src/02-holidays-siamese-network.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "from __future__ import division, print_function\n",
    "from keras import backend as K\n",
    "from keras.applications import vgg16\n",
    "from keras.layers import Input, merge\n",
    "from keras.layers.convolutional import Conv2D, MaxPooling2D\n",
    "from keras.layers.core import Activation, Dense, Dropout, Flatten, Lambda\n",
    "from keras.models import Sequential, Model\n",
    "from keras.utils import np_utils\n",
    "from sklearn.model_selection import train_test_split\n",
    "from random import shuffle\n",
    "from scipy.misc import imresize\n",
    "import itertools\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "DATA_DIR = \"../data\"\n",
    "IMAGE_DIR = os.path.join(DATA_DIR, \"holiday-photos\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "File naming conventions are as follows:\n",
    "\n",
    "* first 4 numbers of filename prefix refer to the group\n",
    "* next 2 numbers refer to the image in the group.\n",
    "\n",
    "For example: 100000.jpg and 100002.jpg are \"similar\", but 123700.jpg is \"different\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAACcCAYAAAAqLj/PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ac03e1810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def show_img(sid, img_file, img_title):\n",
    "    plt.subplot(sid)\n",
    "    plt.title(img_title)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    img = imresize(plt.imread(img_file), (512, 512))\n",
    "    plt.imshow(img)\n",
    "    \n",
    "show_img(131, os.path.join(IMAGE_DIR, \"115200.jpg\"), \"original\")\n",
    "show_img(132, os.path.join(IMAGE_DIR, \"115201.jpg\"), \"similar\")\n",
    "show_img(133, os.path.join(IMAGE_DIR, \"123700.jpg\"), \"different\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# image triples: 4144\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[('126002.jpg', '123300.jpg', 0),\n",
       " ('108900.jpg', '114700.jpg', 0),\n",
       " ('136704.jpg', '136703.jpg', 1),\n",
       " ('139002.jpg', '139005.jpg', 1),\n",
       " ('129202.jpg', '129200.jpg', 1)]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_random_image(img_groups, group_names, gid):\n",
    "    gname = group_names[gid]\n",
    "    photos = img_groups[gname]\n",
    "    pid = np.random.choice(np.arange(len(photos)), size=1)[0]\n",
    "    pname = photos[pid]\n",
    "    return gname + pname + \".jpg\"\n",
    "    \n",
    "def create_triples(image_dir):\n",
    "    img_groups = {}\n",
    "    for img_file in os.listdir(image_dir):\n",
    "        prefix, suffix = img_file.split(\".\")\n",
    "        gid, pid = prefix[0:4], prefix[4:]\n",
    "        if img_groups.has_key(gid):\n",
    "            img_groups[gid].append(pid)\n",
    "        else:\n",
    "            img_groups[gid] = [pid]\n",
    "    pos_triples, neg_triples = [], []\n",
    "    # positive pairs are any combination of images in same group\n",
    "    for key in img_groups.keys():\n",
    "        triples = [(key + x[0] + \".jpg\", key + x[1] + \".jpg\", 1) \n",
    "                 for x in itertools.combinations(img_groups[key], 2)]\n",
    "        pos_triples.extend(triples)\n",
    "    # need equal number of negative examples\n",
    "    group_names = list(img_groups.keys())\n",
    "    for i in range(len(pos_triples)):\n",
    "        g1, g2 = np.random.choice(np.arange(len(group_names)), size=2, replace=False)\n",
    "        left = get_random_image(img_groups, group_names, g1)\n",
    "        right = get_random_image(img_groups, group_names, g2)\n",
    "        neg_triples.append((left, right, 0))\n",
    "    pos_triples.extend(neg_triples)\n",
    "    shuffle(pos_triples)\n",
    "    return pos_triples\n",
    "\n",
    "triples_data = create_triples(IMAGE_DIR)\n",
    "\n",
    "print(\"# image triples:\", len(triples_data))\n",
    "[x for x in triples_data[0:5]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def load_image(image_name):\n",
    "    if not image_cache.has_key(image_name):\n",
    "        image = plt.imread(os.path.join(IMAGE_DIR, image_name)).astype(np.float32)\n",
    "        image = imresize(image, (224, 224))\n",
    "        image = np.divide(image, 256)\n",
    "        image_cache[image_name] = image\n",
    "    return image_cache[image_name]\n",
    "    \n",
    "def generate_image_triples_batch(image_triples, batch_size, shuffle=False):\n",
    "    while True:\n",
    "        # loop once per epoch\n",
    "        if shuffle:\n",
    "            indices = np.random.permutation(np.arange(len(image_triples)))\n",
    "        else:\n",
    "            indices = np.arange(len(image_triples))\n",
    "        shuffled_triples = [image_triples[ix] for ix in indices]\n",
    "        num_batches = len(shuffled_triples) // batch_size\n",
    "        for bid in range(num_batches):\n",
    "            # loop once per batch\n",
    "            images_left, images_right, labels = [], [], []\n",
    "            batch = shuffled_triples[bid * batch_size : (bid + 1) * batch_size]\n",
    "            for i in range(batch_size):\n",
    "                lhs, rhs, label = batch[i]\n",
    "                images_left.append(load_image(lhs))\n",
    "                images_right.append(load_image(rhs))              \n",
    "                labels.append(label)\n",
    "            Xlhs = np.array(images_left)\n",
    "            Xrhs = np.array(images_right)\n",
    "            Y = np_utils.to_categorical(np.array(labels), num_classes=2)\n",
    "            yield ([Xlhs, Xrhs], Y)\n",
    "\n",
    "            \n",
    "BATCH_SIZE = 64\n",
    "\n",
    "split_point = int(len(triples_data) * 0.7)\n",
    "triples_train, triples_test = triples_data[0:split_point], triples_data[split_point:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "def create_base_network(input_shape):\n",
    "    seq = Sequential()\n",
    "    # CONV => RELU => POOL\n",
    "    seq.add(Conv2D(20, kernel_size=5, padding=\"same\", input_shape=input_shape))\n",
    "    seq.add(Activation(\"relu\"))\n",
    "    seq.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))\n",
    "    # CONV => RELU => POOL\n",
    "    seq.add(Conv2D(50, kernel_size=5, padding=\"same\"))\n",
    "    seq.add(Activation(\"relu\"))\n",
    "    seq.add(MaxPooling2D(pool_size=(2, 2), strides=(2, 2)))\n",
    "    # Flatten => RELU\n",
    "    seq.add(Flatten())\n",
    "    seq.add(Dense(500))\n",
    "    \n",
    "    return seq\n",
    "\n",
    "def cosine_distance(vecs, normalize=False):\n",
    "    x, y = vecs\n",
    "    if normalize:\n",
    "        x = K.l2_normalize(x, axis=0)\n",
    "        y = K.l2_normalize(x, axis=0)\n",
    "    return K.prod(K.stack([x, y], axis=1), axis=1)\n",
    "\n",
    "def cosine_distance_output_shape(shapes):\n",
    "    return shapes[0]\n",
    "\n",
    "def compute_accuracy(preds, labels):\n",
    "    return labels[preds.ravel() < 0.5].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "input_shape = (224, 224, 3)\n",
    "base_network = create_base_network(input_shape)\n",
    "\n",
    "image_left = Input(shape=input_shape)\n",
    "image_right = Input(shape=input_shape)\n",
    "\n",
    "vector_left = base_network(image_left)\n",
    "vector_right = base_network(image_right)\n",
    "\n",
    "distance = Lambda(cosine_distance, \n",
    "                  output_shape=cosine_distance_output_shape)([vector_left, vector_right])\n",
    "\n",
    "# fc1 = Dense(512, kernel_initializer=\"glorot_uniform\")(distance)\n",
    "# fc1 = Dropout(0.2)(fc1)\n",
    "# fc1 = Activation(\"relu\")(fc1)\n",
    "\n",
    "fc1 = Dense(128, kernel_initializer=\"glorot_uniform\")(distance)\n",
    "fc1 = Dropout(0.2)(fc1)\n",
    "fc1 = Activation(\"relu\")(fc1)\n",
    "\n",
    "pred = Dense(2, kernel_initializer=\"glorot_uniform\")(fc1)\n",
    "pred = Activation(\"softmax\")(pred)\n",
    "\n",
    "model = Model(inputs=[image_left, image_right], outputs=pred)\n",
    "# model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "model.compile(loss=\"categorical_crossentropy\", optimizer=\"adam\", metrics=[\"accuracy\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "45/45 [==============================] - 412s - loss: 0.6932 - acc: 0.5049 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 2/10\n",
      "45/45 [==============================] - 34s - loss: 0.6932 - acc: 0.5038 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 3/10\n",
      "45/45 [==============================] - 34s - loss: 0.6931 - acc: 0.5052 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 4/10\n",
      "45/45 [==============================] - 34s - loss: 0.6932 - acc: 0.5035 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 5/10\n",
      "45/45 [==============================] - 34s - loss: 0.6931 - acc: 0.5049 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 6/10\n",
      "45/45 [==============================] - 34s - loss: 0.6931 - acc: 0.5056 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 7/10\n",
      "45/45 [==============================] - 34s - loss: 0.6932 - acc: 0.5042 - val_loss: 0.6934 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 8/10\n",
      "45/45 [==============================] - 34s - loss: 0.6931 - acc: 0.5038 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 9/10\n",
      "45/45 [==============================] - 34s - loss: 0.6932 - acc: 0.5042 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n",
      "Epoch 10/10\n",
      "45/45 [==============================] - 34s - loss: 0.6931 - acc: 0.5049 - val_loss: 0.6933 - val_acc: 0.4918\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\n"
     ]
    }
   ],
   "source": [
    "NUM_EPOCHS = 10\n",
    "\n",
    "image_cache = {}\n",
    "train_gen = generate_image_triples_batch(triples_train, BATCH_SIZE, shuffle=True)\n",
    "val_gen = generate_image_triples_batch(triples_test, BATCH_SIZE, shuffle=False)\n",
    "\n",
    "num_train_steps = len(triples_train) // BATCH_SIZE\n",
    "num_val_steps = len(triples_test) // BATCH_SIZE\n",
    "\n",
    "history = model.fit_generator(train_gen,\n",
    "                              steps_per_epoch=num_train_steps,\n",
    "                              epochs=NUM_EPOCHS,\n",
    "                              validation_data=val_gen,\n",
    "                              validation_steps=num_val_steps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAagAAAEYCAYAAAAJeGK1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f1ad009d410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(211)\n",
    "plt.title(\"Loss\")\n",
    "plt.plot(history.history[\"loss\"], color=\"r\", label=\"train\")\n",
    "plt.plot(history.history[\"val_loss\"], color=\"b\", label=\"validation\")\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "plt.subplot(212)\n",
    "plt.title(\"Accuracy\")\n",
    "plt.plot(history.history[\"acc\"], color=\"r\", label=\"train\")\n",
    "plt.plot(history.history[\"val_acc\"], color=\"b\", label=\"validation\")\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}