - add_1_loss: 0.0038 - subtract_1_loss: 0.0330\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0371 - add_1_loss: 0.0038 - subtract_1_loss: 0.0332\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0367 - add_1_loss: 0.0038 - subtract_1_loss: 0.0329\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0365 - add_1_loss: 0.0038 - subtract_1_loss: 0.0327\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 128us/step - loss: 0.0366 - add_1_loss: 0.0038 - subtract_1_loss: 0.0328\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0363 - add_1_loss: 0.0038 - subtract_1_loss: 0.0325\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 133us/step - loss: 0.0365 - add_1_loss: 0.0038 - subtract_1_loss: 0.0328\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0365 - add_1_loss: 0.0038 - subtract_1_loss: 0.0327\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0367 - add_1_loss: 0.0038 - subtract_1_loss: 0.0329\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0369 - add_1_loss: 0.0038 - subtract_1_loss: 0.0331\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0366 - add_1_loss: 0.0037 - subtract_1_loss: 0.0329\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0363 - add_1_loss: 0.0038 - subtract_1_loss: 0.0325\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0368 - add_1_loss: 0.0038 - subtract_1_loss: 0.0330\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0359 - add_1_loss: 0.0037 - subtract_1_loss: 0.0322\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0359 - add_1_loss: 0.0038 - subtract_1_loss: 0.0322\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0360 - add_1_loss: 0.0037 - subtract_1_loss: 0.0323\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0360 - add_1_loss: 0.0038 - subtract_1_loss: 0.0322\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0355 - add_1_loss: 0.0037 - subtract_1_loss: 0.0318\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0355 - add_1_loss: 0.0037 - subtract_1_loss: 0.0317\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 153us/step - loss: 0.0355 - add_1_loss: 0.0037 - subtract_1_loss: 0.0318\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0357 - add_1_loss: 0.0038 - subtract_1_loss: 0.0319\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0361 - add_1_loss: 0.0037 - subtract_1_loss: 0.0324\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0364 - add_1_loss: 0.0037 - subtract_1_loss: 0.0327\n",
      "Epoch 7/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 124us/step - loss: 0.0369 - add_1_loss: 0.0037 - subtract_1_loss: 0.0332\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0373 - add_1_loss: 0.0037 - subtract_1_loss: 0.0336\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0359 - add_1_loss: 0.0037 - subtract_1_loss: 0.0322\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0358 - add_1_loss: 0.0037 - subtract_1_loss: 0.0322\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0354 - add_1_loss: 0.0037 - subtract_1_loss: 0.0317\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0363 - add_1_loss: 0.0037 - subtract_1_loss: 0.0326\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0352 - add_1_loss: 0.0037 - subtract_1_loss: 0.0315\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0347 - add_1_loss: 0.0037 - subtract_1_loss: 0.0310\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0351 - add_1_loss: 0.0037 - subtract_1_loss: 0.0314\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0346 - add_1_loss: 0.0037 - subtract_1_loss: 0.0310\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0345 - add_1_loss: 0.0037 - subtract_1_loss: 0.0308\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - ETA: 0s - loss: 0.0220 - add_1_loss: 0.0038 - subtract_1_loss: 0.01 - 0s 121us/step - loss: 0.0345 - add_1_loss: 0.0037 - subtract_1_loss: 0.0308\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0340 - add_1_loss: 0.0037 - subtract_1_loss: 0.0303\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0339 - add_1_loss: 0.0037 - subtract_1_loss: 0.0303\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0335 - add_1_loss: 0.0036 - subtract_1_loss: 0.0299\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0337 - add_1_loss: 0.0037 - subtract_1_loss: 0.0300\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0337 - add_1_loss: 0.0037 - subtract_1_loss: 0.0301\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0340 - add_1_loss: 0.0036 - subtract_1_loss: 0.0304\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0344 - add_1_loss: 0.0037 - subtract_1_loss: 0.0308\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0338 - add_1_loss: 0.0036 - subtract_1_loss: 0.0302\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0333 - add_1_loss: 0.0036 - subtract_1_loss: 0.0296\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0333 - add_1_loss: 0.0036 - subtract_1_loss: 0.0296\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0329 - add_1_loss: 0.0036 - subtract_1_loss: 0.0292\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0328 - add_1_loss: 0.0036 - subtract_1_loss: 0.0292\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0329 - add_1_loss: 0.0036 - subtract_1_loss: 0.0293\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0337 - add_1_loss: 0.0036 - subtract_1_loss: 0.0300\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0333 - add_1_loss: 0.0036 - subtract_1_loss: 0.0297\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0338 - add_1_loss: 0.0036 - subtract_1_loss: 0.0302\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0325 - add_1_loss: 0.0036 - subtract_1_loss: 0.0289\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0323 - add_1_loss: 0.0036 - subtract_1_loss: 0.0287\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0326 - add_1_loss: 0.0036 - subtract_1_loss: 0.0290\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0321 - add_1_loss: 0.0036 - subtract_1_loss: 0.0285\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0323 - add_1_loss: 0.0036 - subtract_1_loss: 0.0287\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0323 - add_1_loss: 0.0036 - subtract_1_loss: 0.0287\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0323 - add_1_loss: 0.0036 - subtract_1_loss: 0.0287\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0319 - add_1_loss: 0.0036 - subtract_1_loss: 0.0283\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0321 - add_1_loss: 0.0036 - subtract_1_loss: 0.0285\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0322 - add_1_loss: 0.0036 - subtract_1_loss: 0.0286\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0328 - add_1_loss: 0.0036 - subtract_1_loss: 0.0292\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0325 - add_1_loss: 0.0036 - subtract_1_loss: 0.0290\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0328 - add_1_loss: 0.0036 - subtract_1_loss: 0.0292\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0323 - add_1_loss: 0.0036 - subtract_1_loss: 0.0288\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0318 - add_1_loss: 0.0036 - subtract_1_loss: 0.0282\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0318 - add_1_loss: 0.0036 - subtract_1_loss: 0.0282\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0315 - add_1_loss: 0.0036 - subtract_1_loss: 0.0279\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 0.0315 - add_1_loss: 0.0035 - subtract_1_loss: 0.0280\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0322 - add_1_loss: 0.0036 - subtract_1_loss: 0.0286\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0312 - add_1_loss: 0.0036 - subtract_1_loss: 0.0277\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0314 - add_1_loss: 0.0035 - subtract_1_loss: 0.0279\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0315 - add_1_loss: 0.0036 - subtract_1_loss: 0.0279\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0309 - add_1_loss: 0.0035 - subtract_1_loss: 0.0274\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0309 - add_1_loss: 0.0035 - subtract_1_loss: 0.0273\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0311 - add_1_loss: 0.0035 - subtract_1_loss: 0.0276\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0308 - add_1_loss: 0.0035 - subtract_1_loss: 0.0273\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 132us/step - loss: 0.0314 - add_1_loss: 0.0036 - subtract_1_loss: 0.0278\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0305 - add_1_loss: 0.0035 - subtract_1_loss: 0.0270\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0312 - add_1_loss: 0.0035 - subtract_1_loss: 0.0276\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 132us/step - loss: 0.0307 - add_1_loss: 0.0035 - subtract_1_loss: 0.0272\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0306 - add_1_loss: 0.0035 - subtract_1_loss: 0.0271\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0311 - add_1_loss: 0.0035 - subtract_1_loss: 0.0275\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0311 - add_1_loss: 0.0035 - subtract_1_loss: 0.0276\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0302 - add_1_loss: 0.0035 - subtract_1_loss: 0.0267\n",
      "Epoch 19/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 127us/step - loss: 0.0316 - add_1_loss: 0.0035 - subtract_1_loss: 0.0281\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0315 - add_1_loss: 0.0035 - subtract_1_loss: 0.0280\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0317 - add_1_loss: 0.0035 - subtract_1_loss: 0.0282\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0315 - add_1_loss: 0.0035 - subtract_1_loss: 0.0281\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0310 - add_1_loss: 0.0035 - subtract_1_loss: 0.0275\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0310 - add_1_loss: 0.0035 - subtract_1_loss: 0.0275\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0308 - add_1_loss: 0.0035 - subtract_1_loss: 0.0273\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 119us/step - loss: 0.0304 - add_1_loss: 0.0035 - subtract_1_loss: 0.0269\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0305 - add_1_loss: 0.0035 - subtract_1_loss: 0.0270\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0301 - add_1_loss: 0.0035 - subtract_1_loss: 0.0267\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0299 - add_1_loss: 0.0035 - subtract_1_loss: 0.0264\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0302 - add_1_loss: 0.0035 - subtract_1_loss: 0.0267\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0306 - add_1_loss: 0.0035 - subtract_1_loss: 0.0272\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0308 - add_1_loss: 0.0035 - subtract_1_loss: 0.0273\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0304 - add_1_loss: 0.0035 - subtract_1_loss: 0.0269\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0303 - add_1_loss: 0.0035 - subtract_1_loss: 0.0268\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0303 - add_1_loss: 0.0035 - subtract_1_loss: 0.0268\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 143us/step - loss: 0.0301 - add_1_loss: 0.0035 - subtract_1_loss: 0.0266\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0304 - add_1_loss: 0.0035 - subtract_1_loss: 0.0269\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0302 - add_1_loss: 0.0035 - subtract_1_loss: 0.0268\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0307 - add_1_loss: 0.0035 - subtract_1_loss: 0.0273\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0301 - add_1_loss: 0.0035 - subtract_1_loss: 0.0266\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0302 - add_1_loss: 0.0034 - subtract_1_loss: 0.0267\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 130us/step - loss: 0.0302 - add_1_loss: 0.0035 - subtract_1_loss: 0.0267\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0303 - add_1_loss: 0.0034 - subtract_1_loss: 0.0269\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0298 - add_1_loss: 0.0034 - subtract_1_loss: 0.0264\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0296 - add_1_loss: 0.0034 - subtract_1_loss: 0.0262\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0295 - add_1_loss: 0.0034 - subtract_1_loss: 0.0261\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0299 - add_1_loss: 0.0034 - subtract_1_loss: 0.0264\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 128us/step - loss: 0.0302 - add_1_loss: 0.0034 - subtract_1_loss: 0.0268\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 114us/step - loss: 0.0309 - add_1_loss: 0.0034 - subtract_1_loss: 0.0275\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0299 - add_1_loss: 0.0034 - subtract_1_loss: 0.0265\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0301 - add_1_loss: 0.0034 - subtract_1_loss: 0.0267\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0299 - add_1_loss: 0.0034 - subtract_1_loss: 0.0265\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0301 - add_1_loss: 0.0034 - subtract_1_loss: 0.0267\n",
      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0309 - add_1_loss: 0.0034 - subtract_1_loss: 0.0275\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0297 - add_1_loss: 0.0034 - subtract_1_loss: 0.0264\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0297 - add_1_loss: 0.0034 - subtract_1_loss: 0.0263\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0293 - add_1_loss: 0.0034 - subtract_1_loss: 0.0259\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0293 - add_1_loss: 0.0034 - subtract_1_loss: 0.0259\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0292 - add_1_loss: 0.0034 - subtract_1_loss: 0.0258\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0292 - add_1_loss: 0.0034 - subtract_1_loss: 0.0258\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 132us/step - loss: 0.0292 - add_1_loss: 0.0034 - subtract_1_loss: 0.0258\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0302 - add_1_loss: 0.0034 - subtract_1_loss: 0.0268\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0307 - add_1_loss: 0.0034 - subtract_1_loss: 0.0273\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0297 - add_1_loss: 0.0034 - subtract_1_loss: 0.0264\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 130us/step - loss: 0.0295 - add_1_loss: 0.0033 - subtract_1_loss: 0.0261\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0300 - add_1_loss: 0.0034 - subtract_1_loss: 0.0267\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0298 - add_1_loss: 0.0034 - subtract_1_loss: 0.0264\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0294 - add_1_loss: 0.0033 - subtract_1_loss: 0.0261\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0295 - add_1_loss: 0.0034 - subtract_1_loss: 0.0262\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0292 - add_1_loss: 0.0034 - subtract_1_loss: 0.0258\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0295 - add_1_loss: 0.0034 - subtract_1_loss: 0.0261\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0290 - add_1_loss: 0.0033 - subtract_1_loss: 0.0257\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 142us/step - loss: 0.0288 - add_1_loss: 0.0033 - subtract_1_loss: 0.0255\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0290 - add_1_loss: 0.0033 - subtract_1_loss: 0.0257\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0290 - add_1_loss: 0.0033 - subtract_1_loss: 0.0257\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0288 - add_1_loss: 0.0033 - subtract_1_loss: 0.0255\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0286 - add_1_loss: 0.0033 - subtract_1_loss: 0.0253\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0287 - add_1_loss: 0.0033 - subtract_1_loss: 0.0254\n",
      "Epoch 31/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 123us/step - loss: 0.0288 - add_1_loss: 0.0033 - subtract_1_loss: 0.0255\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0287 - add_1_loss: 0.0033 - subtract_1_loss: 0.0254\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0289 - add_1_loss: 0.0033 - subtract_1_loss: 0.0256\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0289 - add_1_loss: 0.0033 - subtract_1_loss: 0.0256\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0289 - add_1_loss: 0.0033 - subtract_1_loss: 0.0256\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0290 - add_1_loss: 0.0033 - subtract_1_loss: 0.0257\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0299 - add_1_loss: 0.0033 - subtract_1_loss: 0.0266\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 113us/step - loss: 0.0306 - add_1_loss: 0.0033 - subtract_1_loss: 0.0273\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0295 - add_1_loss: 0.0033 - subtract_1_loss: 0.0262\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0293 - add_1_loss: 0.0033 - subtract_1_loss: 0.0260\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0297 - add_1_loss: 0.0033 - subtract_1_loss: 0.0264\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0296 - add_1_loss: 0.0033 - subtract_1_loss: 0.0263\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0288 - add_1_loss: 0.0033 - subtract_1_loss: 0.0255\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0297 - add_1_loss: 0.0033 - subtract_1_loss: 0.0264\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0295 - add_1_loss: 0.0033 - subtract_1_loss: 0.0263\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0289 - add_1_loss: 0.0033 - subtract_1_loss: 0.0256\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0287 - add_1_loss: 0.0033 - subtract_1_loss: 0.0255\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0288 - add_1_loss: 0.0033 - subtract_1_loss: 0.0255\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0285 - add_1_loss: 0.0033 - subtract_1_loss: 0.0252\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0286 - add_1_loss: 0.0033 - subtract_1_loss: 0.0254\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0284 - add_1_loss: 0.0033 - subtract_1_loss: 0.0251\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0287 - add_1_loss: 0.0033 - subtract_1_loss: 0.0255\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0291 - add_1_loss: 0.0033 - subtract_1_loss: 0.0258\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0290 - add_1_loss: 0.0033 - subtract_1_loss: 0.0258\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0292 - add_1_loss: 0.0033 - subtract_1_loss: 0.0260\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0290 - add_1_loss: 0.0033 - subtract_1_loss: 0.0258\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0285 - add_1_loss: 0.0033 - subtract_1_loss: 0.0253\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0280 - add_1_loss: 0.0032 - subtract_1_loss: 0.0248\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0282 - add_1_loss: 0.0033 - subtract_1_loss: 0.0250\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0286 - add_1_loss: 0.0032 - subtract_1_loss: 0.0254\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0284 - add_1_loss: 0.0032 - subtract_1_loss: 0.0251\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0288 - add_1_loss: 0.0032 - subtract_1_loss: 0.0255\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0286 - add_1_loss: 0.0032 - subtract_1_loss: 0.0254\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0285 - add_1_loss: 0.0032 - subtract_1_loss: 0.0253\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0286 - add_1_loss: 0.0032 - subtract_1_loss: 0.0253\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0281 - add_1_loss: 0.0032 - subtract_1_loss: 0.0249\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0281 - add_1_loss: 0.0033 - subtract_1_loss: 0.0248\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0280 - add_1_loss: 0.0032 - subtract_1_loss: 0.0247\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0281 - add_1_loss: 0.0032 - subtract_1_loss: 0.0248\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 130us/step - loss: 0.0280 - add_1_loss: 0.0032 - subtract_1_loss: 0.0247\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0279 - add_1_loss: 0.0032 - subtract_1_loss: 0.0247\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0281 - add_1_loss: 0.0032 - subtract_1_loss: 0.0249\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0279 - add_1_loss: 0.0032 - subtract_1_loss: 0.0247\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0279 - add_1_loss: 0.0032 - subtract_1_loss: 0.0247\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0280 - add_1_loss: 0.0032 - subtract_1_loss: 0.0248\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0285 - add_1_loss: 0.0032 - subtract_1_loss: 0.0253\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 114us/step - loss: 0.0282 - add_1_loss: 0.0032 - subtract_1_loss: 0.0250\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0298 - add_1_loss: 0.0032 - subtract_1_loss: 0.0266\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0293 - add_1_loss: 0.0032 - subtract_1_loss: 0.0261\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0286 - add_1_loss: 0.0032 - subtract_1_loss: 0.0254\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0303 - add_1_loss: 0.0032 - subtract_1_loss: 0.0270\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0285 - add_1_loss: 0.0032 - subtract_1_loss: 0.0253\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0287 - add_1_loss: 0.0032 - subtract_1_loss: 0.0255\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0285 - add_1_loss: 0.0032 - subtract_1_loss: 0.0253\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0276 - add_1_loss: 0.0032 - subtract_1_loss: 0.0244\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 135us/step - loss: 0.0279 - add_1_loss: 0.0032 - subtract_1_loss: 0.0247\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0275 - add_1_loss: 0.0032 - subtract_1_loss: 0.0244\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0280 - add_1_loss: 0.0032 - subtract_1_loss: 0.0248\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0282 - add_1_loss: 0.0032 - subtract_1_loss: 0.0250\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0288 - add_1_loss: 0.0032 - subtract_1_loss: 0.0256\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0283 - add_1_loss: 0.0032 - subtract_1_loss: 0.0251\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0290 - add_1_loss: 0.0031 - subtract_1_loss: 0.0259\n",
      "Epoch 43/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 131us/step - loss: 0.0280 - add_1_loss: 0.0032 - subtract_1_loss: 0.0249\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0276 - add_1_loss: 0.0031 - subtract_1_loss: 0.0244\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0275 - add_1_loss: 0.0031 - subtract_1_loss: 0.0243\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0278 - add_1_loss: 0.0032 - subtract_1_loss: 0.0246\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0277 - add_1_loss: 0.0032 - subtract_1_loss: 0.0245\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0277 - add_1_loss: 0.0031 - subtract_1_loss: 0.0245\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0276 - add_1_loss: 0.0032 - subtract_1_loss: 0.0245\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0279 - add_1_loss: 0.0032 - subtract_1_loss: 0.0247\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0280 - add_1_loss: 0.0031 - subtract_1_loss: 0.0249\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0282 - add_1_loss: 0.0032 - subtract_1_loss: 0.0251\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0284 - add_1_loss: 0.0031 - subtract_1_loss: 0.0253\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0280 - add_1_loss: 0.0032 - subtract_1_loss: 0.0249\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 110us/step - loss: 0.0288 - add_1_loss: 0.0031 - subtract_1_loss: 0.0256\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0279 - add_1_loss: 0.0031 - subtract_1_loss: 0.0248\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0282 - add_1_loss: 0.0031 - subtract_1_loss: 0.0251\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 139us/step - loss: 0.0283 - add_1_loss: 0.0031 - subtract_1_loss: 0.0252\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 156us/step - loss: 0.0278 - add_1_loss: 0.0031 - subtract_1_loss: 0.0247\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 132us/step - loss: 0.0276 - add_1_loss: 0.0031 - subtract_1_loss: 0.0245\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0274 - add_1_loss: 0.0031 - subtract_1_loss: 0.0243\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0277 - add_1_loss: 0.0031 - subtract_1_loss: 0.0246\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0274 - add_1_loss: 0.0031 - subtract_1_loss: 0.0243\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0278 - add_1_loss: 0.0031 - subtract_1_loss: 0.0247\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0276 - add_1_loss: 0.0031 - subtract_1_loss: 0.0245\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0273 - add_1_loss: 0.0031 - subtract_1_loss: 0.0242\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0275 - add_1_loss: 0.0031 - subtract_1_loss: 0.0244\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0272 - add_1_loss: 0.0031 - subtract_1_loss: 0.0241\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0273 - add_1_loss: 0.0031 - subtract_1_loss: 0.0243\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0271 - add_1_loss: 0.0031 - subtract_1_loss: 0.0240\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0274 - add_1_loss: 0.0031 - subtract_1_loss: 0.0243\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0274 - add_1_loss: 0.0031 - subtract_1_loss: 0.0243\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0269 - add_1_loss: 0.0031 - subtract_1_loss: 0.0238\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0269 - add_1_loss: 0.0031 - subtract_1_loss: 0.0238\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0267 - add_1_loss: 0.0031 - subtract_1_loss: 0.0236\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0270 - add_1_loss: 0.0031 - subtract_1_loss: 0.0240\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0265 - add_1_loss: 0.0031 - subtract_1_loss: 0.0234\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0267 - add_1_loss: 0.0031 - subtract_1_loss: 0.0236\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0266 - add_1_loss: 0.0031 - subtract_1_loss: 0.0235\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0265 - add_1_loss: 0.0031 - subtract_1_loss: 0.0235\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 133us/step - loss: 0.0267 - add_1_loss: 0.0031 - subtract_1_loss: 0.0237\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0267 - add_1_loss: 0.0031 - subtract_1_loss: 0.0236\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0270 - add_1_loss: 0.0031 - subtract_1_loss: 0.0240\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 122us/step - loss: 0.0273 - add_1_loss: 0.0031 - subtract_1_loss: 0.0242\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0264 - add_1_loss: 0.0030 - subtract_1_loss: 0.0234\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0270 - add_1_loss: 0.0030 - subtract_1_loss: 0.0239\n",
      "Epoch 37/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 122us/step - loss: 0.0265 - add_1_loss: 0.0030 - subtract_1_loss: 0.0235\n",
      "Epoch 42/50\n",
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      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0261 - add_1_loss: 0.0030 - subtract_1_loss: 0.0231\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 114us/step - loss: 0.0263 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0263 - add_1_loss: 0.0030 - subtract_1_loss: 0.0232\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0263 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0264 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0262 - add_1_loss: 0.0030 - subtract_1_loss: 0.0232\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0261 - add_1_loss: 0.0030 - subtract_1_loss: 0.0231\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0260 - add_1_loss: 0.0030 - subtract_1_loss: 0.0230\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0263 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0274 - add_1_loss: 0.0030 - subtract_1_loss: 0.0243\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0262 - add_1_loss: 0.0030 - subtract_1_loss: 0.0232\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0265 - add_1_loss: 0.0030 - subtract_1_loss: 0.0234\n",
      "Epoch 5/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 121us/step - loss: 0.0262 - add_1_loss: 0.0030 - subtract_1_loss: 0.0232\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0261 - add_1_loss: 0.0030 - subtract_1_loss: 0.0231\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0262 - add_1_loss: 0.0030 - subtract_1_loss: 0.0231\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0265 - add_1_loss: 0.0030 - subtract_1_loss: 0.0235\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0273 - add_1_loss: 0.0030 - subtract_1_loss: 0.0243\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0275 - add_1_loss: 0.0030 - subtract_1_loss: 0.0245\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0271 - add_1_loss: 0.0030 - subtract_1_loss: 0.0241\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0265 - add_1_loss: 0.0030 - subtract_1_loss: 0.0235\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0265 - add_1_loss: 0.0030 - subtract_1_loss: 0.0235\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0260 - add_1_loss: 0.0030 - subtract_1_loss: 0.0230\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0263 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0263 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 0.0258 - add_1_loss: 0.0030 - subtract_1_loss: 0.0228\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0255 - add_1_loss: 0.0030 - subtract_1_loss: 0.0225\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 119us/step - loss: 0.0260 - add_1_loss: 0.0030 - subtract_1_loss: 0.0230\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0265 - add_1_loss: 0.0030 - subtract_1_loss: 0.0235\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0263 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0264 - add_1_loss: 0.0030 - subtract_1_loss: 0.0235\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0263 - add_1_loss: 0.0030 - subtract_1_loss: 0.0234\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0262 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0255 - add_1_loss: 0.0029 - subtract_1_loss: 0.0226\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0259 - add_1_loss: 0.0030 - subtract_1_loss: 0.0230\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0256 - add_1_loss: 0.0030 - subtract_1_loss: 0.0227\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0255 - add_1_loss: 0.0029 - subtract_1_loss: 0.0225\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0254 - add_1_loss: 0.0029 - subtract_1_loss: 0.0225\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0258 - add_1_loss: 0.0030 - subtract_1_loss: 0.0229\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0266 - add_1_loss: 0.0029 - subtract_1_loss: 0.0237\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0262 - add_1_loss: 0.0030 - subtract_1_loss: 0.0233\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0267 - add_1_loss: 0.0030 - subtract_1_loss: 0.0238\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0279 - add_1_loss: 0.0030 - subtract_1_loss: 0.0250\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0289 - add_1_loss: 0.0030 - subtract_1_loss: 0.0259\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0270 - add_1_loss: 0.0030 - subtract_1_loss: 0.0240\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0261 - add_1_loss: 0.0029 - subtract_1_loss: 0.0232\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0251 - add_1_loss: 0.0029 - subtract_1_loss: 0.0222\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0250 - add_1_loss: 0.0029 - subtract_1_loss: 0.0221\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0252 - add_1_loss: 0.0029 - subtract_1_loss: 0.0223\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0252 - add_1_loss: 0.0029 - subtract_1_loss: 0.0222\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0254 - add_1_loss: 0.0029 - subtract_1_loss: 0.0225\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0255 - add_1_loss: 0.0029 - subtract_1_loss: 0.0225\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0262 - add_1_loss: 0.0029 - subtract_1_loss: 0.0232\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 140us/step - loss: 0.0258 - add_1_loss: 0.0029 - subtract_1_loss: 0.0229\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 130us/step - loss: 0.0252 - add_1_loss: 0.0029 - subtract_1_loss: 0.0223\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0252 - add_1_loss: 0.0029 - subtract_1_loss: 0.0223\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 132us/step - loss: 0.0249 - add_1_loss: 0.0029 - subtract_1_loss: 0.0220\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0255 - add_1_loss: 0.0029 - subtract_1_loss: 0.0226\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 128us/step - loss: 0.0257 - add_1_loss: 0.0029 - subtract_1_loss: 0.0228\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0258 - add_1_loss: 0.0029 - subtract_1_loss: 0.0229\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0257 - add_1_loss: 0.0029 - subtract_1_loss: 0.0228\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0251 - add_1_loss: 0.0029 - subtract_1_loss: 0.0222\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0245 - add_1_loss: 0.0029 - subtract_1_loss: 0.0216\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 142us/step - loss: 0.0245 - add_1_loss: 0.0029 - subtract_1_loss: 0.0216\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0242 - add_1_loss: 0.0029 - subtract_1_loss: 0.0213\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0244 - add_1_loss: 0.0029 - subtract_1_loss: 0.0215\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0243 - add_1_loss: 0.0029 - subtract_1_loss: 0.0214\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0248 - add_1_loss: 0.0029 - subtract_1_loss: 0.0219\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0250 - add_1_loss: 0.0029 - subtract_1_loss: 0.0221\n",
      "Epoch 11/50\n",
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      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0252 - add_1_loss: 0.0029 - subtract_1_loss: 0.0223\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0248 - add_1_loss: 0.0029 - subtract_1_loss: 0.0219\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0246 - add_1_loss: 0.0029 - subtract_1_loss: 0.0217\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0242 - add_1_loss: 0.0029 - subtract_1_loss: 0.0213\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0240 - add_1_loss: 0.0029 - subtract_1_loss: 0.0212\n",
      "Epoch 17/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 133us/step - loss: 0.0241 - add_1_loss: 0.0029 - subtract_1_loss: 0.0212\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0239 - add_1_loss: 0.0029 - subtract_1_loss: 0.0210\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0241 - add_1_loss: 0.0029 - subtract_1_loss: 0.0212\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0244 - add_1_loss: 0.0029 - subtract_1_loss: 0.0215\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0249 - add_1_loss: 0.0029 - subtract_1_loss: 0.0220\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0249 - add_1_loss: 0.0029 - subtract_1_loss: 0.0220\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0245 - add_1_loss: 0.0029 - subtract_1_loss: 0.0217\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0242 - add_1_loss: 0.0028 - subtract_1_loss: 0.0213\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0241 - add_1_loss: 0.0029 - subtract_1_loss: 0.0213\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0241 - add_1_loss: 0.0029 - subtract_1_loss: 0.0213\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0237 - add_1_loss: 0.0029 - subtract_1_loss: 0.0209\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0240 - add_1_loss: 0.0029 - subtract_1_loss: 0.0212\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0241 - add_1_loss: 0.0029 - subtract_1_loss: 0.0212\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0236 - add_1_loss: 0.0029 - subtract_1_loss: 0.0207\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0242 - add_1_loss: 0.0029 - subtract_1_loss: 0.0214\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 143us/step - loss: 0.0253 - add_1_loss: 0.0029 - subtract_1_loss: 0.0224\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0244 - add_1_loss: 0.0028 - subtract_1_loss: 0.0215\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0239 - add_1_loss: 0.0028 - subtract_1_loss: 0.0211\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 128us/step - loss: 0.0241 - add_1_loss: 0.0029 - subtract_1_loss: 0.0212\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0235 - add_1_loss: 0.0028 - subtract_1_loss: 0.0207\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0236 - add_1_loss: 0.0028 - subtract_1_loss: 0.0208\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0231 - add_1_loss: 0.0028 - subtract_1_loss: 0.0203\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0239 - add_1_loss: 0.0029 - subtract_1_loss: 0.0211\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0237 - add_1_loss: 0.0028 - subtract_1_loss: 0.0209\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0233 - add_1_loss: 0.0028 - subtract_1_loss: 0.0205\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0242 - add_1_loss: 0.0028 - subtract_1_loss: 0.0213\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0242 - add_1_loss: 0.0028 - subtract_1_loss: 0.0214\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0245 - add_1_loss: 0.0028 - subtract_1_loss: 0.0216\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 140us/step - loss: 0.0241 - add_1_loss: 0.0028 - subtract_1_loss: 0.0213\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0232 - add_1_loss: 0.0028 - subtract_1_loss: 0.0204\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0234 - add_1_loss: 0.0028 - subtract_1_loss: 0.0206\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0228 - add_1_loss: 0.0028 - subtract_1_loss: 0.0200\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0229 - add_1_loss: 0.0028 - subtract_1_loss: 0.0201\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0238 - add_1_loss: 0.0028 - subtract_1_loss: 0.0209\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0245 - add_1_loss: 0.0028 - subtract_1_loss: 0.0216\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0232 - add_1_loss: 0.0028 - subtract_1_loss: 0.0204\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 119us/step - loss: 0.0237 - add_1_loss: 0.0028 - subtract_1_loss: 0.0209\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0232 - add_1_loss: 0.0028 - subtract_1_loss: 0.0204\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0228 - add_1_loss: 0.0028 - subtract_1_loss: 0.0200\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0227 - add_1_loss: 0.0028 - subtract_1_loss: 0.0199\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0230 - add_1_loss: 0.0028 - subtract_1_loss: 0.0202\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0223 - add_1_loss: 0.0028 - subtract_1_loss: 0.0195\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0226 - add_1_loss: 0.0028 - subtract_1_loss: 0.0198\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0222 - add_1_loss: 0.0028 - subtract_1_loss: 0.0193\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0231 - add_1_loss: 0.0028 - subtract_1_loss: 0.0203\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0257 - add_1_loss: 0.0028 - subtract_1_loss: 0.0228\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0250 - add_1_loss: 0.0028 - subtract_1_loss: 0.0222\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0242 - add_1_loss: 0.0028 - subtract_1_loss: 0.0214\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 153us/step - loss: 0.0236 - add_1_loss: 0.0028 - subtract_1_loss: 0.0208\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0227 - add_1_loss: 0.0028 - subtract_1_loss: 0.0200\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0233 - add_1_loss: 0.0028 - subtract_1_loss: 0.0205\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 138us/step - loss: 0.0224 - add_1_loss: 0.0028 - subtract_1_loss: 0.0196\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0226 - add_1_loss: 0.0028 - subtract_1_loss: 0.0198\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0230 - add_1_loss: 0.0028 - subtract_1_loss: 0.0202\n",
      "Epoch 21/50\n",
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      "Epoch 22/50\n",
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      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0229 - add_1_loss: 0.0028 - subtract_1_loss: 0.0202\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0218 - add_1_loss: 0.0028 - subtract_1_loss: 0.0190\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0222 - add_1_loss: 0.0028 - subtract_1_loss: 0.0194\n",
      "Epoch 26/50\n",
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      "Epoch 27/50\n",
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      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0218 - add_1_loss: 0.0028 - subtract_1_loss: 0.0190\n",
      "Epoch 29/50\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 131us/step - loss: 0.0222 - add_1_loss: 0.0028 - subtract_1_loss: 0.0194\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0227 - add_1_loss: 0.0028 - subtract_1_loss: 0.0200\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0233 - add_1_loss: 0.0028 - subtract_1_loss: 0.0205\n",
      "Epoch 32/50\n",
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      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0228 - add_1_loss: 0.0028 - subtract_1_loss: 0.0201\n",
      "Epoch 34/50\n",
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      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0227 - add_1_loss: 0.0028 - subtract_1_loss: 0.0200\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0223 - add_1_loss: 0.0027 - subtract_1_loss: 0.0196\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0217 - add_1_loss: 0.0027 - subtract_1_loss: 0.0190\n",
      "Epoch 38/50\n",
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      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0217 - add_1_loss: 0.0028 - subtract_1_loss: 0.0189\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0213 - add_1_loss: 0.0027 - subtract_1_loss: 0.0186\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0215 - add_1_loss: 0.0028 - subtract_1_loss: 0.0187\n",
      "Epoch 42/50\n",
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      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0218 - add_1_loss: 0.0027 - subtract_1_loss: 0.0190\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0218 - add_1_loss: 0.0028 - subtract_1_loss: 0.0190\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0205 - add_1_loss: 0.0027 - subtract_1_loss: 0.0178\n",
      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
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      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0210 - add_1_loss: 0.0027 - subtract_1_loss: 0.0183\n",
      "Epoch 50/50\n",
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      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0207 - add_1_loss: 0.0027 - subtract_1_loss: 0.0180\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0216 - add_1_loss: 0.0027 - subtract_1_loss: 0.0189\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0205 - add_1_loss: 0.0027 - subtract_1_loss: 0.0177\n",
      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
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      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0203 - add_1_loss: 0.0027 - subtract_1_loss: 0.0176\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0202 - add_1_loss: 0.0027 - subtract_1_loss: 0.0174\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0201 - add_1_loss: 0.0027 - subtract_1_loss: 0.0173\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0216 - add_1_loss: 0.0028 - subtract_1_loss: 0.0188\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0203 - add_1_loss: 0.0027 - subtract_1_loss: 0.0176\n",
      "Epoch 12/50\n",
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      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0212 - add_1_loss: 0.0027 - subtract_1_loss: 0.0185\n",
      "Epoch 14/50\n",
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      "Epoch 15/50\n",
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      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0213 - add_1_loss: 0.0027 - subtract_1_loss: 0.0186\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0217 - add_1_loss: 0.0027 - subtract_1_loss: 0.0189\n",
      "Epoch 18/50\n",
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      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0212 - add_1_loss: 0.0027 - subtract_1_loss: 0.0184\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0200 - add_1_loss: 0.0027 - subtract_1_loss: 0.0173\n",
      "Epoch 21/50\n",
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      "Epoch 22/50\n",
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      "Epoch 23/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 136us/step - loss: 0.0190 - add_1_loss: 0.0027 - subtract_1_loss: 0.0163\n",
      "Epoch 27/50\n",
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      "Epoch 28/50\n",
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      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 31/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
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      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 121us/step - loss: 0.0206 - add_1_loss: 0.0027 - subtract_1_loss: 0.0179\n",
      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0181 - add_1_loss: 0.0026 - subtract_1_loss: 0.0155\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0177 - add_1_loss: 0.0027 - subtract_1_loss: 0.0150\n",
      "Epoch 49/50\n",
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      "Epoch 50/50\n",
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      "Epoch 1/50\n",
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      "Epoch 2/50\n",
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      "Epoch 3/50\n",
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      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
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      "Epoch 7/50\n",
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      "Epoch 8/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
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      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0175 - add_1_loss: 0.0027 - subtract_1_loss: 0.0148\n",
      "Epoch 12/50\n",
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      "Epoch 13/50\n",
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      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0184 - add_1_loss: 0.0027 - subtract_1_loss: 0.0157\n",
      "Epoch 15/50\n",
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      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0176 - add_1_loss: 0.0026 - subtract_1_loss: 0.0150\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0178 - add_1_loss: 0.0027 - subtract_1_loss: 0.0152\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0173 - add_1_loss: 0.0026 - subtract_1_loss: 0.0147\n",
      "Epoch 19/50\n",
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      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0168 - add_1_loss: 0.0026 - subtract_1_loss: 0.0142\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0169 - add_1_loss: 0.0027 - subtract_1_loss: 0.0143\n",
      "Epoch 22/50\n",
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      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0167 - add_1_loss: 0.0026 - subtract_1_loss: 0.0141\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0165 - add_1_loss: 0.0027 - subtract_1_loss: 0.0138\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0172 - add_1_loss: 0.0026 - subtract_1_loss: 0.0145\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0169 - add_1_loss: 0.0026 - subtract_1_loss: 0.0142\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - ETA: 0s - loss: 0.0340 - add_1_loss: 0.0034 - subtract_1_loss: 0.03 - 0s 131us/step - loss: 0.0172 - add_1_loss: 0.0026 - subtract_1_loss: 0.0145\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0166 - add_1_loss: 0.0027 - subtract_1_loss: 0.0139\n",
      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0170 - add_1_loss: 0.0027 - subtract_1_loss: 0.0144\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0183 - add_1_loss: 0.0026 - subtract_1_loss: 0.0157\n",
      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
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      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0161 - add_1_loss: 0.0026 - subtract_1_loss: 0.0134\n",
      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0160 - add_1_loss: 0.0026 - subtract_1_loss: 0.0134\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0161 - add_1_loss: 0.0026 - subtract_1_loss: 0.0135\n",
      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
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      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0162 - add_1_loss: 0.0026 - subtract_1_loss: 0.0135\n",
      "Epoch 50/50\n",
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      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 113us/step - loss: 0.0155 - add_1_loss: 0.0026 - subtract_1_loss: 0.0129\n",
      "Epoch 2/50\n",
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      "Epoch 3/50\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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      "Epoch 4/50\n",
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      "Epoch 15/50\n",
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      "Epoch 18/50\n",
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      "Epoch 19/50\n",
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      "Epoch 20/50\n",
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      "Epoch 21/50\n",
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      "Epoch 29/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 36/50\n",
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      "Epoch 39/50\n",
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      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
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      "Epoch 49/50\n",
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      "Epoch 50/50\n",
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      "Epoch 1/50\n",
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      "Epoch 2/50\n",
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      "Epoch 3/50\n",
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      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
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      "Epoch 7/50\n",
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      "Epoch 8/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0138 - add_1_loss: 0.0026 - subtract_1_loss: 0.0112\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0136 - add_1_loss: 0.0026 - subtract_1_loss: 0.0110\n",
      "Epoch 12/50\n",
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      "Epoch 13/50\n",
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      "Epoch 14/50\n",
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      "Epoch 15/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 121us/step - loss: 0.0140 - add_1_loss: 0.0026 - subtract_1_loss: 0.0114\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0136 - add_1_loss: 0.0026 - subtract_1_loss: 0.0111\n",
      "Epoch 17/50\n",
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      "Epoch 18/50\n",
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      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0137 - add_1_loss: 0.0026 - subtract_1_loss: 0.0111\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0133 - add_1_loss: 0.0026 - subtract_1_loss: 0.0107\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0131 - add_1_loss: 0.0026 - subtract_1_loss: 0.0105\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0134 - add_1_loss: 0.0026 - subtract_1_loss: 0.0108\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0137 - add_1_loss: 0.0026 - subtract_1_loss: 0.0111\n",
      "Epoch 24/50\n",
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      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0135 - add_1_loss: 0.0026 - subtract_1_loss: 0.0109\n",
      "Epoch 26/50\n",
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      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0127 - add_1_loss: 0.0026 - subtract_1_loss: 0.0101\n",
      "Epoch 28/50\n",
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      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0127 - add_1_loss: 0.0026 - subtract_1_loss: 0.0101\n",
      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0133 - add_1_loss: 0.0026 - subtract_1_loss: 0.0107\n",
      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0130 - add_1_loss: 0.0026 - subtract_1_loss: 0.0104\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0132 - add_1_loss: 0.0026 - subtract_1_loss: 0.0106\n",
      "Epoch 50/50\n",
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      "Epoch 1/50\n",
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      "Epoch 2/50\n",
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      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0127 - add_1_loss: 0.0026 - subtract_1_loss: 0.0101\n",
      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
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      "Epoch 7/50\n",
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      "Epoch 8/50\n",
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      "Epoch 9/50\n",
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      "Epoch 10/50\n",
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      "Epoch 11/50\n",
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      "Epoch 12/50\n",
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      "Epoch 13/50\n",
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      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0129 - add_1_loss: 0.0026 - subtract_1_loss: 0.0103\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0127 - add_1_loss: 0.0026 - subtract_1_loss: 0.0102\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0127 - add_1_loss: 0.0025 - subtract_1_loss: 0.0102\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0128 - add_1_loss: 0.0026 - subtract_1_loss: 0.0102\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0134 - add_1_loss: 0.0025 - subtract_1_loss: 0.0108\n",
      "Epoch 19/50\n",
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      "Epoch 20/50\n",
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      "Epoch 21/50\n",
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      "Epoch 22/50\n",
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      "Epoch 23/50\n",
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      "Epoch 24/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
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      "Epoch 27/50\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 134us/step - loss: 0.0129 - add_1_loss: 0.0025 - subtract_1_loss: 0.0103\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0123 - add_1_loss: 0.0025 - subtract_1_loss: 0.0098\n",
      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 31/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
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      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0125 - add_1_loss: 0.0025 - subtract_1_loss: 0.0100\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0134 - add_1_loss: 0.0025 - subtract_1_loss: 0.0108\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0151 - add_1_loss: 0.0025 - subtract_1_loss: 0.0126\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0141 - add_1_loss: 0.0025 - subtract_1_loss: 0.0117\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0140 - add_1_loss: 0.0025 - subtract_1_loss: 0.0115\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0132 - add_1_loss: 0.0025 - subtract_1_loss: 0.0107\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0132 - add_1_loss: 0.0025 - subtract_1_loss: 0.0107\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0127 - add_1_loss: 0.0025 - subtract_1_loss: 0.0102\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0129 - add_1_loss: 0.0025 - subtract_1_loss: 0.0104\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0131 - add_1_loss: 0.0025 - subtract_1_loss: 0.0105\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0137 - add_1_loss: 0.0025 - subtract_1_loss: 0.0112\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0131 - add_1_loss: 0.0025 - subtract_1_loss: 0.0106\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0124 - add_1_loss: 0.0025 - subtract_1_loss: 0.0099\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0121 - add_1_loss: 0.0025 - subtract_1_loss: 0.0096\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0122 - add_1_loss: 0.0025 - subtract_1_loss: 0.0097\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0120 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0123 - add_1_loss: 0.0025 - subtract_1_loss: 0.0098\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0127 - add_1_loss: 0.0025 - subtract_1_loss: 0.0102\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 130us/step - loss: 0.0123 - add_1_loss: 0.0025 - subtract_1_loss: 0.0098\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0125 - add_1_loss: 0.0025 - subtract_1_loss: 0.0100\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0121 - add_1_loss: 0.0025 - subtract_1_loss: 0.0096\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0124 - add_1_loss: 0.0025 - subtract_1_loss: 0.0099\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0124 - add_1_loss: 0.0025 - subtract_1_loss: 0.0099\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0123 - add_1_loss: 0.0025 - subtract_1_loss: 0.0098\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0126 - add_1_loss: 0.0025 - subtract_1_loss: 0.0101\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0120 - add_1_loss: 0.0025 - subtract_1_loss: 0.0096\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 114us/step - loss: 0.0119 - add_1_loss: 0.0025 - subtract_1_loss: 0.0094\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0121 - add_1_loss: 0.0025 - subtract_1_loss: 0.0096\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0118 - add_1_loss: 0.0025 - subtract_1_loss: 0.0093\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0117 - add_1_loss: 0.0025 - subtract_1_loss: 0.0092\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 135us/step - loss: 0.0119 - add_1_loss: 0.0025 - subtract_1_loss: 0.0094\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0118 - add_1_loss: 0.0025 - subtract_1_loss: 0.0093\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0120 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0124 - add_1_loss: 0.0025 - subtract_1_loss: 0.0099\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0121 - add_1_loss: 0.0025 - subtract_1_loss: 0.0096\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0118 - add_1_loss: 0.0025 - subtract_1_loss: 0.0093\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0126 - add_1_loss: 0.0025 - subtract_1_loss: 0.0101\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0134 - add_1_loss: 0.0025 - subtract_1_loss: 0.0110\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0127 - add_1_loss: 0.0024 - subtract_1_loss: 0.0102\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0120 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0119 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0120 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0122 - add_1_loss: 0.0025 - subtract_1_loss: 0.0097\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0119 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0130 - add_1_loss: 0.0025 - subtract_1_loss: 0.0106\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0128 - add_1_loss: 0.0025 - subtract_1_loss: 0.0103\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0126 - add_1_loss: 0.0025 - subtract_1_loss: 0.0102\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0122 - add_1_loss: 0.0025 - subtract_1_loss: 0.0098\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0120 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0121 - add_1_loss: 0.0025 - subtract_1_loss: 0.0096\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0121 - add_1_loss: 0.0025 - subtract_1_loss: 0.0096\n",
      "Epoch 39/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 121us/step - loss: 0.0124 - add_1_loss: 0.0025 - subtract_1_loss: 0.0099\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0120 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0116 - add_1_loss: 0.0025 - subtract_1_loss: 0.0092\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0116 - add_1_loss: 0.0025 - subtract_1_loss: 0.0091\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0116 - add_1_loss: 0.0025 - subtract_1_loss: 0.0091\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0122 - add_1_loss: 0.0025 - subtract_1_loss: 0.0098\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0118 - add_1_loss: 0.0025 - subtract_1_loss: 0.0093\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 140us/step - loss: 0.0124 - add_1_loss: 0.0025 - subtract_1_loss: 0.0100\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0135 - add_1_loss: 0.0025 - subtract_1_loss: 0.0111\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0127 - add_1_loss: 0.0025 - subtract_1_loss: 0.0102\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0129 - add_1_loss: 0.0024 - subtract_1_loss: 0.0104\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0124 - add_1_loss: 0.0025 - subtract_1_loss: 0.0099\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0123 - add_1_loss: 0.0024 - subtract_1_loss: 0.0098\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0123 - add_1_loss: 0.0024 - subtract_1_loss: 0.0099\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0122 - add_1_loss: 0.0025 - subtract_1_loss: 0.0097\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0119 - add_1_loss: 0.0024 - subtract_1_loss: 0.0095\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0124 - add_1_loss: 0.0025 - subtract_1_loss: 0.0099\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0126 - add_1_loss: 0.0024 - subtract_1_loss: 0.0102\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0123 - add_1_loss: 0.0024 - subtract_1_loss: 0.0099\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0118 - add_1_loss: 0.0025 - subtract_1_loss: 0.0093\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0118 - add_1_loss: 0.0024 - subtract_1_loss: 0.0093\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0116 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0126 - add_1_loss: 0.0024 - subtract_1_loss: 0.0101\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0121 - add_1_loss: 0.0024 - subtract_1_loss: 0.0097\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0122 - add_1_loss: 0.0024 - subtract_1_loss: 0.0098\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0119 - add_1_loss: 0.0024 - subtract_1_loss: 0.0095\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0091\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0116 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0120 - add_1_loss: 0.0025 - subtract_1_loss: 0.0095\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0127 - add_1_loss: 0.0024 - subtract_1_loss: 0.0103\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0122 - add_1_loss: 0.0024 - subtract_1_loss: 0.0098\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0091\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0119 - add_1_loss: 0.0024 - subtract_1_loss: 0.0095\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0123 - add_1_loss: 0.0024 - subtract_1_loss: 0.0099\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0120 - add_1_loss: 0.0024 - subtract_1_loss: 0.0096\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0123 - add_1_loss: 0.0024 - subtract_1_loss: 0.0099\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0117 - add_1_loss: 0.0024 - subtract_1_loss: 0.0093\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0091\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0091\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 147us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0090\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0114 - add_1_loss: 0.0024 - subtract_1_loss: 0.0090\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0112 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0124 - add_1_loss: 0.0024 - subtract_1_loss: 0.0099\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 0.0122 - add_1_loss: 0.0024 - subtract_1_loss: 0.0098\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0130 - add_1_loss: 0.0024 - subtract_1_loss: 0.0106\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0116 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0116 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0121 - add_1_loss: 0.0024 - subtract_1_loss: 0.0097\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0121 - add_1_loss: 0.0024 - subtract_1_loss: 0.0097\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0117 - add_1_loss: 0.0024 - subtract_1_loss: 0.0093\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0117 - add_1_loss: 0.0024 - subtract_1_loss: 0.0093\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0116 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0118 - add_1_loss: 0.0024 - subtract_1_loss: 0.0094\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0120 - add_1_loss: 0.0024 - subtract_1_loss: 0.0096\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0118 - add_1_loss: 0.0024 - subtract_1_loss: 0.0094\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0116 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0112 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 1/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 124us/step - loss: 0.0113 - add_1_loss: 0.0024 - subtract_1_loss: 0.0089\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0113 - add_1_loss: 0.0024 - subtract_1_loss: 0.0089\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0116 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0117 - add_1_loss: 0.0024 - subtract_1_loss: 0.0093\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0113 - add_1_loss: 0.0024 - subtract_1_loss: 0.0089\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0112 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0119 - add_1_loss: 0.0024 - subtract_1_loss: 0.0095\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0114 - add_1_loss: 0.0024 - subtract_1_loss: 0.0090\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0091\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0114 - add_1_loss: 0.0024 - subtract_1_loss: 0.0090\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0112 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0114 - add_1_loss: 0.0024 - subtract_1_loss: 0.0090\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - ETA: 0s - loss: 0.0228 - add_1_loss: 0.0030 - subtract_1_loss: 0.01 - 0s 131us/step - loss: 0.0110 - add_1_loss: 0.0024 - subtract_1_loss: 0.0086\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0110 - add_1_loss: 0.0024 - subtract_1_loss: 0.0086\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0112 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0112 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0110 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - ETA: 0s - loss: 0.0085 - add_1_loss: 0.0017 - subtract_1_loss: 0.00 - 0s 127us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0113 - add_1_loss: 0.0024 - subtract_1_loss: 0.0089\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0113 - add_1_loss: 0.0024 - subtract_1_loss: 0.0089\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0091\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0110 - add_1_loss: 0.0024 - subtract_1_loss: 0.0086\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0119 - add_1_loss: 0.0024 - subtract_1_loss: 0.0095\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0120 - add_1_loss: 0.0024 - subtract_1_loss: 0.0096\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0117 - add_1_loss: 0.0024 - subtract_1_loss: 0.0094\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0113 - add_1_loss: 0.0024 - subtract_1_loss: 0.0090\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0109 - add_1_loss: 0.0024 - subtract_1_loss: 0.0086\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0110 - add_1_loss: 0.0024 - subtract_1_loss: 0.0086\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0116 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0091\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0111 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0112 - add_1_loss: 0.0024 - subtract_1_loss: 0.0089\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0117 - add_1_loss: 0.0024 - subtract_1_loss: 0.0094\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0117 - add_1_loss: 0.0024 - subtract_1_loss: 0.0094\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0115 - add_1_loss: 0.0024 - subtract_1_loss: 0.0092\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0112 - add_1_loss: 0.0023 - subtract_1_loss: 0.0088\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0113 - add_1_loss: 0.0023 - subtract_1_loss: 0.0089\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0110 - add_1_loss: 0.0024 - subtract_1_loss: 0.0087\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0111 - add_1_loss: 0.0023 - subtract_1_loss: 0.0088\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0112 - add_1_loss: 0.0023 - subtract_1_loss: 0.0088\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0112 - add_1_loss: 0.0023 - subtract_1_loss: 0.0089\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0112 - add_1_loss: 0.0024 - subtract_1_loss: 0.0088\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0114 - add_1_loss: 0.0023 - subtract_1_loss: 0.0090\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0084\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0108 - add_1_loss: 0.0024 - subtract_1_loss: 0.0084\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0106 - add_1_loss: 0.0024 - subtract_1_loss: 0.0083\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0109 - add_1_loss: 0.0024 - subtract_1_loss: 0.0085\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0110 - add_1_loss: 0.0024 - subtract_1_loss: 0.0086\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0114 - add_1_loss: 0.0023 - subtract_1_loss: 0.0091\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 12/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 131us/step - loss: 0.0109 - add_1_loss: 0.0023 - subtract_1_loss: 0.0085\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0109 - add_1_loss: 0.0023 - subtract_1_loss: 0.0086\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0114 - add_1_loss: 0.0023 - subtract_1_loss: 0.0091\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0113 - add_1_loss: 0.0023 - subtract_1_loss: 0.0089\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0113 - add_1_loss: 0.0023 - subtract_1_loss: 0.0089\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0117 - add_1_loss: 0.0023 - subtract_1_loss: 0.0094\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0118 - add_1_loss: 0.0023 - subtract_1_loss: 0.0095\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0111 - add_1_loss: 0.0023 - subtract_1_loss: 0.0088\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0108 - add_1_loss: 0.0023 - subtract_1_loss: 0.0085\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0111 - add_1_loss: 0.0023 - subtract_1_loss: 0.0088\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0084\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0109 - add_1_loss: 0.0023 - subtract_1_loss: 0.0085\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0109 - add_1_loss: 0.0023 - subtract_1_loss: 0.0086\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0111 - add_1_loss: 0.0023 - subtract_1_loss: 0.0088\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0114 - add_1_loss: 0.0023 - subtract_1_loss: 0.0091\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0113 - add_1_loss: 0.0023 - subtract_1_loss: 0.0090\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0108 - add_1_loss: 0.0023 - subtract_1_loss: 0.0085\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0108 - add_1_loss: 0.0023 - subtract_1_loss: 0.0085\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0109 - add_1_loss: 0.0023 - subtract_1_loss: 0.0086\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0112 - add_1_loss: 0.0023 - subtract_1_loss: 0.0089\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0084\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0103 - add_1_loss: 0.0023 - subtract_1_loss: 0.0080\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 150us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0084\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0113 - add_1_loss: 0.0023 - subtract_1_loss: 0.0090\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0110 - add_1_loss: 0.0023 - subtract_1_loss: 0.0087\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0111 - add_1_loss: 0.0023 - subtract_1_loss: 0.0088\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0108 - add_1_loss: 0.0023 - subtract_1_loss: 0.0085\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0084\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0104 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0104 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0103 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0084\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0103 - add_1_loss: 0.0023 - subtract_1_loss: 0.0080\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0102 - add_1_loss: 0.0023 - subtract_1_loss: 0.0080\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0101 - add_1_loss: 0.0023 - subtract_1_loss: 0.0079\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0106 - add_1_loss: 0.0023 - subtract_1_loss: 0.0084\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0104 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0105 - add_1_loss: 0.0022 - subtract_1_loss: 0.0082\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0084\n",
      "Epoch 24/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 118us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0085\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0113 - add_1_loss: 0.0023 - subtract_1_loss: 0.0090\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0104 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0103 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0102 - add_1_loss: 0.0022 - subtract_1_loss: 0.0080\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0101 - add_1_loss: 0.0022 - subtract_1_loss: 0.0078\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0103 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0104 - add_1_loss: 0.0022 - subtract_1_loss: 0.0081\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0103 - add_1_loss: 0.0022 - subtract_1_loss: 0.0081\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0102 - add_1_loss: 0.0023 - subtract_1_loss: 0.0079\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0082\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0103 - add_1_loss: 0.0023 - subtract_1_loss: 0.0080\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0104 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0103 - add_1_loss: 0.0023 - subtract_1_loss: 0.0081\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0104 - add_1_loss: 0.0022 - subtract_1_loss: 0.0082\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0105 - add_1_loss: 0.0023 - subtract_1_loss: 0.0083\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0107 - add_1_loss: 0.0023 - subtract_1_loss: 0.0085\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0105 - add_1_loss: 0.0022 - subtract_1_loss: 0.0083\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0104 - add_1_loss: 0.0022 - subtract_1_loss: 0.0081\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0103 - add_1_loss: 0.0022 - subtract_1_loss: 0.0081\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 112us/step - loss: 0.0107 - add_1_loss: 0.0022 - subtract_1_loss: 0.0084\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0106 - add_1_loss: 0.0022 - subtract_1_loss: 0.0083\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0102 - add_1_loss: 0.0022 - subtract_1_loss: 0.0079\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0102 - add_1_loss: 0.0022 - subtract_1_loss: 0.0080\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0102 - add_1_loss: 0.0022 - subtract_1_loss: 0.0079\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0102 - add_1_loss: 0.0022 - subtract_1_loss: 0.0079\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 119us/step - loss: 0.0102 - add_1_loss: 0.0022 - subtract_1_loss: 0.0080\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0100 - add_1_loss: 0.0022 - subtract_1_loss: 0.0077\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0101 - add_1_loss: 0.0022 - subtract_1_loss: 0.0078\n",
      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 10/50\n",
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      "Epoch 11/50\n",
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      "Epoch 13/50\n",
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      "Epoch 14/50\n",
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      "Epoch 15/50\n",
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      "Epoch 16/50\n",
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      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 140us/step - loss: 0.0100 - add_1_loss: 0.0022 - subtract_1_loss: 0.0078\n",
      "Epoch 18/50\n",
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      "Epoch 19/50\n",
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      "Epoch 20/50\n",
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      "Epoch 21/50\n",
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      "Epoch 22/50\n",
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      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0101 - add_1_loss: 0.0022 - subtract_1_loss: 0.0079\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0104 - add_1_loss: 0.0022 - subtract_1_loss: 0.0082\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0102 - add_1_loss: 0.0022 - subtract_1_loss: 0.0080\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0107 - add_1_loss: 0.0022 - subtract_1_loss: 0.0085\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0110 - add_1_loss: 0.0022 - subtract_1_loss: 0.0088\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0112 - add_1_loss: 0.0022 - subtract_1_loss: 0.0089\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0115 - add_1_loss: 0.0022 - subtract_1_loss: 0.0094\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0103 - add_1_loss: 0.0022 - subtract_1_loss: 0.0082\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0105 - add_1_loss: 0.0022 - subtract_1_loss: 0.0082\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0107 - add_1_loss: 0.0022 - subtract_1_loss: 0.0085\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0109 - add_1_loss: 0.0022 - subtract_1_loss: 0.0087\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0107 - add_1_loss: 0.0022 - subtract_1_loss: 0.0085\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0106 - add_1_loss: 0.0022 - subtract_1_loss: 0.0084\n",
      "Epoch 36/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 140us/step - loss: 0.0107 - add_1_loss: 0.0022 - subtract_1_loss: 0.0085\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 147us/step - loss: 0.0104 - add_1_loss: 0.0022 - subtract_1_loss: 0.0082\n",
      "Epoch 38/50\n",
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      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0098 - add_1_loss: 0.0022 - subtract_1_loss: 0.0077\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0098 - add_1_loss: 0.0022 - subtract_1_loss: 0.0077\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0099 - add_1_loss: 0.0022 - subtract_1_loss: 0.0078\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0098 - add_1_loss: 0.0022 - subtract_1_loss: 0.0076\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0103 - add_1_loss: 0.0022 - subtract_1_loss: 0.0081\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0101 - add_1_loss: 0.0022 - subtract_1_loss: 0.0079\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0099 - add_1_loss: 0.0022 - subtract_1_loss: 0.0077\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0097 - add_1_loss: 0.0022 - subtract_1_loss: 0.0076\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0100 - add_1_loss: 0.0022 - subtract_1_loss: 0.0079\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0101 - add_1_loss: 0.0022 - subtract_1_loss: 0.0080\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0097 - add_1_loss: 0.0022 - subtract_1_loss: 0.0076\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0098 - add_1_loss: 0.0022 - subtract_1_loss: 0.0076\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0099 - add_1_loss: 0.0022 - subtract_1_loss: 0.0078\n",
      "Epoch 2/50\n",
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      "Epoch 3/50\n",
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      "Epoch 4/50\n",
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      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 139us/step - loss: 0.0100 - add_1_loss: 0.0022 - subtract_1_loss: 0.0078\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0099 - add_1_loss: 0.0021 - subtract_1_loss: 0.0078\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0098 - add_1_loss: 0.0022 - subtract_1_loss: 0.0076\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0096 - add_1_loss: 0.0022 - subtract_1_loss: 0.0075\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0097 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0074\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0101 - add_1_loss: 0.0021 - subtract_1_loss: 0.0079\n",
      "Epoch 12/50\n",
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      "Epoch 13/50\n",
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      "Epoch 14/50\n",
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      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0099 - add_1_loss: 0.0022 - subtract_1_loss: 0.0077\n",
      "Epoch 16/50\n",
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      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0097 - add_1_loss: 0.0021 - subtract_1_loss: 0.0076\n",
      "Epoch 18/50\n",
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      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0102 - add_1_loss: 0.0021 - subtract_1_loss: 0.0080\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0074\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 22/50\n",
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      "Epoch 23/50\n",
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      "Epoch 24/50\n",
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      "Epoch 25/50\n",
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      "Epoch 26/50\n",
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      "Epoch 27/50\n",
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      "Epoch 28/50\n",
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      "Epoch 29/50\n",
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      "Epoch 30/50\n",
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      "Epoch 32/50\n",
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      "Epoch 33/50\n",
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      "Epoch 34/50\n",
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      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
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      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0102 - add_1_loss: 0.0021 - subtract_1_loss: 0.0080\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0101 - add_1_loss: 0.0021 - subtract_1_loss: 0.0080\n",
      "Epoch 40/50\n",
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      "Epoch 41/50\n",
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      "Epoch 42/50\n",
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      "Epoch 43/50\n",
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      "Epoch 44/50\n",
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      "Epoch 45/50\n",
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      "Epoch 46/50\n",
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      "Epoch 47/50\n",
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      "Epoch 48/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 118us/step - loss: 0.0100 - add_1_loss: 0.0021 - subtract_1_loss: 0.0079\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0094 - add_1_loss: 0.0021 - subtract_1_loss: 0.0073\n",
      "Epoch 1/50\n",
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      "Epoch 2/50\n",
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      "Epoch 3/50\n",
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      "Epoch 4/50\n",
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      "Epoch 5/50\n",
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      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0097 - add_1_loss: 0.0021 - subtract_1_loss: 0.0076\n",
      "Epoch 7/50\n",
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      "Epoch 8/50\n",
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      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0097 - add_1_loss: 0.0021 - subtract_1_loss: 0.0076\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 12/50\n",
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      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0093 - add_1_loss: 0.0021 - subtract_1_loss: 0.0072\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - ETA: 0s - loss: 0.0064 - add_1_loss: 0.0027 - subtract_1_loss: 0.00 - 0s 124us/step - loss: 0.0095 - add_1_loss: 0.0021 - subtract_1_loss: 0.0074\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0098 - add_1_loss: 0.0021 - subtract_1_loss: 0.0077\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 110us/step - loss: 0.0097 - add_1_loss: 0.0021 - subtract_1_loss: 0.0076\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0093 - add_1_loss: 0.0021 - subtract_1_loss: 0.0073\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0094 - add_1_loss: 0.0021 - subtract_1_loss: 0.0073\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0092 - add_1_loss: 0.0021 - subtract_1_loss: 0.0071\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0092 - add_1_loss: 0.0021 - subtract_1_loss: 0.0071\n",
      "Epoch 21/50\n",
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      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0094 - add_1_loss: 0.0021 - subtract_1_loss: 0.0074\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 24/50\n",
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      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0097 - add_1_loss: 0.0021 - subtract_1_loss: 0.0076\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0093 - add_1_loss: 0.0021 - subtract_1_loss: 0.0072\n",
      "Epoch 28/50\n",
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      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0099 - add_1_loss: 0.0021 - subtract_1_loss: 0.0078\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0095 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0093 - add_1_loss: 0.0021 - subtract_1_loss: 0.0072\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0095 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 35/50\n",
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      "Epoch 36/50\n",
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      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0094 - add_1_loss: 0.0021 - subtract_1_loss: 0.0073\n",
      "Epoch 38/50\n",
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      "Epoch 39/50\n",
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      "Epoch 40/50\n",
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      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0091 - add_1_loss: 0.0021 - subtract_1_loss: 0.0070\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0096 - add_1_loss: 0.0021 - subtract_1_loss: 0.0075\n",
      "Epoch 44/50\n",
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      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0095 - add_1_loss: 0.0021 - subtract_1_loss: 0.0074\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0094 - add_1_loss: 0.0021 - subtract_1_loss: 0.0074\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 140us/step - loss: 0.0093 - add_1_loss: 0.0020 - subtract_1_loss: 0.0073\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 159us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0093 - add_1_loss: 0.0021 - subtract_1_loss: 0.0072\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0094 - add_1_loss: 0.0021 - subtract_1_loss: 0.0073\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0093 - add_1_loss: 0.0021 - subtract_1_loss: 0.0072\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0071\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0092 - add_1_loss: 0.0021 - subtract_1_loss: 0.0072\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0090 - add_1_loss: 0.0021 - subtract_1_loss: 0.0070\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0090 - add_1_loss: 0.0021 - subtract_1_loss: 0.0070\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0090 - add_1_loss: 0.0021 - subtract_1_loss: 0.0070\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0090 - add_1_loss: 0.0021 - subtract_1_loss: 0.0070\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0091 - add_1_loss: 0.0021 - subtract_1_loss: 0.0070\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 10/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 137us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0071\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0091 - add_1_loss: 0.0021 - subtract_1_loss: 0.0070\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0071\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 137us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 140us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0093 - add_1_loss: 0.0020 - subtract_1_loss: 0.0073\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0093 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 148us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0071\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 116us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0095 - add_1_loss: 0.0020 - subtract_1_loss: 0.0075\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0071\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 130us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0093 - add_1_loss: 0.0020 - subtract_1_loss: 0.0073\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0094 - add_1_loss: 0.0020 - subtract_1_loss: 0.0074\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0095 - add_1_loss: 0.0020 - subtract_1_loss: 0.0076\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0073\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 108us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0071\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0087 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0087 - add_1_loss: 0.0020 - subtract_1_loss: 0.0067\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0087 - add_1_loss: 0.0020 - subtract_1_loss: 0.0067\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0094 - add_1_loss: 0.0020 - subtract_1_loss: 0.0075\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0072\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0087 - add_1_loss: 0.0020 - subtract_1_loss: 0.0067\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 150us/step - loss: 0.0087 - add_1_loss: 0.0020 - subtract_1_loss: 0.0067\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 22/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 131us/step - loss: 0.0086 - add_1_loss: 0.0020 - subtract_1_loss: 0.0067\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0086 - add_1_loss: 0.0020 - subtract_1_loss: 0.0067\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0086 - add_1_loss: 0.0020 - subtract_1_loss: 0.0066\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0085 - add_1_loss: 0.0020 - subtract_1_loss: 0.0065\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0091 - add_1_loss: 0.0020 - subtract_1_loss: 0.0071\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0092 - add_1_loss: 0.0020 - subtract_1_loss: 0.0073\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0101 - add_1_loss: 0.0020 - subtract_1_loss: 0.0081\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0093 - add_1_loss: 0.0020 - subtract_1_loss: 0.0073\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0087 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0086 - add_1_loss: 0.0020 - subtract_1_loss: 0.0066\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0087 - add_1_loss: 0.0020 - subtract_1_loss: 0.0067\n",
      "Epoch 34/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0086 - add_1_loss: 0.0020 - subtract_1_loss: 0.0066\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0085 - add_1_loss: 0.0019 - subtract_1_loss: 0.0066\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0085 - add_1_loss: 0.0019 - subtract_1_loss: 0.0065\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0085 - add_1_loss: 0.0019 - subtract_1_loss: 0.0066\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0085 - add_1_loss: 0.0020 - subtract_1_loss: 0.0066\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0068\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0070\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0070\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0086 - add_1_loss: 0.0019 - subtract_1_loss: 0.0066\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0088 - add_1_loss: 0.0020 - subtract_1_loss: 0.0069\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0090 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0091 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 125us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0068\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0085 - add_1_loss: 0.0019 - subtract_1_loss: 0.0066\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 105us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0067\n",
      "Epoch 1/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0084 - add_1_loss: 0.0019 - subtract_1_loss: 0.0064\n",
      "Epoch 2/50\n",
      "313/313 [==============================] - 0s 114us/step - loss: 0.0086 - add_1_loss: 0.0019 - subtract_1_loss: 0.0066\n",
      "Epoch 3/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0084 - add_1_loss: 0.0019 - subtract_1_loss: 0.0065\n",
      "Epoch 4/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0089 - add_1_loss: 0.0020 - subtract_1_loss: 0.0070\n",
      "Epoch 5/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 6/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0068\n",
      "Epoch 7/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0084 - add_1_loss: 0.0019 - subtract_1_loss: 0.0065\n",
      "Epoch 8/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0083 - add_1_loss: 0.0019 - subtract_1_loss: 0.0064\n",
      "Epoch 9/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0084 - add_1_loss: 0.0019 - subtract_1_loss: 0.0065\n",
      "Epoch 10/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0084 - add_1_loss: 0.0019 - subtract_1_loss: 0.0065\n",
      "Epoch 11/50\n",
      "313/313 [==============================] - 0s 129us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0068\n",
      "Epoch 12/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0068\n",
      "Epoch 13/50\n",
      "313/313 [==============================] - 0s 120us/step - loss: 0.0089 - add_1_loss: 0.0019 - subtract_1_loss: 0.0070\n",
      "Epoch 14/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 15/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0067\n",
      "Epoch 16/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0085 - add_1_loss: 0.0019 - subtract_1_loss: 0.0066\n",
      "Epoch 17/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0089 - add_1_loss: 0.0019 - subtract_1_loss: 0.0070\n",
      "Epoch 18/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0091 - add_1_loss: 0.0019 - subtract_1_loss: 0.0072\n",
      "Epoch 19/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 20/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0086 - add_1_loss: 0.0019 - subtract_1_loss: 0.0067\n",
      "Epoch 21/50\n",
      "313/313 [==============================] - 0s 126us/step - loss: 0.0086 - add_1_loss: 0.0019 - subtract_1_loss: 0.0067\n",
      "Epoch 22/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0068\n",
      "Epoch 23/50\n",
      "313/313 [==============================] - 0s 123us/step - loss: 0.0088 - add_1_loss: 0.0019 - subtract_1_loss: 0.0069\n",
      "Epoch 24/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 25/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0088 - add_1_loss: 0.0019 - subtract_1_loss: 0.0069\n",
      "Epoch 26/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 27/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0091 - add_1_loss: 0.0019 - subtract_1_loss: 0.0072\n",
      "Epoch 28/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0068\n",
      "Epoch 29/50\n",
      "313/313 [==============================] - 0s 135us/step - loss: 0.0086 - add_1_loss: 0.0019 - subtract_1_loss: 0.0067\n",
      "Epoch 30/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0086 - add_1_loss: 0.0019 - subtract_1_loss: 0.0067\n",
      "Epoch 31/50\n",
      "313/313 [==============================] - 0s 110us/step - loss: 0.0084 - add_1_loss: 0.0019 - subtract_1_loss: 0.0065\n",
      "Epoch 32/50\n",
      "313/313 [==============================] - ETA: 0s - loss: 0.0038 - add_1_loss: 8.4439e-04 - subtract_1_loss: 0.00 - 0s 124us/step - loss: 0.0083 - add_1_loss: 0.0019 - subtract_1_loss: 0.0064\n",
      "Epoch 33/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0086 - add_1_loss: 0.0019 - subtract_1_loss: 0.0067\n",
      "Epoch 34/50\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 121us/step - loss: 0.0084 - add_1_loss: 0.0019 - subtract_1_loss: 0.0066\n",
      "Epoch 35/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0085 - add_1_loss: 0.0019 - subtract_1_loss: 0.0066\n",
      "Epoch 36/50\n",
      "313/313 [==============================] - 0s 131us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0069\n",
      "Epoch 37/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0086 - add_1_loss: 0.0019 - subtract_1_loss: 0.0068\n",
      "Epoch 38/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0068\n",
      "Epoch 39/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0091 - add_1_loss: 0.0019 - subtract_1_loss: 0.0072\n",
      "Epoch 40/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0088 - add_1_loss: 0.0019 - subtract_1_loss: 0.0069\n",
      "Epoch 41/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0089 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 42/50\n",
      "313/313 [==============================] - 0s 124us/step - loss: 0.0089 - add_1_loss: 0.0019 - subtract_1_loss: 0.0070\n",
      "Epoch 43/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0083 - add_1_loss: 0.0019 - subtract_1_loss: 0.0065\n",
      "Epoch 44/50\n",
      "313/313 [==============================] - 0s 117us/step - loss: 0.0082 - add_1_loss: 0.0019 - subtract_1_loss: 0.0063\n",
      "Epoch 45/50\n",
      "313/313 [==============================] - 0s 134us/step - loss: 0.0087 - add_1_loss: 0.0019 - subtract_1_loss: 0.0069\n",
      "Epoch 46/50\n",
      "313/313 [==============================] - 0s 121us/step - loss: 0.0092 - add_1_loss: 0.0019 - subtract_1_loss: 0.0073\n",
      "Epoch 47/50\n",
      "313/313 [==============================] - 0s 115us/step - loss: 0.0090 - add_1_loss: 0.0019 - subtract_1_loss: 0.0071\n",
      "Epoch 48/50\n",
      "313/313 [==============================] - 0s 127us/step - loss: 0.0085 - add_1_loss: 0.0019 - subtract_1_loss: 0.0067\n",
      "Epoch 49/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0083 - add_1_loss: 0.0019 - subtract_1_loss: 0.0064\n",
      "Epoch 50/50\n",
      "313/313 [==============================] - 0s 118us/step - loss: 0.0083 - add_1_loss: 0.0019 - subtract_1_loss: 0.0065\n"
     ]
    }
   ],
   "source": [
    "n = 40\n",
    "\n",
    "result = {}\n",
    "for i in range(n):\n",
    "    history = model.fit([Rmu, Wordvector], \n",
    "                       [Tmu, Tmu - Rmu],\n",
    "                       epochs=50,\n",
    "                       batch_size=32)\n",
    "\n",
    "    Pred = model.predict([E_Rmu, E_Wordvector])[0]\n",
    "    result[i] = Evaluation.evaluation(train_tuples, test_tuples,\n",
    "                                     Pred, E_Rmu, E_Tmu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "Pred = model.predict([E_Rmu, E_Wordvector])[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "keys = [\"Seen_pairings\",\n",
    "        \"Unseen_Pairings\",\n",
    "        \"Unseen_Reference\",\n",
    "        \"Unseen_Modifier\",\n",
    "        \"Fully_Unseen\",\n",
    "        \"Overall\"\n",
    "        ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "Cosin, Delta = Evaluation.evaluation(train_tuples, test_tuples,\n",
    "                                     Pred, E_Rmu, E_Tmu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9547170118572627\n",
      "0.7754007116635329\n",
      "0.8252337348399319\n",
      "0.6432424225966537\n",
      "0.37373035658175996\n",
      "0.8655858437660771\n"
     ]
    }
   ],
   "source": [
    "# Cosine Similarity\n",
    "for k in keys:\n",
    "    print(Cosin[k])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.010720294688224\n",
      "5.197604176571154\n",
      "7.126440267953134\n",
      "9.457269458024566\n",
      "14.744951283409346\n",
      "5.637867205409682\n"
     ]
    }
   ],
   "source": [
    "# Delta-E Distance\n",
    "for k in keys:\n",
    "    print(Delta[k])"
   ]
  }
 ],
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