yashk2810/U-Net.ipynb Secret

## U-Net.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import importlib\n",
    "import utils2; importlib.reload(utils2)\n",
    "from utils2 import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "path = '../input/camvid-master/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "images_path = path + '701_StillsRaw_full/'\n",
    "labels_path = path + 'LabeledApproved_full/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['../input/camvid-master/701_StillsRaw_full/Seq05VD_f00000.png', '../input/camvid-master/701_StillsRaw_full/0001TP_009000.png', '../input/camvid-master/701_StillsRaw_full/0016E5_07967.png']\n",
      "['../input/camvid-master/LabeledApproved_full/Seq05VD_f00000_L.png', '../input/camvid-master/LabeledApproved_full/0001TP_009000_L.png', '../input/camvid-master/LabeledApproved_full/0016E5_07967_L.png']\n"
     ]
    }
   ],
   "source": [
    "images = glob.glob(images_path + '*.png')\n",
    "print (images[:3])\n",
    "\n",
    "labels = [labels_path + os.path.basename(i)[:-4] + '_L.png' for i in images]\n",
    "print (labels[:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "image_size = (480,360)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def open_image(img):\n",
    "    return np.array(Image.open(img).resize(image_size, Image.NEAREST))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(701, 360, 480, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgs = np.stack([open_image(i) for i in images])\n",
    "imgs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(701, 360, 480, 3)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lbs = np.stack([open_image(l) for l in labels])\n",
    "lbs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "imgs = imgs/255."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.39996644266360742, 0.30179491142290965)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mean = imgs.mean() \n",
    "std = imgs.std()\n",
    "mean, std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "imgs-=imgs.mean()\n",
    "imgs/=imgs.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# save_array('imgs.bc', imgs)\n",
    "# save_array('lbs.bc', labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "class BatchIndices(object):\n",
    "    def __init__(self, n, bs, shuffle=False):\n",
    "        self.n,self.bs,self.shuffle = n,bs,shuffle\n",
    "        self.lock = threading.Lock()\n",
    "        self.reset()\n",
    "\n",
    "    def reset(self):\n",
    "        self.idxs = (np.random.permutation(self.n) \n",
    "                     if self.shuffle else np.arange(0, self.n))\n",
    "        self.curr = 0\n",
    "\n",
    "    def __next__(self):\n",
    "        with self.lock:\n",
    "            if self.curr >= self.n: self.reset()\n",
    "            ni = min(self.bs, self.n-self.curr)\n",
    "            res = self.idxs[self.curr:self.curr+ni]\n",
    "            self.curr += ni\n",
    "            return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([3, 4, 6]),\n",
       " array([1, 7, 8]),\n",
       " array([5, 9, 0]),\n",
       " array([2]),\n",
       " array([9, 1, 8])]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bi = BatchIndices(10,3, True)\n",
    "[next(bi) for o in range(5)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "class segm_generator(object):\n",
    "    def __init__(self, x, y, bs=64, out_sz=(224,224), train=True):\n",
    "        self.x, self.y, self.bs, self.train = x,y,bs,train\n",
    "        self.n, self.ri, self.ci, _ = x.shape\n",
    "        self.idx_gen = BatchIndices(self.n, bs, train)\n",
    "        self.ro, self.co = out_sz\n",
    "        self.ych = self.y.shape[-1] if len(y.shape)==4 else 1\n",
    "\n",
    "    def get_slice(self, i,o):\n",
    "        start = random.randint(0, i-o) if self.train else (i-o)\n",
    "        return slice(start, start+o)\n",
    "\n",
    "    def get_item(self, idx):\n",
    "        slice_r = self.get_slice(self.ri, self.ro)\n",
    "        slice_c = self.get_slice(self.ci, self.co)\n",
    "        x = self.x[idx, slice_r, slice_c]\n",
    "        y = self.y[idx, slice_r, slice_c]\n",
    "        if self.train and (random.random()>0.5): \n",
    "            y = y[:,::-1]\n",
    "            x = x[:,::-1]\n",
    "        return x, y\n",
    "\n",
    "    def __next__(self):\n",
    "        idxs = next(self.idx_gen)\n",
    "        items = (self.get_item(idx) for idx in idxs)\n",
    "        xs,ys = zip(*items)\n",
    "        return np.stack(xs), np.stack(ys).reshape(len(ys), -1, self.ych)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "sg = segm_generator(imgs, lbs, 4, train=False)\n",
    "b_img, b_label = next(sg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
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EYQPPC7BW1NHD/v0Hb3oe/DdjH77YrLX1l/N9lx/nee6AkzAEoNEI3e6f52gtSwwirSkb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\nZoe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eHh7kRm+aAUmSeoSFECUyUqG5SN0TyWawRlSs82RkI+CK6nQ+0bG1l1ZiHEbUqpZA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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1b843b8a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(b_img[0]*0.3+0.4);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def parse_code(l):\n",
    "    if len(l.strip().split(\"\\t\")) == 2:\n",
    "        a, b = l.strip().split(\"\\t\")\n",
    "        return tuple(int(i) for i in a.split(' ')), b\n",
    "    else:\n",
    "        a, b, c = l.strip().split(\"\\t\")\n",
    "        return tuple(int(i) for i in a.split(' ')), c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_codes, label_names = zip(*[parse_code(l) for l in open(path+\"label_colors.txt\")])\n",
    "label_codes, label_names = list(label_codes), list(label_names)\n",
    "label_codes[:5], label_names[:5]\n",
    "\n",
    "len(label_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([(64, 128, 64),\n",
       "  (192, 0, 128),\n",
       "  (0, 128, 192),\n",
       "  (0, 128, 64),\n",
       "  (128, 0, 0),\n",
       "  (64, 0, 128),\n",
       "  (64, 0, 192),\n",
       "  (192, 128, 64),\n",
       "  (192, 192, 128),\n",
       "  (64, 64, 128),\n",
       "  (128, 0, 192),\n",
       "  (192, 0, 64),\n",
       "  (128, 128, 64),\n",
       "  (192, 0, 192),\n",
       "  (128, 64, 64),\n",
       "  (64, 192, 128),\n",
       "  (64, 64, 0),\n",
       "  (128, 64, 128),\n",
       "  (128, 128, 192),\n",
       "  (0, 0, 192),\n",
       "  (192, 128, 128),\n",
       "  (128, 128, 128),\n",
       "  (64, 128, 192),\n",
       "  (0, 0, 64),\n",
       "  (0, 64, 64),\n",
       "  (192, 64, 128),\n",
       "  (128, 128, 0),\n",
       "  (192, 128, 192),\n",
       "  (64, 0, 64),\n",
       "  (192, 192, 0),\n",
       "  (0, 0, 0),\n",
       "  (64, 192, 0)],\n",
       " ['Animal',\n",
       "  'Archway',\n",
       "  'Bicyclist',\n",
       "  'Bridge',\n",
       "  'Building',\n",
       "  'Car',\n",
       "  'CartLuggagePram',\n",
       "  'Child',\n",
       "  'Column_Pole',\n",
       "  'Fence',\n",
       "  'LaneMkgsDriv',\n",
       "  'LaneMkgsNonDriv',\n",
       "  'Misc_Text',\n",
       "  'MotorcycleScooter',\n",
       "  'OtherMoving',\n",
       "  'ParkingBlock',\n",
       "  'Pedestrian',\n",
       "  'Road',\n",
       "  'RoadShoulder',\n",
       "  'Sidewalk',\n",
       "  'SignSymbol',\n",
       "  'Sky',\n",
       "  'SUVPickupTruck',\n",
       "  'TrafficCone',\n",
       "  'TrafficLight',\n",
       "  'Train',\n",
       "  'Tree',\n",
       "  'Truck_Bus',\n",
       "  'Tunnel',\n",
       "  'VegetationMisc',\n",
       "  'Void',\n",
       "  'Wall'])"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_codes, label_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "code2id = {v:k for k,v in enumerate(label_codes)}\n",
    "\n",
    "id2code = {k:v for k,v in enumerate(label_codes)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(0, 0, 0): 30,\n",
       " (0, 0, 64): 23,\n",
       " (0, 0, 192): 19,\n",
       " (0, 64, 64): 24,\n",
       " (0, 128, 64): 3,\n",
       " (0, 128, 192): 2,\n",
       " (64, 0, 64): 28,\n",
       " (64, 0, 128): 5,\n",
       " (64, 0, 192): 6,\n",
       " (64, 64, 0): 16,\n",
       " (64, 64, 128): 9,\n",
       " (64, 128, 64): 0,\n",
       " (64, 128, 192): 22,\n",
       " (64, 192, 0): 31,\n",
       " (64, 192, 128): 15,\n",
       " (128, 0, 0): 4,\n",
       " (128, 0, 192): 10,\n",
       " (128, 64, 64): 14,\n",
       " (128, 64, 128): 17,\n",
       " (128, 128, 0): 26,\n",
       " (128, 128, 64): 12,\n",
       " (128, 128, 128): 21,\n",
       " (128, 128, 192): 18,\n",
       " (192, 0, 64): 11,\n",
       " (192, 0, 128): 1,\n",
       " (192, 0, 192): 13,\n",
       " (192, 64, 128): 25,\n",
       " (192, 128, 64): 7,\n",
       " (192, 128, 128): 20,\n",
       " (192, 128, 192): 27,\n",
       " (192, 192, 0): 29,\n",
       " (192, 192, 128): 8}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "code2id"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "failed_code = len(label_codes)+1\n",
    "failed_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(701, 360, 480, 3)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n,r,c,ch = imgs.shape\n",
    "n, r, c, ch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def conv_one_label(i): \n",
    "    res = np.zeros((r,c), 'uint8')\n",
    "    for j in range(r): \n",
    "        for k in range(c):\n",
    "            try: res[j,k] = code2id[tuple(lbs[i,j,k])]\n",
    "            except: res[j,k] = failed_code\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "from concurrent.futures import ProcessPoolExecutor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def conv_all_labels():\n",
    "    ex = ProcessPoolExecutor(16)\n",
    "    return np.stack(ex.map(conv_one_label, range(n)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "labels_int = conv_all_labels()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "# save_array('labels_int.bc', labels_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "44"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.count_nonzero(labels_int==failed_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    }
   ],
   "source": [
    "l = []\n",
    "for i in range(len(labels_int)):\n",
    "    if np.count_nonzero(labels_int[i]==failed_code) > 0:\n",
    "        l.append(i)\n",
    "\n",
    "print (len(l))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[462]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "700"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_int = np.delete(labels_int, l, axis=0)\n",
    "len(labels_int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(700, 360, 480)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_int.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.count_nonzero(labels_int==failed_code)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "700"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imgs = np.delete(imgs, l, axis=0)\n",
    "len(imgs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def color_label(a): \n",
    "    r,c=a.shape\n",
    "    res = np.zeros((r,c,3), 'uint8')\n",
    "    for j in range(r): \n",
    "        for k in range(c):\n",
    "            var = id2code[a[j,k]]\n",
    "            res[j,k] = var\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1b4aebc208>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WfTMzMQ2kOeT4sft8ipfe6Ka5foLXN65n4fSZlNwSQk3zvsMWcPzpZ/LY/XcD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\nkWJU4azAdNtVS6ELa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EWQUdF6ve7NTE0hsmbS6IOQLOBz5lFNxv1uERSoqNOsfahxQ+j6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\nAgvcgYVTWGCBBe7A/wKFU/qO1uKACAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1b4ae83e10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sg = segm_generator(imgs, lbs, 4, train=True)\n",
    "b_img, b_label = next(sg)\n",
    "plt.imshow(b_img[0]*0.3+0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def dict_color_label(x):\n",
    "    l = [code2id[tuple(i)] for i in x]\n",
    "    l = np.array(l)\n",
    "    return l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1b4af39128>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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D+i5WpiotUyWFFaLqpdO8TigliPL6+uyKKs9mnJiZFAoGgvkL4LeBXwJPEz1d6X/N7BTg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\nKCmISIqSgoikKCmISIqSgoik/D8KrxjhLfoIXAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1b4ae79f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp = dict_color_label(b_label[0])\n",
    "plt.imshow(color_label(np.resize(temp, (224,224))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Creating Test Set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "train_set = imgs[:468]\n",
    "train_labels = labels_int[:468]\n",
    "\n",
    "test_set = imgs[468:]\n",
    "test_labels = labels_int[468:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(468, 232, 468, 232)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_set), len(test_set), len(train_labels), len(test_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1b4e40b5f8>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PBwCrSo5XAQMfdIOlpTVzZq/gdkwCUZeu0qxLbfp07lKpTot2dctm0tHRmYkf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3/1i9x2683Ujp2KRzKxLANBkFBVtSg8LAnHmjK2baOoDmwsIkMRevNZrr7uJoYjCe781T24XS4E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W5TFhCbQoT/2WRMr3vqpkZrn7bVDuUGSGdca3pxDrDKN6RRaBQO8lxd11F3CNlpGLhcr2jr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\ngEGaAIM0AQZpAgwB9lKPGY4enTkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1b4f695a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(train_set[462]*0.3+0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f1b4e3f9710>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ouk8HAtpmIugjIvKY676f6/wuBPBsKs5x57eGiBwSkaMicvQc+D0f3XSrc+ikmAi0OMOQ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1b4aeef908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(color_label(train_labels[462]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(360, 480)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_labels[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "train_generator = segm_generator(train_set, train_labels, 3, train=True)\n",
    "test_generator = segm_generator(test_set, test_labels, 3, train=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "i,la = next(train_generator)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc886292da0>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HTW7pwu2euuamaKaUxF3+h11rS4qK/f4CPQTYLMMmCNt5tv+P1knT9k0bt/Xa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\nM0LtRAdTC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AitDFlRMt3b5zu+4zvpasvxk2MM20WgbdttFSlqQOoQXW2zTR7294LaTizv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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc8862c3cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(i[0]*0.3+0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fc885f1e978>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GxSCix5qn4ZjjexxdzHkvXoS4iW2RPp99mCkK+boPCfBqETkA/A2QiMgWsubDM8AVAKr6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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc8862c0e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# t = dict_color_label(la[0])\n",
    "plt.imshow(color_label(np.resize(la[0], (224,224))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50176, 1)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "la[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def get_unet():\n",
    "    inputs = Input((224, 224, 3))\n",
    "    conv1 = Conv2D(32, 3, 3, activation='relu', border_mode='same')(inputs)\n",
    "    conv1 = Conv2D(32, 3, 3, activation='relu', border_mode='same')(conv1)\n",
    "    pool1 = MaxPooling2D(pool_size=(2, 2))(conv1)\n",
    "\n",
    "    conv2 = Conv2D(64, 3, 3, activation='relu', border_mode='same')(pool1)\n",
    "    conv2 = Conv2D(64, 3, 3, activation='relu', border_mode='same')(conv2)\n",
    "    pool2 = MaxPooling2D(pool_size=(2, 2))(conv2)\n",
    "\n",
    "    conv3 = Conv2D(128, 3, 3, activation='relu', border_mode='same')(pool2)\n",
    "    conv3 = Conv2D(128, 3, 3, activation='relu', border_mode='same')(conv3)\n",
    "    pool3 = MaxPooling2D(pool_size=(2, 2))(conv3)\n",
    "\n",
    "    conv4 = Conv2D(256, 3, 3, activation='relu', border_mode='same')(pool3)\n",
    "    conv4 = Conv2D(256, 3, 3, activation='relu', border_mode='same')(conv4)\n",
    "    pool4 = MaxPooling2D(pool_size=(2, 2))(conv4)\n",
    "\n",
    "    conv5 = Conv2D(512, 3, 3, activation='relu', border_mode='same')(pool4)\n",
    "    conv5 = Conv2D(512, 3, 3, activation='relu', border_mode='same')(conv5)\n",
    "    pool5 = MaxPooling2D(pool_size=(2, 2))(conv5)\n",
    "    \n",
    "    conv6 = Conv2D(1024, 3, 3, activation='relu', border_mode='same')(pool5)\n",
    "    conv6 = Conv2D(1024, 3, 3, activation='relu', border_mode='same')(conv6)\n",
    "\n",
    "    up7 = merge([UpSampling2D(size=(2, 2))(conv6), conv5], mode='concat', concat_axis=3)\n",
    "    conv7 = Conv2D(512, 3, 3, activation='relu', border_mode='same')(up7)\n",
    "    conv7 = Conv2D(512, 3, 3, activation='relu', border_mode='same')(conv7)\n",
    "\n",
    "    up8 = merge([UpSampling2D(size=(2, 2))(conv7), conv4], mode='concat', concat_axis=3)\n",
    "    conv8 = Conv2D(256, 3, 3, activation='relu', border_mode='same')(up8)\n",
    "    conv8 = Conv2D(256, 3, 3, activation='relu', border_mode='same')(conv8)\n",
    "\n",
    "    up9 = merge([UpSampling2D(size=(2, 2))(conv8), conv3], mode='concat', concat_axis=3)\n",
    "    conv9 = Conv2D(128, 3, 3, activation='relu', border_mode='same')(up9)\n",
    "    conv9 = Conv2D(128, 3, 3, activation='relu', border_mode='same')(conv9)\n",
    "\n",
    "    up10 = merge([UpSampling2D(size=(2, 2))(conv9), conv2], mode='concat', concat_axis=3)\n",
    "    conv10 = Conv2D(64, 3, 3, activation='relu', border_mode='same')(up10)\n",
    "    conv10 = Conv2D(64, 3, 3, activation='relu', border_mode='same')(conv10)\n",
    "    \n",
    "    up11 = merge([UpSampling2D(size=(2, 2))(conv10), conv1], mode='concat', concat_axis=3)\n",
    "    conv11 = Conv2D(32, 3, 3, activation='relu', border_mode='same')(up11)\n",
    "    conv11 = Conv2D(32, 3, 3, activation='relu', border_mode='same')(conv11)\n",
    "\n",
    "    conv12 = Conv2D(32, 1, 1)(conv11)\n",
    "    conv12 = Reshape((-1, 32))(conv12)\n",
    "    conv12 = Activation('softmax')(conv12)\n",
    "\n",
    "    model = Model(input=[inputs], output=[conv12])\n",
    "\n",
    "    model.compile(optimizer=Adam(lr=1e-5), loss='sparse_categorical_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "model = get_unet()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "____________________________________________________________________________________________________\n",
      "Layer (type)                     Output Shape          Param #     Connected to                     \n",
      "====================================================================================================\n",
      "input_3 (InputLayer)             (None, 224, 224, 3)   0                                            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_43 (Convolution2D) (None, 224, 224, 32)  896         input_3[0][0]                    \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_44 (Convolution2D) (None, 224, 224, 32)  9248        convolution2d_43[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "maxpooling2d_10 (MaxPooling2D)   (None, 112, 112, 32)  0           convolution2d_44[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_45 (Convolution2D) (None, 112, 112, 64)  18496       maxpooling2d_10[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_46 (Convolution2D) (None, 112, 112, 64)  36928       convolution2d_45[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "maxpooling2d_11 (MaxPooling2D)   (None, 56, 56, 64)    0           convolution2d_46[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_47 (Convolution2D) (None, 56, 56, 128)   73856       maxpooling2d_11[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_48 (Convolution2D) (None, 56, 56, 128)   147584      convolution2d_47[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "maxpooling2d_12 (MaxPooling2D)   (None, 28, 28, 128)   0           convolution2d_48[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_49 (Convolution2D) (None, 28, 28, 256)   295168      maxpooling2d_12[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_50 (Convolution2D) (None, 28, 28, 256)   590080      convolution2d_49[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "maxpooling2d_13 (MaxPooling2D)   (None, 14, 14, 256)   0           convolution2d_50[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_51 (Convolution2D) (None, 14, 14, 512)   1180160     maxpooling2d_13[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_52 (Convolution2D) (None, 14, 14, 512)   2359808     convolution2d_51[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "maxpooling2d_14 (MaxPooling2D)   (None, 7, 7, 512)     0           convolution2d_52[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_53 (Convolution2D) (None, 7, 7, 1024)    4719616     maxpooling2d_14[0][0]            \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_54 (Convolution2D) (None, 7, 7, 1024)    9438208     convolution2d_53[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "upsampling2d_10 (UpSampling2D)   (None, 14, 14, 1024)  0           convolution2d_54[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "merge_10 (Merge)                 (None, 14, 14, 1536)  0           upsampling2d_10[0][0]            \n",
      "                                                                   convolution2d_52[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_55 (Convolution2D) (None, 14, 14, 512)   7078400     merge_10[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_56 (Convolution2D) (None, 14, 14, 512)   2359808     convolution2d_55[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "upsampling2d_11 (UpSampling2D)   (None, 28, 28, 512)   0           convolution2d_56[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "merge_11 (Merge)                 (None, 28, 28, 768)   0           upsampling2d_11[0][0]            \n",
      "                                                                   convolution2d_50[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_57 (Convolution2D) (None, 28, 28, 256)   1769728     merge_11[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_58 (Convolution2D) (None, 28, 28, 256)   590080      convolution2d_57[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "upsampling2d_12 (UpSampling2D)   (None, 56, 56, 256)   0           convolution2d_58[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "merge_12 (Merge)                 (None, 56, 56, 384)   0           upsampling2d_12[0][0]            \n",
      "                                                                   convolution2d_48[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_59 (Convolution2D) (None, 56, 56, 128)   442496      merge_12[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_60 (Convolution2D) (None, 56, 56, 128)   147584      convolution2d_59[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "upsampling2d_13 (UpSampling2D)   (None, 112, 112, 128) 0           convolution2d_60[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "merge_13 (Merge)                 (None, 112, 112, 192) 0           upsampling2d_13[0][0]            \n",
      "                                                                   convolution2d_46[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_61 (Convolution2D) (None, 112, 112, 64)  110656      merge_13[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_62 (Convolution2D) (None, 112, 112, 64)  36928       convolution2d_61[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "upsampling2d_14 (UpSampling2D)   (None, 224, 224, 64)  0           convolution2d_62[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "merge_14 (Merge)                 (None, 224, 224, 96)  0           upsampling2d_14[0][0]            \n",
      "                                                                   convolution2d_44[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_63 (Convolution2D) (None, 224, 224, 32)  27680       merge_14[0][0]                   \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_64 (Convolution2D) (None, 224, 224, 32)  9248        convolution2d_63[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "convolution2d_65 (Convolution2D) (None, 224, 224, 32)  1056        convolution2d_64[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "reshape_2 (Reshape)              (None, 50176, 32)     0           convolution2d_65[0][0]           \n",
      "____________________________________________________________________________________________________\n",
      "activation_3 (Activation)        (None, 50176, 32)     0           reshape_2[0][0]                  \n",
      "====================================================================================================\n",
      "Total params: 31,443,712\n",
      "Trainable params: 31,443,712\n",
      "Non-trainable params: 0\n",
      "____________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "468/468 [==============================] - 58s - loss: 3.0672 - acc: 0.1684 - val_loss: 3.2047 - val_acc: 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      "Epoch 2/2\n",
      "468/468 [==============================] - 57s - loss: 2.3620 - acc: 0.4386 - val_loss: 2.3999 - val_acc: 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     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x7f1af8af8780>"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit_generator(train_generator, len(train_set), 2,\n",
    "                    validation_data=test_generator, nb_val_samples=len(test_set))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "468/468 [==============================] - 57s - loss: 1.9458 - acc: 0.5510 - val_loss: 1.9656 - val_acc: 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      "Epoch 2/20\n",
      "468/468 [==============================] - 57s - loss: 1.8032 - acc: 0.5685 - val_loss: 2.0180 - val_acc: 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      "Epoch 3/20\n",
      "468/468 [==============================] - 57s - loss: 1.7292 - acc: 0.5599 - val_loss: 1.6215 - val_acc: 0.6342\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "Epoch 4/20\n",
      "468/468 [==============================] - 57s - loss: 1.6464 - acc: 0.5794 - val_loss: 1.6867 - val_acc: 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      "Epoch 5/20\n",
      "468/468 [==============================] - 57s - loss: 1.6143 - acc: 0.5718 - val_loss: 1.5489 - val_acc: 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      "Epoch 6/20\n",
      "468/468 [==============================] - 57s - loss: 1.5081 - acc: 0.5954 - val_loss: 1.5950 - val_acc: 0.6122\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "Epoch 7/20\n",
      "468/468 [==============================] - 57s - loss: 1.5174 - acc: 0.5882 - val_loss: 1.6175 - val_acc: 0.6017\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "Epoch 8/20\n",
      "468/468 [==============================] - 57s - loss: 1.4640 - acc: 0.5901 - val_loss: 1.4436 - val_acc: 0.6200\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "Epoch 9/20\n",
      "468/468 [==============================] - 57s - loss: 1.4402 - acc: 0.5930 - val_loss: 1.4417 - val_acc: 0.6197\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "Epoch 10/20\n",
      "468/468 [==============================] - 57s - loss: 1.4036 - acc: 0.6072 - val_loss: 1.4007 - val_acc: 0.6201\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b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      "Epoch 11/20\n",
      "177/468 [==========>...................] - ETA: 31s - loss: 1.3565 - acc: 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     ]
    }
   ],
   "source": [
    "model.fit_generator(train_generator, len(train_set), 20,\n",
    "                    validation_data=test_generator, nb_val_samples=len(test_set))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/2\n",
      "468/468 [==============================] - 57s - loss: 1.1292 - acc: 0.6722 - val_loss: 1.1395 - val_acc: 0.6775\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b