ann-churn.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Attach Docker File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# Build an image that can do training and inference in SageMaker\r\n",
      "# This is a Python 2 image that uses the nginx, gunicorn, flask stack\r\n",
      "# for serving inferences in a stable way.\r\n",
      "\r\n",
      "FROM ubuntu:16.04\r\n",
      "\r\n",
      "MAINTAINER Amazon AI <sage-learner@amazon.com>\r\n",
      "\r\n",
      "RUN apt-get -y update && apt-get install -y --no-install-recommends \\\r\n",
      "         wget \\\r\n",
      "         python \\\r\n",
      "         nginx \\\r\n",
      "         ca-certificates \\\r\n",
      "    && rm -rf /var/lib/apt/lists/*\r\n",
      "\r\n",
      "# Install all of the packages\r\n",
      "RUN wget https://bootstrap.pypa.io/get-pip.py && python get-pip.py\r\n",
      "RUN pip install numpy\r\n",
      "RUN pip install scipy\r\n",
      "RUN pip install scikit-learn\r\n",
      "RUN pip install pandas\r\n",
      "RUN pip install flask\r\n",
      "RUN pip install gevent\r\n",
      "RUN pip install gunicorn\r\n",
      "RUN pip install tensorflow\r\n",
      "RUN pip install keras\r\n",
      "RUN (cd /usr/local/lib/python2.7/dist-packages/scipy/.libs; rm *; ln ../../numpy/.libs/* .)\r\n",
      "RUN rm -rf /root/.cache\r\n",
      "\r\n",
      "# Env Variables\r\n",
      "ENV PYTHONUNBUFFERED=TRUE\r\n",
      "ENV PYTHONDONTWRITEBYTECODE=TRUE\r\n",
      "ENV PATH=\"/opt/program:${PATH}\"\r\n",
      "\r\n",
      "# Set up the program in the image\r\n",
      "COPY ann /opt/program\r\n",
      "WORKDIR /opt/program\r\n"
     ]
    }
   ],
   "source": [
    "!cat container/Dockerfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building and registering the container"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Login Succeeded\n",
      "Sending build context to Docker daemon   4.24MB\r",
      "\r\n",
      "Step 1/20 : FROM ubuntu:16.04\n",
      " ---> 0b1edfbffd27\n",
      "Step 2/20 : MAINTAINER Amazon AI <sage-learner@amazon.com>\n",
      " ---> Using cache\n",
      " ---> 405adac98231\n",
      "Step 3/20 : RUN apt-get -y update && apt-get install -y --no-install-recommends          wget          python          nginx          ca-certificates     && rm -rf /var/lib/apt/lists/*\n",
      " ---> Using cache\n",
      " ---> 4746cc5683b9\n",
      "Step 4/20 : RUN wget https://bootstrap.pypa.io/get-pip.py && python get-pip.py\n",
      " ---> Using cache\n",
      " ---> 29cb6fc07171\n",
      "Step 5/20 : RUN pip install numpy\n",
      " ---> Using cache\n",
      " ---> 5e2614189643\n",
      "Step 6/20 : RUN pip install scipy\n",
      " ---> Using cache\n",
      " ---> 880699a8dfa3\n",
      "Step 7/20 : RUN pip install scikit-learn\n",
      " ---> Using cache\n",
      " ---> 380b95e35c67\n",
      "Step 8/20 : RUN pip install pandas\n",
      " ---> Using cache\n",
      " ---> 24d08829b386\n",
      "Step 9/20 : RUN pip install flask\n",
      " ---> Using cache\n",
      " ---> f13d302d3292\n",
      "Step 10/20 : RUN pip install gevent\n",
      " ---> Using cache\n",
      " ---> 1af7e1a6a554\n",
      "Step 11/20 : RUN pip install gunicorn\n",
      " ---> Using cache\n",
      " ---> 6c78b4b3c18c\n",
      "Step 12/20 : RUN pip install tensorflow\n",
      " ---> Using cache\n",
      " ---> f16406f8943e\n",
      "Step 13/20 : RUN pip install keras\n",
      " ---> Using cache\n",
      " ---> 53e61b3832b5\n",
      "Step 14/20 : RUN (cd /usr/local/lib/python2.7/dist-packages/scipy/.libs; rm *; ln ../../numpy/.libs/* .)\n",
      " ---> Using cache\n",
      " ---> 3436c2331b77\n",
      "Step 15/20 : RUN rm -rf /root/.cache\n",
      " ---> Using cache\n",
      " ---> e8469e5a066e\n",
      "Step 16/20 : ENV PYTHONUNBUFFERED=TRUE\n",
      " ---> Using cache\n",
      " ---> a576c043da46\n",
      "Step 17/20 : ENV PYTHONDONTWRITEBYTECODE=TRUE\n",
      " ---> Using cache\n",
      " ---> 0db08af35a6e\n",
      "Step 18/20 : ENV PATH=\"/opt/program:${PATH}\"\n",
      " ---> Using cache\n",
      " ---> 22a60a8970fe\n",
      "Step 19/20 : COPY ann /opt/program\n",
      " ---> 732308a5935e\n",
      "Step 20/20 : WORKDIR /opt/program\n",
      "Removing intermediate container 9d5c80e8858e\n",
      " ---> cc1d00158dc8\n",
      "Successfully built cc1d00158dc8\n",
      "Successfully tagged ann-churn:latest\n",
      "The push refers to repository [914374131125.dkr.ecr.us-west-2.amazonaws.com/ann-churn]\n",
      "12298e8d9383: Preparing\n",
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      "f4d25cf854bd: Waiting\n",
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      "82718dbf791d: Waiting\n",
      "c8aa3ff3c3d3: Waiting\n",
      "c142cdf57395: Layer already exists\n",
      "3cbd643f8cc0: Layer already exists\n",
      "f8548f6cdf50: Layer already exists\n",
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      "3a0404adc8bd: Layer already exists\n",
      "cd7b4cc1c2dd: Layer already exists\n",
      "c8aa3ff3c3d3: Layer already exists\n",
      "82718dbf791d: Layer already exists\n",
      "12298e8d9383: Pushed\n",
      "latest: digest: sha256:4cde8b67e089aa49e894f41c568b6557a6cec95a841c9693177e1e196d27b414 size: 4311\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING! Using --password via the CLI is insecure. Use --password-stdin.\n"
     ]
    }
   ],
   "source": [
    "%%sh\n",
    "\n",
    "# The name of our algorithm\n",
    "algorithm_name=ann-churn\n",
    "\n",
    "cd container\n",
    "\n",
    "chmod +x ann/train\n",
    "chmod +x ann/serve\n",
    "\n",
    "account=$(aws sts get-caller-identity --query Account --output text)\n",
    "\n",
    "# Get the region defined in the current configuration (default to us-west-2 if none defined)\n",
    "region=$(aws configure get region)\n",
    "region=${region:-us-west-2}\n",
    "\n",
    "fullname=\"${account}.dkr.ecr.${region}.amazonaws.com/${algorithm_name}:latest\"\n",
    "\n",
    "# If the repository doesn't exist in ECR, create it.\n",
    "\n",
    "aws ecr describe-repositories --repository-names \"${algorithm_name}\" > /dev/null 2>&1\n",
    "\n",
    "if [ $? -ne 0 ]\n",
    "then\n",
    "    aws ecr create-repository --repository-name \"${algorithm_name}\" > /dev/null\n",
    "fi\n",
    "\n",
    "# Get the login command from ECR and execute it directly\n",
    "$(aws ecr get-login --region ${region} --no-include-email)\n",
    "\n",
    "# Build the docker image locally with the image name and then push it to ECR\n",
    "# with the full name.\n",
    "\n",
    "docker build  -t ${algorithm_name} .\n",
    "docker tag ${algorithm_name} ${fullname}\n",
    "\n",
    "docker push ${fullname}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# S3 prefix\n",
    "prefix = 'ann-churn'\n",
    "\n",
    "# Define IAM role\n",
    "import boto3\n",
    "import re\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sagemaker import get_execution_role\n",
    "\n",
    "role = get_execution_role()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sagemaker as sage\n",
    "from time import gmtime, strftime\n",
    "\n",
    "sess = sage.Session()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Upload the data for training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "WORK_DIRECTORY = 'data'\n",
    "\n",
    "data_location = sess.upload_data(WORK_DIRECTORY, key_prefix=prefix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create an estimator and fit the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sagemaker:Creating training-job with name: ann-churn-2018-05-27-18-29-21-010\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".............\n",
      "\u001b[31m/usr/local/lib/python2.7/dist-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  from ._conv import register_converters as _register_converters\u001b[0m\n",
      "\u001b[31mUsing TensorFlow backend.\u001b[0m\n",
      "\u001b[31mStarting the training.\u001b[0m\n",
      "\u001b[31m/usr/local/lib/python2.7/dist-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
      "   25/50833 [..............................] - ETA: 8:42 - loss: 0.6932 - acc: 0.4400\n",
      "  925/50833 [..............................] - ETA: 16s - loss: 0.6931 - acc: 0.4876 \n",
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      "\u001b[31m 3650/50833 [=>............................] - ETA: 5s - loss: 0.6627 - acc: 0.7512\n",
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      "\u001b[31m47450/50833 [===========================>..] - ETA: 0s - loss: 0.1882 - acc: 0.9503\u001b[0m\n",
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      "\u001b[31m50833/50833 [==============================] - 3s 59us/step - loss: 0.1819 - acc: 0.9521\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50833 [..............................] - ETA: 7:22 - loss: 0.6931 - acc: 0.5600\n",
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      "\u001b[31m15650/50833 [========>.....................] - ETA: 2s - loss: 0.3209 - acc: 0.9225\u001b[0m\n",
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      "\u001b[31m17500/50833 [=========>....................] - ETA: 2s - loss: 0.3015 - acc: 0.9278\u001b[0m\n",
      "\u001b[31m18425/50833 [=========>....................] - ETA: 2s - loss: 0.2930 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m19350/50833 [==========>...................] - ETA: 2s - loss: 0.2860 - acc: 0.9325\u001b[0m\n",
      "\u001b[31m20275/50833 [==========>...................] - ETA: 2s - loss: 0.2804 - acc: 0.9336\u001b[0m\n",
      "\u001b[31m21200/50833 [===========>..................] - ETA: 1s - loss: 0.2734 - acc: 0.9350\u001b[0m\n",
      "\u001b[31m22125/50833 [============>.................] - ETA: 1s - loss: 0.2680 - acc: 0.9363\u001b[0m\n",
      "\u001b[31m23050/50833 [============>.................] - ETA: 1s - loss: 0.2629 - acc: 0.9374\u001b[0m\n",
      "\u001b[31m23975/50833 [=============>................] - ETA: 1s - loss: 0.2569 - acc: 0.9389\u001b[0m\n",
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      "\u001b[31m25825/50833 [==============>...............] - ETA: 1s - loss: 0.2454 - acc: 0.9421\u001b[0m\n",
      "\u001b[31m26750/50833 [==============>...............] - ETA: 1s - loss: 0.2406 - acc: 0.9436\u001b[0m\n",
      "\u001b[31m27675/50833 [===============>..............] - ETA: 1s - loss: 0.2360 - acc: 0.9447\u001b[0m\n",
      "\u001b[31m28575/50833 [===============>..............] - ETA: 1s - loss: 0.2322 - acc: 0.9456\u001b[0m\n",
      "\u001b[31m29500/50833 [================>.............] - ETA: 1s - loss: 0.2281 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m30450/50833 [================>.............] - ETA: 1s - loss: 0.2253 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m31375/50833 [=================>............] - ETA: 1s - loss: 0.2218 - acc: 0.9483\u001b[0m\n",
      "\u001b[31m32300/50833 [==================>...........] - ETA: 1s - loss: 0.2183 - acc: 0.9491\u001b[0m\n",
      "\u001b[31m33225/50833 [==================>...........] - ETA: 1s - loss: 0.2142 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m34150/50833 [===================>..........] - ETA: 1s - loss: 0.2109 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m35100/50833 [===================>..........] - ETA: 0s - loss: 0.2075 - acc: 0.9515\u001b[0m\n",
      "\u001b[31m36025/50833 [====================>.........] - ETA: 0s - loss: 0.2052 - acc: 0.9522\u001b[0m\n",
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      "\u001b[31m37875/50833 [=====================>........] - ETA: 0s - loss: 0.1991 - acc: 0.9535\u001b[0m\n",
      "\u001b[31m38800/50833 [=====================>........] - ETA: 0s - loss: 0.1959 - acc: 0.9543\u001b[0m\n",
      "\u001b[31m39725/50833 [======================>.......] - ETA: 0s - loss: 0.1927 - acc: 0.9551\u001b[0m\n",
      "\u001b[31m40650/50833 [======================>.......] - ETA: 0s - loss: 0.1914 - acc: 0.9555\u001b[0m\n",
      "\u001b[31m41575/50833 [=======================>......] - ETA: 0s - loss: 0.1893 - acc: 0.9560\u001b[0m\n",
      "\u001b[31m42500/50833 [========================>.....] - ETA: 0s - loss: 0.1878 - acc: 0.9564\u001b[0m\n",
      "\u001b[31m43425/50833 [========================>.....] - ETA: 0s - loss: 0.1859 - acc: 0.9568\u001b[0m\n",
      "\u001b[31m44350/50833 [=========================>....] - ETA: 0s - loss: 0.1841 - acc: 0.9572\u001b[0m\n",
      "\u001b[31m45275/50833 [=========================>....] - ETA: 0s - loss: 0.1822 - acc: 0.9577\u001b[0m\n",
      "\u001b[31m46200/50833 [==========================>...] - ETA: 0s - loss: 0.1804 - acc: 0.9581\u001b[0m\n",
      "\u001b[31m47150/50833 [==========================>...] - ETA: 0s - loss: 0.1788 - acc: 0.9586\u001b[0m\n",
      "\u001b[31m48075/50833 [===========================>..] - ETA: 0s - loss: 0.1769 - acc: 0.9590\u001b[0m\n",
      "\u001b[31m49000/50833 [===========================>..] - ETA: 0s - loss: 0.1750 - acc: 0.9594\u001b[0m\n",
      "\u001b[31m49925/50833 [============================>.] - ETA: 0s - loss: 0.1734 - acc: 0.9599\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 3s 59us/step - loss: 0.1722 - acc: 0.9602\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\n",
      "\n",
      "   25/50834 [..............................] - ETA: 7:56 - loss: 0.6931 - acc: 0.7200\n",
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      " 1875/50834 [>.............................] - ETA: 8s - loss: 0.6883 - acc: 0.7147 \n",
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      "\u001b[31m 6525/50834 [==>...........................] - ETA: 4s - loss: 0.5356 - acc: 0.8469\n",
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      "\u001b[31m11100/50834 [=====>........................] - ETA: 3s - loss: 0.4115 - acc: 0.8886\u001b[0m\n",
      "\u001b[31m12025/50834 [======>.......................] - ETA: 2s - loss: 0.3945 - acc: 0.8932\u001b[0m\n",
      "\u001b[31m12850/50834 [======>.......................] - ETA: 2s - loss: 0.3773 - acc: 0.8984\u001b[0m\n",
      "\u001b[31m13750/50834 [=======>......................] - ETA: 2s - loss: 0.3638 - acc: 0.9023\u001b[0m\n",
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      "\u001b[31m15600/50834 [========>.....................] - ETA: 2s - loss: 0.3427 - acc: 0.9093\u001b[0m\n",
      "\u001b[31m16525/50834 [========>.....................] - ETA: 2s - loss: 0.3342 - acc: 0.9126\u001b[0m\n",
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      "\u001b[31m19300/50834 [==========>...................] - ETA: 2s - loss: 0.3099 - acc: 0.9203\u001b[0m\n",
      "\u001b[31m20225/50834 [==========>...................] - ETA: 2s - loss: 0.3005 - acc: 0.9225\u001b[0m\n",
      "\u001b[31m21125/50834 [===========>..................] - ETA: 1s - loss: 0.2960 - acc: 0.9244\u001b[0m\n",
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      "\u001b[31m25725/50834 [==============>...............] - ETA: 1s - loss: 0.2693 - acc: 0.9318\u001b[0m\n",
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      "\u001b[31m28500/50834 [===============>..............] - ETA: 1s - loss: 0.2585 - acc: 0.9355\u001b[0m\n",
      "\u001b[31m29425/50834 [================>.............] - ETA: 1s - loss: 0.2549 - acc: 0.9368\u001b[0m\n",
      "\u001b[31m30350/50834 [================>.............] - ETA: 1s - loss: 0.2542 - acc: 0.9374\u001b[0m\n",
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      "\u001b[31m32175/50834 [=================>............] - ETA: 1s - loss: 0.2474 - acc: 0.9396\u001b[0m\n",
      "\u001b[31m33100/50834 [==================>...........] - ETA: 1s - loss: 0.2437 - acc: 0.9405\u001b[0m\n",
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      "\u001b[31m44300/50834 [=========================>....] - ETA: 0s - loss: 0.2138 - acc: 0.9485\u001b[0m\n",
      "\u001b[31m45225/50834 [=========================>....] - ETA: 0s - loss: 0.2128 - acc: 0.9489\u001b[0m\n",
      "\u001b[31m46175/50834 [==========================>...] - ETA: 0s - loss: 0.2109 - acc: 0.9495\u001b[0m\n",
      "\u001b[31m47100/50834 [==========================>...] - ETA: 0s - loss: 0.2094 - acc: 0.9501\u001b[0m\n",
      "\u001b[31m48025/50834 [===========================>..] - ETA: 0s - loss: 0.2071 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m48950/50834 [===========================>..] - ETA: 0s - loss: 0.2047 - acc: 0.9512\u001b[0m\n",
      "\u001b[31m49900/50834 [============================>.] - ETA: 0s - loss: 0.2030 - acc: 0.9517\u001b[0m\n",
      "\u001b[31m50825/50834 [============================>.] - ETA: 0s - loss: 0.2019 - acc: 0.9522\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 59us/step - loss: 0.2018 - acc: 0.9523\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 8:43 - loss: 0.6931 - acc: 0.6000\n",
      "  950/50834 [..............................] - ETA: 16s - loss: 0.6924 - acc: 0.7305 \n",
      " 1875/50834 [>.............................] - ETA: 9s - loss: 0.6879 - acc: 0.8000 \n",
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      "\u001b[31m11150/50834 [=====>........................] - ETA: 3s - loss: 0.3724 - acc: 0.9183\u001b[0m\n",
      "\u001b[31m12075/50834 [======>.......................] - ETA: 2s - loss: 0.3600 - acc: 0.9212\u001b[0m\n",
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      "\u001b[31m15700/50834 [========>.....................] - ETA: 2s - loss: 0.3186 - acc: 0.9294\u001b[0m\n",
      "\u001b[31m16625/50834 [========>.....................] - ETA: 2s - loss: 0.3105 - acc: 0.9314\u001b[0m\n",
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      "\u001b[31m19375/50834 [==========>...................] - ETA: 2s - loss: 0.2912 - acc: 0.9364\u001b[0m\n",
      "\u001b[31m20300/50834 [==========>...................] - ETA: 2s - loss: 0.2837 - acc: 0.9381\u001b[0m\n",
      "\u001b[31m21225/50834 [===========>..................] - ETA: 1s - loss: 0.2754 - acc: 0.9401\u001b[0m\n",
      "\u001b[31m22050/50834 [============>.................] - ETA: 1s - loss: 0.2684 - acc: 0.9413\u001b[0m\n",
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      "\u001b[31m25725/50834 [==============>...............] - ETA: 1s - loss: 0.2456 - acc: 0.9461\u001b[0m\n",
      "\u001b[31m26650/50834 [==============>...............] - ETA: 1s - loss: 0.2430 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m27575/50834 [===============>..............] - ETA: 1s - loss: 0.2387 - acc: 0.9479\u001b[0m\n",
      "\u001b[31m28500/50834 [===============>..............] - ETA: 1s - loss: 0.2353 - acc: 0.9488\u001b[0m\n",
      "\u001b[31m29425/50834 [================>.............] - ETA: 1s - loss: 0.2306 - acc: 0.9500\u001b[0m\n",
      "\u001b[31m30350/50834 [================>.............] - ETA: 1s - loss: 0.2263 - acc: 0.9511\u001b[0m\n",
      "\u001b[31m31275/50834 [=================>............] - ETA: 1s - loss: 0.2233 - acc: 0.9515\u001b[0m\n",
      "\u001b[31m32200/50834 [==================>...........] - ETA: 1s - loss: 0.2212 - acc: 0.9519\u001b[0m\n",
      "\u001b[31m33125/50834 [==================>...........] - ETA: 1s - loss: 0.2184 - acc: 0.9526\u001b[0m\n",
      "\u001b[31m34000/50834 [===================>..........] - ETA: 1s - loss: 0.2169 - acc: 0.9530\u001b[0m\n",
      "\u001b[31m34925/50834 [===================>..........] - ETA: 0s - loss: 0.2151 - acc: 0.9535\u001b[0m\n",
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      "\u001b[31m36775/50834 [====================>.........] - ETA: 0s - loss: 0.2117 - acc: 0.9545\u001b[0m\n",
      "\u001b[31m37700/50834 [=====================>........] - ETA: 0s - loss: 0.2095 - acc: 0.9550\u001b[0m\n",
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      "\u001b[31m40475/50834 [======================>.......] - ETA: 0s - loss: 0.2042 - acc: 0.9566\u001b[0m\n",
      "\u001b[31m41400/50834 [=======================>......] - ETA: 0s - loss: 0.2023 - acc: 0.9570\u001b[0m\n",
      "\u001b[31m42325/50834 [=======================>......] - ETA: 0s - loss: 0.2001 - acc: 0.9575\u001b[0m\n",
      "\u001b[31m43250/50834 [========================>.....] - ETA: 0s - loss: 0.1976 - acc: 0.9581\u001b[0m\n",
      "\u001b[31m44175/50834 [=========================>....] - ETA: 0s - loss: 0.1964 - acc: 0.9583\u001b[0m\n",
      "\u001b[31m45100/50834 [=========================>....] - ETA: 0s - loss: 0.1948 - acc: 0.9587\u001b[0m\n",
      "\u001b[31m46025/50834 [==========================>...] - ETA: 0s - loss: 0.1936 - acc: 0.9591\u001b[0m\n",
      "\u001b[31m46950/50834 [==========================>...] - ETA: 0s - loss: 0.1924 - acc: 0.9593\u001b[0m\n",
      "\u001b[31m47875/50834 [===========================>..] - ETA: 0s - loss: 0.1902 - acc: 0.9596\u001b[0m\n",
      "\u001b[31m48800/50834 [===========================>..] - ETA: 0s - loss: 0.1884 - acc: 0.9601\u001b[0m\n",
      "\u001b[31m49700/50834 [============================>.] - ETA: 0s - loss: 0.1869 - acc: 0.9604\u001b[0m\n",
      "\u001b[31m50625/50834 [============================>.] - ETA: 0s - loss: 0.1859 - acc: 0.9606\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 60us/step - loss: 0.1857 - acc: 0.9607\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
      "   25/50834 [..............................] - ETA: 9:24 - loss: 0.6932 - acc: 0.4000\n",
      "  950/50834 [..............................] - ETA: 17s - loss: 0.6928 - acc: 0.4989 \n",
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      " 2750/50834 [>.............................] - ETA: 7s - loss: 0.6804 - acc: 0.6731 \n",
      " 3675/50834 [=>............................] - ETA: 6s - loss: 0.6567 - acc: 0.7298\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m 4550/50834 [=>............................] - ETA: 5s - loss: 0.6228 - acc: 0.7695\n",
      " 5475/50834 [==>...........................] - ETA: 4s - loss: 0.5818 - acc: 0.7971\n",
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      "\u001b[31m10075/50834 [====>.........................] - ETA: 3s - loss: 0.4260 - acc: 0.8674\u001b[0m\n",
      "\u001b[31m11000/50834 [=====>........................] - ETA: 3s - loss: 0.4041 - acc: 0.8761\u001b[0m\n",
      "\u001b[31m11925/50834 [======>.......................] - ETA: 3s - loss: 0.3857 - acc: 0.8830\u001b[0m\n",
      "\u001b[31m12850/50834 [======>.......................] - ETA: 2s - loss: 0.3715 - acc: 0.8890\u001b[0m\n",
      "\u001b[31m13775/50834 [=======>......................] - ETA: 2s - loss: 0.3589 - acc: 0.8942\u001b[0m\n",
      "\u001b[31m14700/50834 [=======>......................] - ETA: 2s - loss: 0.3453 - acc: 0.8990\u001b[0m\n",
      "\u001b[31m15625/50834 [========>.....................] - ETA: 2s - loss: 0.3369 - acc: 0.9030\u001b[0m\n",
      "\u001b[31m16550/50834 [========>.....................] - ETA: 2s - loss: 0.3270 - acc: 0.9071\u001b[0m\n",
      "\u001b[31m17475/50834 [=========>....................] - ETA: 2s - loss: 0.3188 - acc: 0.9103\u001b[0m\n",
      "\u001b[31m18400/50834 [=========>....................] - ETA: 2s - loss: 0.3098 - acc: 0.9133\u001b[0m\n",
      "\u001b[31m19325/50834 [==========>...................] - ETA: 2s - loss: 0.3019 - acc: 0.9161\u001b[0m\n",
      "\u001b[31m20250/50834 [==========>...................] - ETA: 2s - loss: 0.2954 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m21175/50834 [===========>..................] - ETA: 2s - loss: 0.2869 - acc: 0.9213\u001b[0m\n",
      "\u001b[31m22100/50834 [============>.................] - ETA: 1s - loss: 0.2798 - acc: 0.9235\u001b[0m\n",
      "\u001b[31m23000/50834 [============>.................] - ETA: 1s - loss: 0.2753 - acc: 0.9255\u001b[0m\n",
      "\u001b[31m23925/50834 [=============>................] - ETA: 1s - loss: 0.2692 - acc: 0.9274\u001b[0m\n",
      "\u001b[31m24850/50834 [=============>................] - ETA: 1s - loss: 0.2635 - acc: 0.9289\u001b[0m\n",
      "\u001b[31m25775/50834 [==============>...............] - ETA: 1s - loss: 0.2584 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m26700/50834 [==============>...............] - ETA: 1s - loss: 0.2552 - acc: 0.9317\u001b[0m\n",
      "\u001b[31m27625/50834 [===============>..............] - ETA: 1s - loss: 0.2510 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m28550/50834 [===============>..............] - ETA: 1s - loss: 0.2472 - acc: 0.9341\u001b[0m\n",
      "\u001b[31m29450/50834 [================>.............] - ETA: 1s - loss: 0.2439 - acc: 0.9351\u001b[0m\n",
      "\u001b[31m30350/50834 [================>.............] - ETA: 1s - loss: 0.2411 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m31275/50834 [=================>............] - ETA: 1s - loss: 0.2388 - acc: 0.9369\u001b[0m\n",
      "\u001b[31m32200/50834 [==================>...........] - ETA: 1s - loss: 0.2379 - acc: 0.9378\u001b[0m\n",
      "\u001b[31m33125/50834 [==================>...........] - ETA: 1s - loss: 0.2344 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m34050/50834 [===================>..........] - ETA: 1s - loss: 0.2310 - acc: 0.9398\u001b[0m\n",
      "\u001b[31m34975/50834 [===================>..........] - ETA: 1s - loss: 0.2279 - acc: 0.9407\u001b[0m\n",
      "\u001b[31m35900/50834 [====================>.........] - ETA: 0s - loss: 0.2259 - acc: 0.9413\u001b[0m\n",
      "\u001b[31m36825/50834 [====================>.........] - ETA: 0s - loss: 0.2231 - acc: 0.9420\u001b[0m\n",
      "\u001b[31m37750/50834 [=====================>........] - ETA: 0s - loss: 0.2204 - acc: 0.9426\u001b[0m\n",
      "\u001b[31m38650/50834 [=====================>........] - ETA: 0s - loss: 0.2191 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m39575/50834 [======================>.......] - ETA: 0s - loss: 0.2175 - acc: 0.9439\u001b[0m\n",
      "\u001b[31m40500/50834 [======================>.......] - ETA: 0s - loss: 0.2150 - acc: 0.9448\u001b[0m\n",
      "\u001b[31m41400/50834 [=======================>......] - ETA: 0s - loss: 0.2136 - acc: 0.9454\u001b[0m\n",
      "\u001b[31m42325/50834 [=======================>......] - ETA: 0s - loss: 0.2111 - acc: 0.9461\u001b[0m\n",
      "\u001b[31m43250/50834 [========================>.....] - ETA: 0s - loss: 0.2085 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m44175/50834 [=========================>....] - ETA: 0s - loss: 0.2062 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m45100/50834 [=========================>....] - ETA: 0s - loss: 0.2040 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m46025/50834 [==========================>...] - ETA: 0s - loss: 0.2023 - acc: 0.9486\u001b[0m\n",
      "\u001b[31m46950/50834 [==========================>...] - ETA: 0s - loss: 0.2005 - acc: 0.9491\u001b[0m\n",
      "\u001b[31m47875/50834 [===========================>..] - ETA: 0s - loss: 0.1982 - acc: 0.9496\u001b[0m\n",
      "\u001b[31m48800/50834 [===========================>..] - ETA: 0s - loss: 0.1977 - acc: 0.9501\u001b[0m\n",
      "\u001b[31m49700/50834 [============================>.] - ETA: 0s - loss: 0.1957 - acc: 0.9505\u001b[0m\n",
      "\u001b[31m50625/50834 [============================>.] - ETA: 0s - loss: 0.1938 - acc: 0.9510\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 61us/step - loss: 0.1933 - acc: 0.9511\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
      "   25/50834 [..............................] - ETA: 10:23 - loss: 0.6932 - acc: 0.4800\n",
      "  950/50834 [..............................] - ETA: 18s - loss: 0.6928 - acc: 0.5179  \n",
      " 1875/50834 [>.............................] - ETA: 10s - loss: 0.6908 - acc: 0.5749\n",
      " 2800/50834 [>.............................] - ETA: 7s - loss: 0.6844 - acc: 0.6743 \n",
      " 3725/50834 [=>............................] - ETA: 6s - loss: 0.6709 - acc: 0.7238\n",
      " 4650/50834 [=>............................] - ETA: 5s - loss: 0.6504 - acc: 0.7544\n",
      " 5575/50834 [==>...........................] - ETA: 4s - loss: 0.6245 - acc: 0.7788\n",
      " 6500/50834 [==>...........................] - ETA: 4s - loss: 0.5962 - acc: 0.7983\n",
      " 7425/50834 [===>..........................] - ETA: 4s - loss: 0.5674 - acc: 0.8124\n",
      " 8350/50834 [===>..........................] - ETA: 3s - loss: 0.5372 - acc: 0.8260\n",
      " 9275/50834 [====>.........................] - ETA: 3s - loss: 0.5116 - acc: 0.8365\u001b[0m\n",
      "\u001b[31m10175/50834 [=====>........................] - ETA: 3s - loss: 0.4868 - acc: 0.8444\u001b[0m\n",
      "\u001b[31m11050/50834 [=====>........................] - ETA: 3s - loss: 0.4674 - acc: 0.8519\u001b[0m\n",
      "\u001b[31m11950/50834 [======>.......................] - ETA: 3s - loss: 0.4487 - acc: 0.8582\u001b[0m\n",
      "\u001b[31m12875/50834 [======>.......................] - ETA: 3s - loss: 0.4306 - acc: 0.8649\u001b[0m\n",
      "\u001b[31m13775/50834 [=======>......................] - ETA: 2s - loss: 0.4145 - acc: 0.8703\u001b[0m\n",
      "\u001b[31m14700/50834 [=======>......................] - ETA: 2s - loss: 0.3991 - acc: 0.8761\u001b[0m\n",
      "\u001b[31m15625/50834 [========>.....................] - ETA: 2s - loss: 0.3862 - acc: 0.8809\u001b[0m\n",
      "\u001b[31m16550/50834 [========>.....................] - ETA: 2s - loss: 0.3743 - acc: 0.8851\u001b[0m\n",
      "\u001b[31m17475/50834 [=========>....................] - ETA: 2s - loss: 0.3688 - acc: 0.8883\u001b[0m\n",
      "\u001b[31m18400/50834 [=========>....................] - ETA: 2s - loss: 0.3578 - acc: 0.8912\u001b[0m\n",
      "\u001b[31m19300/50834 [==========>...................] - ETA: 2s - loss: 0.3467 - acc: 0.8946\u001b[0m\n",
      "\u001b[31m20225/50834 [==========>...................] - ETA: 2s - loss: 0.3392 - acc: 0.8972\u001b[0m\n",
      "\u001b[31m21150/50834 [===========>..................] - ETA: 2s - loss: 0.3294 - acc: 0.9002\u001b[0m\n",
      "\u001b[31m22075/50834 [============>.................] - ETA: 1s - loss: 0.3234 - acc: 0.9029\u001b[0m\n",
      "\u001b[31m23000/50834 [============>.................] - ETA: 1s - loss: 0.3190 - acc: 0.9050\u001b[0m\n",
      "\u001b[31m23900/50834 [=============>................] - ETA: 1s - loss: 0.3132 - acc: 0.9074\u001b[0m\n",
      "\u001b[31m24825/50834 [=============>................] - ETA: 1s - loss: 0.3053 - acc: 0.9095\u001b[0m\n",
      "\u001b[31m25750/50834 [==============>...............] - ETA: 1s - loss: 0.2999 - acc: 0.9118\u001b[0m\n",
      "\u001b[31m26675/50834 [==============>...............] - ETA: 1s - loss: 0.2933 - acc: 0.9134\u001b[0m\n",
      "\u001b[31m27600/50834 [===============>..............] - ETA: 1s - loss: 0.2873 - acc: 0.9153\u001b[0m\n",
      "\u001b[31m28500/50834 [===============>..............] - ETA: 1s - loss: 0.2820 - acc: 0.9170\u001b[0m\n",
      "\u001b[31m29400/50834 [================>.............] - ETA: 1s - loss: 0.2772 - acc: 0.9187\u001b[0m\n",
      "\u001b[31m30250/50834 [================>.............] - ETA: 1s - loss: 0.2774 - acc: 0.9197\u001b[0m\n",
      "\u001b[31m31150/50834 [=================>............] - ETA: 1s - loss: 0.2741 - acc: 0.9211\u001b[0m\n",
      "\u001b[31m32075/50834 [=================>............] - ETA: 1s - loss: 0.2714 - acc: 0.9222\u001b[0m\n",
      "\u001b[31m33000/50834 [==================>...........] - ETA: 1s - loss: 0.2678 - acc: 0.9238\u001b[0m\n",
      "\u001b[31m33925/50834 [===================>..........] - ETA: 1s - loss: 0.2663 - acc: 0.9250\u001b[0m\n",
      "\u001b[31m34850/50834 [===================>..........] - ETA: 1s - loss: 0.2635 - acc: 0.9263\u001b[0m\n",
      "\u001b[31m35750/50834 [====================>.........] - ETA: 0s - loss: 0.2608 - acc: 0.9273\u001b[0m\n",
      "\u001b[31m36650/50834 [====================>.........] - ETA: 0s - loss: 0.2576 - acc: 0.9285\u001b[0m\n",
      "\u001b[31m37525/50834 [=====================>........] - ETA: 0s - loss: 0.2549 - acc: 0.9292\u001b[0m\n",
      "\u001b[31m38400/50834 [=====================>........] - ETA: 0s - loss: 0.2515 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m39275/50834 [======================>.......] - ETA: 0s - loss: 0.2491 - acc: 0.9312\u001b[0m\n",
      "\u001b[31m40200/50834 [======================>.......] - ETA: 0s - loss: 0.2473 - acc: 0.9319\u001b[0m\n",
      "\u001b[31m41125/50834 [=======================>......] - ETA: 0s - loss: 0.2458 - acc: 0.9325\u001b[0m\n",
      "\u001b[31m42050/50834 [=======================>......] - ETA: 0s - loss: 0.2426 - acc: 0.9332\u001b[0m\n",
      "\u001b[31m42975/50834 [========================>.....] - ETA: 0s - loss: 0.2403 - acc: 0.9341\u001b[0m\n",
      "\u001b[31m43900/50834 [========================>.....] - ETA: 0s - loss: 0.2390 - acc: 0.9348\u001b[0m\n",
      "\u001b[31m44800/50834 [=========================>....] - ETA: 0s - loss: 0.2357 - acc: 0.9355\u001b[0m\n",
      "\u001b[31m45725/50834 [=========================>....] - ETA: 0s - loss: 0.2331 - acc: 0.9363\u001b[0m\n",
      "\u001b[31m46650/50834 [==========================>...] - ETA: 0s - loss: 0.2316 - acc: 0.9369\u001b[0m\n",
      "\u001b[31m47550/50834 [===========================>..] - ETA: 0s - loss: 0.2304 - acc: 0.9374\u001b[0m\n",
      "\u001b[31m48475/50834 [===========================>..] - ETA: 0s - loss: 0.2280 - acc: 0.9383\u001b[0m\n",
      "\u001b[31m49375/50834 [============================>.] - ETA: 0s - loss: 0.2261 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m50300/50834 [============================>.] - ETA: 0s - loss: 0.2247 - acc: 0.9394\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 62us/step - loss: 0.2246 - acc: 0.9397\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 11:48 - loss: 0.6931 - acc: 0.6400\n",
      "  925/50834 [..............................] - ETA: 21s - loss: 0.6919 - acc: 0.6995  \n",
      " 1825/50834 [>.............................] - ETA: 12s - loss: 0.6863 - acc: 0.7715\n",
      " 2725/50834 [>.............................] - ETA: 8s - loss: 0.6702 - acc: 0.8059 \n",
      " 3625/50834 [=>............................] - ETA: 7s - loss: 0.6429 - acc: 0.8290\n",
      " 4550/50834 [=>............................] - ETA: 6s - loss: 0.6038 - acc: 0.8464\n",
      " 5475/50834 [==>...........................] - ETA: 5s - loss: 0.5636 - acc: 0.8590\n",
      " 6400/50834 [==>...........................] - ETA: 4s - loss: 0.5298 - acc: 0.8692\n",
      " 7300/50834 [===>..........................] - ETA: 4s - loss: 0.4988 - acc: 0.8788\n",
      " 8225/50834 [===>..........................] - ETA: 4s - loss: 0.4661 - acc: 0.8867\n",
      " 9125/50834 [====>.........................] - ETA: 3s - loss: 0.4405 - acc: 0.8935\u001b[0m\n",
      "\u001b[31m10050/50834 [====>.........................] - ETA: 3s - loss: 0.4226 - acc: 0.8989\u001b[0m\n",
      "\u001b[31m10975/50834 [=====>........................] - ETA: 3s - loss: 0.4044 - acc: 0.9036\u001b[0m\n",
      "\u001b[31m11900/50834 [======>.......................] - ETA: 3s - loss: 0.3886 - acc: 0.9076\u001b[0m\n",
      "\u001b[31m12825/50834 [======>.......................] - ETA: 3s - loss: 0.3739 - acc: 0.9114\u001b[0m\n",
      "\u001b[31m13750/50834 [=======>......................] - ETA: 2s - loss: 0.3593 - acc: 0.9155\u001b[0m\n",
      "\u001b[31m14675/50834 [=======>......................] - ETA: 2s - loss: 0.3482 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m15575/50834 [========>.....................] - ETA: 2s - loss: 0.3413 - acc: 0.9213\u001b[0m\n",
      "\u001b[31m16450/50834 [========>.....................] - ETA: 2s - loss: 0.3313 - acc: 0.9233\u001b[0m\n",
      "\u001b[31m17300/50834 [=========>....................] - ETA: 2s - loss: 0.3243 - acc: 0.9251\u001b[0m\n",
      "\u001b[31m18225/50834 [=========>....................] - ETA: 2s - loss: 0.3146 - acc: 0.9270\u001b[0m\n",
      "\u001b[31m19125/50834 [==========>...................] - ETA: 2s - loss: 0.3079 - acc: 0.9290\u001b[0m\n",
      "\u001b[31m20050/50834 [==========>...................] - ETA: 2s - loss: 0.2995 - acc: 0.9312\u001b[0m\n",
      "\u001b[31m20975/50834 [===========>..................] - ETA: 2s - loss: 0.2932 - acc: 0.9328\u001b[0m\n",
      "\u001b[31m21875/50834 [===========>..................] - ETA: 2s - loss: 0.2871 - acc: 0.9348\u001b[0m\n",
      "\u001b[31m22800/50834 [============>.................] - ETA: 1s - loss: 0.2840 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m23700/50834 [============>.................] - ETA: 1s - loss: 0.2777 - acc: 0.9378\u001b[0m\n",
      "\u001b[31m24600/50834 [=============>................] - ETA: 1s - loss: 0.2716 - acc: 0.9391\u001b[0m\n",
      "\u001b[31m25525/50834 [==============>...............] - ETA: 1s - loss: 0.2689 - acc: 0.9400\u001b[0m\n",
      "\u001b[31m26450/50834 [==============>...............] - ETA: 1s - loss: 0.2648 - acc: 0.9411\u001b[0m\n",
      "\u001b[31m27375/50834 [===============>..............] - ETA: 1s - loss: 0.2589 - acc: 0.9424\u001b[0m\n",
      "\u001b[31m28275/50834 [===============>..............] - ETA: 1s - loss: 0.2549 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m29200/50834 [================>.............] - ETA: 1s - loss: 0.2505 - acc: 0.9442\u001b[0m\n",
      "\u001b[31m30100/50834 [================>.............] - ETA: 1s - loss: 0.2483 - acc: 0.9447\u001b[0m\n",
      "\u001b[31m31025/50834 [=================>............] - ETA: 1s - loss: 0.2441 - acc: 0.9456\u001b[0m\n",
      "\u001b[31m31950/50834 [=================>............] - ETA: 1s - loss: 0.2408 - acc: 0.9463\u001b[0m\n",
      "\u001b[31m32850/50834 [==================>...........] - ETA: 1s - loss: 0.2384 - acc: 0.9470\u001b[0m\n",
      "\u001b[31m33750/50834 [==================>...........] - ETA: 1s - loss: 0.2367 - acc: 0.9479\u001b[0m\n",
      "\u001b[31m34650/50834 [===================>..........] - ETA: 1s - loss: 0.2339 - acc: 0.9486\u001b[0m\n",
      "\u001b[31m35550/50834 [===================>..........] - ETA: 1s - loss: 0.2303 - acc: 0.9494\u001b[0m\n",
      "\u001b[31m36475/50834 [====================>.........] - ETA: 0s - loss: 0.2280 - acc: 0.9501\u001b[0m\n",
      "\u001b[31m37400/50834 [=====================>........] - ETA: 0s - loss: 0.2260 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m38325/50834 [=====================>........] - ETA: 0s - loss: 0.2228 - acc: 0.9512\u001b[0m\n",
      "\u001b[31m39225/50834 [======================>.......] - ETA: 0s - loss: 0.2212 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m40125/50834 [======================>.......] - ETA: 0s - loss: 0.2190 - acc: 0.9523\u001b[0m\n",
      "\u001b[31m41050/50834 [=======================>......] - ETA: 0s - loss: 0.2164 - acc: 0.9527\u001b[0m\n",
      "\u001b[31m41975/50834 [=======================>......] - ETA: 0s - loss: 0.2142 - acc: 0.9531\u001b[0m\n",
      "\u001b[31m42825/50834 [========================>.....] - ETA: 0s - loss: 0.2126 - acc: 0.9536\u001b[0m\n",
      "\u001b[31m43725/50834 [========================>.....] - ETA: 0s - loss: 0.2097 - acc: 0.9542\u001b[0m\n",
      "\u001b[31m44650/50834 [=========================>....] - ETA: 0s - loss: 0.2084 - acc: 0.9546\u001b[0m\n",
      "\u001b[31m45550/50834 [=========================>....] - ETA: 0s - loss: 0.2071 - acc: 0.9549\u001b[0m\n",
      "\u001b[31m46450/50834 [==========================>...] - ETA: 0s - loss: 0.2049 - acc: 0.9554\u001b[0m\n",
      "\u001b[31m47350/50834 [==========================>...] - ETA: 0s - loss: 0.2029 - acc: 0.9559\u001b[0m\n",
      "\u001b[31m48275/50834 [===========================>..] - ETA: 0s - loss: 0.2008 - acc: 0.9563\u001b[0m\n",
      "\u001b[31m49200/50834 [============================>.] - ETA: 0s - loss: 0.1987 - acc: 0.9567\u001b[0m\n",
      "\u001b[31m50125/50834 [============================>.] - ETA: 0s - loss: 0.1968 - acc: 0.9571\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 63us/step - loss: 0.1958 - acc: 0.9571\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
      "   25/50834 [..............................] - ETA: 11:59 - loss: 0.6931 - acc: 0.6400\n",
      "  900/50834 [..............................] - ETA: 22s - loss: 0.6925 - acc: 0.6867  \u001b[0m\n",
      "\u001b[31m 1750/50834 [>.............................] - ETA: 12s - loss: 0.6890 - acc: 0.7846\n",
      " 2650/50834 [>.............................] - ETA: 9s - loss: 0.6755 - acc: 0.8347 \n",
      " 3550/50834 [=>............................] - ETA: 7s - loss: 0.6474 - acc: 0.8569\n",
      " 4450/50834 [=>............................] - ETA: 6s - loss: 0.6087 - acc: 0.8701\n",
      " 5375/50834 [==>...........................] - ETA: 5s - loss: 0.5628 - acc: 0.8815\n",
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      "\u001b[31m10775/50834 [=====>........................] - ETA: 3s - loss: 0.3905 - acc: 0.9130\u001b[0m\n",
      "\u001b[31m11675/50834 [=====>........................] - ETA: 3s - loss: 0.3739 - acc: 0.9169\u001b[0m\n",
      "\u001b[31m12575/50834 [======>.......................] - ETA: 3s - loss: 0.3612 - acc: 0.9194\u001b[0m\n",
      "\u001b[31m13475/50834 [======>.......................] - ETA: 3s - loss: 0.3474 - acc: 0.9222\u001b[0m\n",
      "\u001b[31m14375/50834 [=======>......................] - ETA: 2s - loss: 0.3342 - acc: 0.9252\u001b[0m\n",
      "\u001b[31m15275/50834 [========>.....................] - ETA: 2s - loss: 0.3225 - acc: 0.9280\u001b[0m\n",
      "\u001b[31m16175/50834 [========>.....................] - ETA: 2s - loss: 0.3128 - acc: 0.9301\u001b[0m\n",
      "\u001b[31m17075/50834 [=========>....................] - ETA: 2s - loss: 0.3027 - acc: 0.9322\u001b[0m\n",
      "\u001b[31m17975/50834 [=========>....................] - ETA: 2s - loss: 0.2944 - acc: 0.9340\u001b[0m\n",
      "\u001b[31m18875/50834 [==========>...................] - ETA: 2s - loss: 0.2875 - acc: 0.9358\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m19750/50834 [==========>...................] - ETA: 2s - loss: 0.2799 - acc: 0.9377\u001b[0m\n",
      "\u001b[31m20650/50834 [===========>..................] - ETA: 2s - loss: 0.2718 - acc: 0.9391\u001b[0m\n",
      "\u001b[31m21550/50834 [===========>..................] - ETA: 2s - loss: 0.2671 - acc: 0.9403\u001b[0m\n",
      "\u001b[31m22475/50834 [============>.................] - ETA: 2s - loss: 0.2605 - acc: 0.9418\u001b[0m\n",
      "\u001b[31m23375/50834 [============>.................] - ETA: 1s - loss: 0.2537 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m24275/50834 [=============>................] - ETA: 1s - loss: 0.2496 - acc: 0.9443\u001b[0m\n",
      "\u001b[31m25175/50834 [=============>................] - ETA: 1s - loss: 0.2465 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m26075/50834 [==============>...............] - ETA: 1s - loss: 0.2438 - acc: 0.9459\u001b[0m\n",
      "\u001b[31m26975/50834 [==============>...............] - ETA: 1s - loss: 0.2385 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m27900/50834 [===============>..............] - ETA: 1s - loss: 0.2360 - acc: 0.9477\u001b[0m\n",
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      "\u001b[31m34250/50834 [===================>..........] - ETA: 1s - loss: 0.2190 - acc: 0.9526\u001b[0m\n",
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      "\u001b[31m50834/50834 [==============================] - 3s 63us/step - loss: 0.1825 - acc: 0.9605\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
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      "\u001b[31m 5425/50834 [==>...........................] - ETA: 5s - loss: 0.5835 - acc: 0.8236\n",
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      "\u001b[31m44425/50834 [=========================>....] - ETA: 0s - loss: 0.2084 - acc: 0.9483\u001b[0m\n",
      "\u001b[31m45325/50834 [=========================>....] - ETA: 0s - loss: 0.2065 - acc: 0.9488\u001b[0m\n",
      "\u001b[31m46225/50834 [==========================>...] - ETA: 0s - loss: 0.2047 - acc: 0.9493\u001b[0m\n",
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      "\u001b[31m48025/50834 [===========================>..] - ETA: 0s - loss: 0.2019 - acc: 0.9502\u001b[0m\n",
      "\u001b[31m48925/50834 [===========================>..] - ETA: 0s - loss: 0.2008 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m49825/50834 [============================>.] - ETA: 0s - loss: 0.1992 - acc: 0.9510\u001b[0m\n",
      "\u001b[31m50650/50834 [============================>.] - ETA: 0s - loss: 0.1983 - acc: 0.9514\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 63us/step - loss: 0.1980 - acc: 0.9514\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
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      "\u001b[31m12550/50834 [======>.......................] - ETA: 3s - loss: 0.3864 - acc: 0.8798\u001b[0m\n",
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      "\u001b[31m15250/50834 [=======>......................] - ETA: 2s - loss: 0.3506 - acc: 0.8937\u001b[0m\n",
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      "\u001b[31m25150/50834 [=============>................] - ETA: 1s - loss: 0.2710 - acc: 0.9220\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m26025/50834 [==============>...............] - ETA: 1s - loss: 0.2653 - acc: 0.9239\u001b[0m\n",
      "\u001b[31m26925/50834 [==============>...............] - ETA: 1s - loss: 0.2611 - acc: 0.9254\u001b[0m\n",
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      "\u001b[31m47625/50834 [===========================>..] - ETA: 0s - loss: 0.1933 - acc: 0.9468\u001b[0m\n",
      "\u001b[31m48525/50834 [===========================>..] - ETA: 0s - loss: 0.1914 - acc: 0.9472\u001b[0m\n",
      "\u001b[31m49425/50834 [============================>.] - ETA: 0s - loss: 0.1893 - acc: 0.9478\u001b[0m\n",
      "\u001b[31m50325/50834 [============================>.] - ETA: 0s - loss: 0.1871 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 64us/step - loss: 0.1861 - acc: 0.9487\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
      "   25/50833 [..............................] - ETA: 13:26 - loss: 0.6932 - acc: 0.3600\n",
      "  975/50833 [..............................] - ETA: 22s - loss: 0.6903 - acc: 0.6523  \n",
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      "\u001b[31m 9750/50833 [====>.........................] - ETA: 3s - loss: 0.4750 - acc: 0.9000\u001b[0m\n",
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      "\u001b[31m11650/50833 [=====>........................] - ETA: 3s - loss: 0.4334 - acc: 0.9093\u001b[0m\n",
      "\u001b[31m12625/50833 [======>.......................] - ETA: 3s - loss: 0.4117 - acc: 0.9139\u001b[0m\n",
      "\u001b[31m13600/50833 [=======>......................] - ETA: 3s - loss: 0.3937 - acc: 0.9171\u001b[0m\n",
      "\u001b[31m14550/50833 [=======>......................] - ETA: 2s - loss: 0.3786 - acc: 0.9199\u001b[0m\n",
      "\u001b[31m15525/50833 [========>.....................] - ETA: 2s - loss: 0.3639 - acc: 0.9229\u001b[0m\n",
      "\u001b[31m16500/50833 [========>.....................] - ETA: 2s - loss: 0.3507 - acc: 0.9253\u001b[0m\n",
      "\u001b[31m17475/50833 [=========>....................] - ETA: 2s - loss: 0.3381 - acc: 0.9277\u001b[0m\n",
      "\u001b[31m18450/50833 [=========>....................] - ETA: 2s - loss: 0.3268 - acc: 0.9299\u001b[0m\n",
      "\u001b[31m19425/50833 [==========>...................] - ETA: 2s - loss: 0.3166 - acc: 0.9318\u001b[0m\n",
      "\u001b[31m20400/50833 [===========>..................] - ETA: 2s - loss: 0.3100 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m21375/50833 [===========>..................] - ETA: 2s - loss: 0.3038 - acc: 0.9346\u001b[0m\n",
      "\u001b[31m22350/50833 [============>.................] - ETA: 1s - loss: 0.2938 - acc: 0.9366\u001b[0m\n",
      "\u001b[31m23325/50833 [============>.................] - ETA: 1s - loss: 0.2876 - acc: 0.9377\u001b[0m\n",
      "\u001b[31m24300/50833 [=============>................] - ETA: 1s - loss: 0.2817 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m25250/50833 [=============>................] - ETA: 1s - loss: 0.2767 - acc: 0.9400\u001b[0m\n",
      "\u001b[31m26225/50833 [==============>...............] - ETA: 1s - loss: 0.2702 - acc: 0.9413\u001b[0m\n",
      "\u001b[31m27200/50833 [===============>..............] - ETA: 1s - loss: 0.2636 - acc: 0.9425\u001b[0m\n",
      "\u001b[31m28175/50833 [===============>..............] - ETA: 1s - loss: 0.2579 - acc: 0.9435\u001b[0m\n",
      "\u001b[31m29125/50833 [================>.............] - ETA: 1s - loss: 0.2526 - acc: 0.9446\u001b[0m\n",
      "\u001b[31m30100/50833 [================>.............] - ETA: 1s - loss: 0.2471 - acc: 0.9457\u001b[0m\n",
      "\u001b[31m31075/50833 [=================>............] - ETA: 1s - loss: 0.2428 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m32025/50833 [=================>............] - ETA: 1s - loss: 0.2386 - acc: 0.9478\u001b[0m\n",
      "\u001b[31m33000/50833 [==================>...........] - ETA: 1s - loss: 0.2360 - acc: 0.9484\u001b[0m\n",
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      "\u001b[31m36875/50833 [====================>.........] - ETA: 0s - loss: 0.2247 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m37850/50833 [=====================>........] - ETA: 0s - loss: 0.2214 - acc: 0.9523\u001b[0m\n",
      "\u001b[31m38825/50833 [=====================>........] - ETA: 0s - loss: 0.2176 - acc: 0.9529\u001b[0m\n",
      "\u001b[31m39775/50833 [======================>.......] - ETA: 0s - loss: 0.2148 - acc: 0.9535\u001b[0m\n",
      "\u001b[31m40725/50833 [=======================>......] - ETA: 0s - loss: 0.2126 - acc: 0.9541\u001b[0m\n",
      "\u001b[31m41700/50833 [=======================>......] - ETA: 0s - loss: 0.2103 - acc: 0.9547\u001b[0m\n",
      "\u001b[31m42675/50833 [========================>.....] - ETA: 0s - loss: 0.2076 - acc: 0.9552\u001b[0m\n",
      "\u001b[31m43650/50833 [========================>.....] - ETA: 0s - loss: 0.2052 - acc: 0.9557\u001b[0m\n",
      "\u001b[31m44625/50833 [=========================>....] - ETA: 0s - loss: 0.2033 - acc: 0.9562\u001b[0m\n",
      "\u001b[31m45600/50833 [=========================>....] - ETA: 0s - loss: 0.2014 - acc: 0.9569\u001b[0m\n",
      "\u001b[31m46575/50833 [==========================>...] - ETA: 0s - loss: 0.1996 - acc: 0.9573\u001b[0m\n",
      "\u001b[31m47550/50833 [===========================>..] - ETA: 0s - loss: 0.1978 - acc: 0.9577\u001b[0m\n",
      "\u001b[31m48475/50833 [===========================>..] - ETA: 0s - loss: 0.1964 - acc: 0.9581\u001b[0m\n",
      "\u001b[31m49450/50833 [============================>.] - ETA: 0s - loss: 0.1952 - acc: 0.9585\u001b[0m\n",
      "\u001b[31m50425/50833 [============================>.] - ETA: 0s - loss: 0.1930 - acc: 0.9590\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 3s 60us/step - loss: 0.1923 - acc: 0.9592\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50833 [..............................] - ETA: 14:13 - loss: 0.6932 - acc: 0.5600\n",
      "  975/50833 [..............................] - ETA: 24s - loss: 0.6921 - acc: 0.5897  \n",
      " 1950/50833 [>.............................] - ETA: 13s - loss: 0.6878 - acc: 0.7251\n",
      " 2925/50833 [>.............................] - ETA: 9s - loss: 0.6798 - acc: 0.7638 \n",
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      " 8775/50833 [====>.........................] - ETA: 4s - loss: 0.5649 - acc: 0.8564\n",
      " 9750/50833 [====>.........................] - ETA: 3s - loss: 0.5404 - acc: 0.8643\u001b[0m\n",
      "\u001b[31m10725/50833 [=====>........................] - ETA: 3s - loss: 0.5215 - acc: 0.8703\u001b[0m\n",
      "\u001b[31m11700/50833 [=====>........................] - ETA: 3s - loss: 0.5040 - acc: 0.8771\u001b[0m\n",
      "\u001b[31m12675/50833 [======>.......................] - ETA: 3s - loss: 0.4813 - acc: 0.8834\u001b[0m\n",
      "\u001b[31m13650/50833 [=======>......................] - ETA: 3s - loss: 0.4654 - acc: 0.8880\u001b[0m\n",
      "\u001b[31m14625/50833 [=======>......................] - ETA: 2s - loss: 0.4516 - acc: 0.8928\u001b[0m\n",
      "\u001b[31m15600/50833 [========>.....................] - ETA: 2s - loss: 0.4367 - acc: 0.8971\u001b[0m\n",
      "\u001b[31m16525/50833 [========>.....................] - ETA: 2s - loss: 0.4211 - acc: 0.9010\u001b[0m\n",
      "\u001b[31m17500/50833 [=========>....................] - ETA: 2s - loss: 0.4079 - acc: 0.9045\u001b[0m\n",
      "\u001b[31m18475/50833 [=========>....................] - ETA: 2s - loss: 0.3984 - acc: 0.9070\u001b[0m\n",
      "\u001b[31m19450/50833 [==========>...................] - ETA: 2s - loss: 0.3868 - acc: 0.9097\u001b[0m\n",
      "\u001b[31m20425/50833 [===========>..................] - ETA: 2s - loss: 0.3777 - acc: 0.9127\u001b[0m\n",
      "\u001b[31m21400/50833 [===========>..................] - ETA: 2s - loss: 0.3675 - acc: 0.9151\u001b[0m\n",
      "\u001b[31m22375/50833 [============>.................] - ETA: 2s - loss: 0.3601 - acc: 0.9170\u001b[0m\n",
      "\u001b[31m23350/50833 [============>.................] - ETA: 1s - loss: 0.3518 - acc: 0.9188\u001b[0m\n",
      "\u001b[31m24325/50833 [=============>................] - ETA: 1s - loss: 0.3442 - acc: 0.9208\u001b[0m\n",
      "\u001b[31m25300/50833 [=============>................] - ETA: 1s - loss: 0.3369 - acc: 0.9228\u001b[0m\n",
      "\u001b[31m26275/50833 [==============>...............] - ETA: 1s - loss: 0.3319 - acc: 0.9247\u001b[0m\n",
      "\u001b[31m27250/50833 [===============>..............] - ETA: 1s - loss: 0.3264 - acc: 0.9263\u001b[0m\n",
      "\u001b[31m28225/50833 [===============>..............] - ETA: 1s - loss: 0.3199 - acc: 0.9280\u001b[0m\n",
      "\u001b[31m29200/50833 [================>.............] - ETA: 1s - loss: 0.3145 - acc: 0.9293\u001b[0m\n",
      "\u001b[31m30175/50833 [================>.............] - ETA: 1s - loss: 0.3082 - acc: 0.9312\u001b[0m\n",
      "\u001b[31m31150/50833 [=================>............] - ETA: 1s - loss: 0.3038 - acc: 0.9321\u001b[0m\n",
      "\u001b[31m32125/50833 [=================>............] - ETA: 1s - loss: 0.2998 - acc: 0.9334\u001b[0m\n",
      "\u001b[31m33100/50833 [==================>...........] - ETA: 1s - loss: 0.2975 - acc: 0.9344\u001b[0m\n",
      "\u001b[31m34075/50833 [===================>..........] - ETA: 1s - loss: 0.2914 - acc: 0.9357\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m35000/50833 [===================>..........] - ETA: 1s - loss: 0.2874 - acc: 0.9367\u001b[0m\n",
      "\u001b[31m35975/50833 [====================>.........] - ETA: 0s - loss: 0.2838 - acc: 0.9377\u001b[0m\n",
      "\u001b[31m36950/50833 [====================>.........] - ETA: 0s - loss: 0.2827 - acc: 0.9383\u001b[0m\n",
      "\u001b[31m37925/50833 [=====================>........] - ETA: 0s - loss: 0.2783 - acc: 0.9394\u001b[0m\n",
      "\u001b[31m38900/50833 [=====================>........] - ETA: 0s - loss: 0.2765 - acc: 0.9401\u001b[0m\n",
      "\u001b[31m39850/50833 [======================>.......] - ETA: 0s - loss: 0.2732 - acc: 0.9410\u001b[0m\n",
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      "\u001b[31m41800/50833 [=======================>......] - ETA: 0s - loss: 0.2675 - acc: 0.9426\u001b[0m\n",
      "\u001b[31m42775/50833 [========================>.....] - ETA: 0s - loss: 0.2657 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m43725/50833 [========================>.....] - ETA: 0s - loss: 0.2638 - acc: 0.9440\u001b[0m\n",
      "\u001b[31m44700/50833 [=========================>....] - ETA: 0s - loss: 0.2612 - acc: 0.9449\u001b[0m\n",
      "\u001b[31m45675/50833 [=========================>....] - ETA: 0s - loss: 0.2578 - acc: 0.9457\u001b[0m\n",
      "\u001b[31m46625/50833 [==========================>...] - ETA: 0s - loss: 0.2555 - acc: 0.9465\u001b[0m\n",
      "\u001b[31m47600/50833 [===========================>..] - ETA: 0s - loss: 0.2527 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m48575/50833 [===========================>..] - ETA: 0s - loss: 0.2507 - acc: 0.9478\u001b[0m\n",
      "\u001b[31m49550/50833 [============================>.] - ETA: 0s - loss: 0.2489 - acc: 0.9483\u001b[0m\n",
      "\u001b[31m50500/50833 [============================>.] - ETA: 0s - loss: 0.2459 - acc: 0.9490\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 3s 60us/step - loss: 0.2448 - acc: 0.9492\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
      "   25/50834 [..............................] - ETA: 14:49 - loss: 0.6931 - acc: 0.5600\n",
      "  975/50834 [..............................] - ETA: 24s - loss: 0.6900 - acc: 0.6585  \n",
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      "\u001b[31m 2900/50834 [>.............................] - ETA: 9s - loss: 0.6655 - acc: 0.8279 \n",
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      "\u001b[31m10600/50834 [=====>........................] - ETA: 3s - loss: 0.4607 - acc: 0.9066\u001b[0m\n",
      "\u001b[31m11575/50834 [=====>........................] - ETA: 3s - loss: 0.4408 - acc: 0.9101\u001b[0m\n",
      "\u001b[31m12550/50834 [======>.......................] - ETA: 3s - loss: 0.4231 - acc: 0.9123\u001b[0m\n",
      "\u001b[31m13500/50834 [======>.......................] - ETA: 3s - loss: 0.4062 - acc: 0.9147\u001b[0m\n",
      "\u001b[31m14450/50834 [=======>......................] - ETA: 3s - loss: 0.3904 - acc: 0.9174\u001b[0m\n",
      "\u001b[31m15400/50834 [========>.....................] - ETA: 2s - loss: 0.3781 - acc: 0.9204\u001b[0m\n",
      "\u001b[31m16375/50834 [========>.....................] - ETA: 2s - loss: 0.3643 - acc: 0.9230\u001b[0m\n",
      "\u001b[31m17350/50834 [=========>....................] - ETA: 2s - loss: 0.3526 - acc: 0.9251\u001b[0m\n",
      "\u001b[31m18300/50834 [=========>....................] - ETA: 2s - loss: 0.3419 - acc: 0.9269\u001b[0m\n",
      "\u001b[31m19250/50834 [==========>...................] - ETA: 2s - loss: 0.3308 - acc: 0.9291\u001b[0m\n",
      "\u001b[31m20200/50834 [==========>...................] - ETA: 2s - loss: 0.3236 - acc: 0.9310\u001b[0m\n",
      "\u001b[31m21175/50834 [===========>..................] - ETA: 2s - loss: 0.3172 - acc: 0.9328\u001b[0m\n",
      "\u001b[31m22100/50834 [============>.................] - ETA: 2s - loss: 0.3091 - acc: 0.9346\u001b[0m\n",
      "\u001b[31m23050/50834 [============>.................] - ETA: 1s - loss: 0.3018 - acc: 0.9360\u001b[0m\n",
      "\u001b[31m24000/50834 [=============>................] - ETA: 1s - loss: 0.2968 - acc: 0.9370\u001b[0m\n",
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      "\u001b[31m43300/50834 [========================>.....] - ETA: 0s - loss: 0.2200 - acc: 0.9535\u001b[0m\n",
      "\u001b[31m44275/50834 [=========================>....] - ETA: 0s - loss: 0.2190 - acc: 0.9540\u001b[0m\n",
      "\u001b[31m45200/50834 [=========================>....] - ETA: 0s - loss: 0.2171 - acc: 0.9545\u001b[0m\n",
      "\u001b[31m46175/50834 [==========================>...] - ETA: 0s - loss: 0.2155 - acc: 0.9550\u001b[0m\n",
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      "\u001b[31m48100/50834 [===========================>..] - ETA: 0s - loss: 0.2107 - acc: 0.9560\u001b[0m\n",
      "\u001b[31m49050/50834 [===========================>..] - ETA: 0s - loss: 0.2101 - acc: 0.9564\u001b[0m\n",
      "\u001b[31m50025/50834 [============================>.] - ETA: 0s - loss: 0.2089 - acc: 0.9568\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 61us/step - loss: 0.2066 - acc: 0.9573\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
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      "\u001b[31m 6700/50834 [==>...........................] - ETA: 5s - loss: 0.6002 - acc: 0.8894\n",
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      "\u001b[31m14375/50834 [=======>......................] - ETA: 3s - loss: 0.4456 - acc: 0.9222\u001b[0m\n",
      "\u001b[31m15350/50834 [========>.....................] - ETA: 2s - loss: 0.4308 - acc: 0.9251\u001b[0m\n",
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      "\u001b[31m17300/50834 [=========>....................] - ETA: 2s - loss: 0.4018 - acc: 0.9306\u001b[0m\n",
      "\u001b[31m18250/50834 [=========>....................] - ETA: 2s - loss: 0.3896 - acc: 0.9329\u001b[0m\n",
      "\u001b[31m19225/50834 [==========>...................] - ETA: 2s - loss: 0.3778 - acc: 0.9349\u001b[0m\n",
      "\u001b[31m20200/50834 [==========>...................] - ETA: 2s - loss: 0.3655 - acc: 0.9373\u001b[0m\n",
      "\u001b[31m21175/50834 [===========>..................] - ETA: 2s - loss: 0.3552 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m22150/50834 [============>.................] - ETA: 2s - loss: 0.3454 - acc: 0.9400\u001b[0m\n",
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      "\u001b[31m44375/50834 [=========================>....] - ETA: 0s - loss: 0.2174 - acc: 0.9589\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m45300/50834 [=========================>....] - ETA: 0s - loss: 0.2143 - acc: 0.9594\u001b[0m\n",
      "\u001b[31m46275/50834 [==========================>...] - ETA: 0s - loss: 0.2112 - acc: 0.9599\u001b[0m\n",
      "\u001b[31m47250/50834 [==========================>...] - ETA: 0s - loss: 0.2086 - acc: 0.9603\u001b[0m\n",
      "\u001b[31m48225/50834 [===========================>..] - ETA: 0s - loss: 0.2063 - acc: 0.9606\u001b[0m\n",
      "\u001b[31m49200/50834 [============================>.] - ETA: 0s - loss: 0.2033 - acc: 0.9612\u001b[0m\n",
      "\u001b[31m50175/50834 [============================>.] - ETA: 0s - loss: 0.2009 - acc: 0.9616\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 62us/step - loss: 0.1997 - acc: 0.9618\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
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      "\u001b[31m50834/50834 [==============================] - 3s 63us/step - loss: 0.2031 - acc: 0.9592\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 18:31 - loss: 0.6931 - acc: 0.6800\n",
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      "\u001b[31m20025/50834 [==========>...................] - ETA: 2s - loss: 0.3364 - acc: 0.9295\u001b[0m\n",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\u001b[31m47775/50834 [===========================>..] - ETA: 0s - loss: 0.2179 - acc: 0.9566\u001b[0m\n",
      "\u001b[31m48725/50834 [===========================>..] - ETA: 0s - loss: 0.2161 - acc: 0.9571\u001b[0m\n",
      "\u001b[31m49675/50834 [============================>.] - ETA: 0s - loss: 0.2147 - acc: 0.9575\u001b[0m\n",
      "\u001b[31m50625/50834 [============================>.] - ETA: 0s - loss: 0.2132 - acc: 0.9578\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 64us/step - loss: 0.2129 - acc: 0.9579\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 18:59 - loss: 0.6931 - acc: 0.7600\n",
      "  950/50834 [..............................] - ETA: 32s - loss: 0.6908 - acc: 0.7337  \n",
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      "\u001b[31m11475/50834 [=====>........................] - ETA: 4s - loss: 0.4259 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m12450/50834 [======>.......................] - ETA: 3s - loss: 0.4062 - acc: 0.9214\u001b[0m\n",
      "\u001b[31m13425/50834 [======>.......................] - ETA: 3s - loss: 0.3899 - acc: 0.9243\u001b[0m\n",
      "\u001b[31m14375/50834 [=======>......................] - ETA: 3s - loss: 0.3741 - acc: 0.9265\u001b[0m\n",
      "\u001b[31m15350/50834 [========>.....................] - ETA: 3s - loss: 0.3581 - acc: 0.9294\u001b[0m\n",
      "\u001b[31m16300/50834 [========>.....................] - ETA: 3s - loss: 0.3469 - acc: 0.9314\u001b[0m\n",
      "\u001b[31m17250/50834 [=========>....................] - ETA: 2s - loss: 0.3366 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m18200/50834 [=========>....................] - ETA: 2s - loss: 0.3267 - acc: 0.9348\u001b[0m\n",
      "\u001b[31m19150/50834 [==========>...................] - ETA: 2s - loss: 0.3157 - acc: 0.9365\u001b[0m\n",
      "\u001b[31m20100/50834 [==========>...................] - ETA: 2s - loss: 0.3055 - acc: 0.9380\u001b[0m\n",
      "\u001b[31m21050/50834 [===========>..................] - ETA: 2s - loss: 0.2981 - acc: 0.9394\u001b[0m\n",
      "\u001b[31m22025/50834 [===========>..................] - ETA: 2s - loss: 0.2925 - acc: 0.9407\u001b[0m\n",
      "\u001b[31m22975/50834 [============>.................] - ETA: 2s - loss: 0.2863 - acc: 0.9419\u001b[0m\n",
      "\u001b[31m23950/50834 [=============>................] - ETA: 2s - loss: 0.2808 - acc: 0.9429\u001b[0m\n",
      "\u001b[31m24900/50834 [=============>................] - ETA: 1s - loss: 0.2776 - acc: 0.9437\u001b[0m\n",
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      "\u001b[31m26850/50834 [==============>...............] - ETA: 1s - loss: 0.2665 - acc: 0.9462\u001b[0m\n",
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      "\u001b[31m28800/50834 [===============>..............] - ETA: 1s - loss: 0.2568 - acc: 0.9478\u001b[0m\n",
      "\u001b[31m29700/50834 [================>.............] - ETA: 1s - loss: 0.2521 - acc: 0.9488\u001b[0m\n",
      "\u001b[31m30650/50834 [=================>............] - ETA: 1s - loss: 0.2472 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m31600/50834 [=================>............] - ETA: 1s - loss: 0.2435 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m32575/50834 [==================>...........] - ETA: 1s - loss: 0.2388 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m33525/50834 [==================>...........] - ETA: 1s - loss: 0.2371 - acc: 0.9520\u001b[0m\n",
      "\u001b[31m34475/50834 [===================>..........] - ETA: 1s - loss: 0.2346 - acc: 0.9525\u001b[0m\n",
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      "\u001b[31m37375/50834 [=====================>........] - ETA: 0s - loss: 0.2255 - acc: 0.9545\u001b[0m\n",
      "\u001b[31m38350/50834 [=====================>........] - ETA: 0s - loss: 0.2222 - acc: 0.9551\u001b[0m\n",
      "\u001b[31m39325/50834 [======================>.......] - ETA: 0s - loss: 0.2194 - acc: 0.9557\u001b[0m\n",
      "\u001b[31m40300/50834 [======================>.......] - ETA: 0s - loss: 0.2166 - acc: 0.9561\u001b[0m\n",
      "\u001b[31m41275/50834 [=======================>......] - ETA: 0s - loss: 0.2137 - acc: 0.9566\u001b[0m\n",
      "\u001b[31m42250/50834 [=======================>......] - ETA: 0s - loss: 0.2113 - acc: 0.9571\u001b[0m\n",
      "\u001b[31m43225/50834 [========================>.....] - ETA: 0s - loss: 0.2102 - acc: 0.9575\u001b[0m\n",
      "\u001b[31m44175/50834 [=========================>....] - ETA: 0s - loss: 0.2074 - acc: 0.9582\u001b[0m\n",
      "\u001b[31m45125/50834 [=========================>....] - ETA: 0s - loss: 0.2058 - acc: 0.9586\u001b[0m\n",
      "\u001b[31m46100/50834 [==========================>...] - ETA: 0s - loss: 0.2041 - acc: 0.9590\u001b[0m\n",
      "\u001b[31m47050/50834 [==========================>...] - ETA: 0s - loss: 0.2028 - acc: 0.9593\u001b[0m\n",
      "\u001b[31m48000/50834 [===========================>..] - ETA: 0s - loss: 0.2022 - acc: 0.9595\u001b[0m\n",
      "\u001b[31m48950/50834 [===========================>..] - ETA: 0s - loss: 0.1996 - acc: 0.9601\u001b[0m\n",
      "\u001b[31m49925/50834 [============================>.] - ETA: 0s - loss: 0.1974 - acc: 0.9606\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 64us/step - loss: 0.1955 - acc: 0.9610\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 19:20 - loss: 0.6931 - acc: 0.4800\n",
      "  975/50834 [..............................] - ETA: 31s - loss: 0.6908 - acc: 0.7621  \n",
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      " 2875/50834 [>.............................] - ETA: 12s - loss: 0.6728 - acc: 0.8226\n",
      " 3825/50834 [=>............................] - ETA: 9s - loss: 0.6535 - acc: 0.8379 \n",
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      "\u001b[31m10475/50834 [=====>........................] - ETA: 4s - loss: 0.5059 - acc: 0.8856\u001b[0m\n",
      "\u001b[31m11400/50834 [=====>........................] - ETA: 4s - loss: 0.4908 - acc: 0.8906\u001b[0m\n",
      "\u001b[31m12350/50834 [======>.......................] - ETA: 3s - loss: 0.4695 - acc: 0.8960\u001b[0m\n",
      "\u001b[31m13300/50834 [======>.......................] - ETA: 3s - loss: 0.4543 - acc: 0.8999\u001b[0m\n",
      "\u001b[31m14250/50834 [=======>......................] - ETA: 3s - loss: 0.4385 - acc: 0.9036\u001b[0m\n",
      "\u001b[31m15200/50834 [=======>......................] - ETA: 3s - loss: 0.4260 - acc: 0.9061\u001b[0m\n",
      "\u001b[31m16150/50834 [========>.....................] - ETA: 3s - loss: 0.4102 - acc: 0.9094\u001b[0m\n",
      "\u001b[31m17100/50834 [=========>....................] - ETA: 2s - loss: 0.3975 - acc: 0.9124\u001b[0m\n",
      "\u001b[31m18050/50834 [=========>....................] - ETA: 2s - loss: 0.3856 - acc: 0.9150\u001b[0m\n",
      "\u001b[31m19000/50834 [==========>...................] - ETA: 2s - loss: 0.3730 - acc: 0.9177\u001b[0m\n",
      "\u001b[31m19950/50834 [==========>...................] - ETA: 2s - loss: 0.3640 - acc: 0.9198\u001b[0m\n",
      "\u001b[31m20900/50834 [===========>..................] - ETA: 2s - loss: 0.3568 - acc: 0.9217\u001b[0m\n",
      "\u001b[31m21850/50834 [===========>..................] - ETA: 2s - loss: 0.3475 - acc: 0.9240\u001b[0m\n",
      "\u001b[31m22800/50834 [============>.................] - ETA: 2s - loss: 0.3421 - acc: 0.9255\u001b[0m\n",
      "\u001b[31m23750/50834 [=============>................] - ETA: 2s - loss: 0.3356 - acc: 0.9272\u001b[0m\n",
      "\u001b[31m24700/50834 [=============>................] - ETA: 1s - loss: 0.3302 - acc: 0.9282\u001b[0m\n",
      "\u001b[31m25650/50834 [==============>...............] - ETA: 1s - loss: 0.3227 - acc: 0.9301\u001b[0m\n",
      "\u001b[31m26600/50834 [==============>...............] - ETA: 1s - loss: 0.3157 - acc: 0.9314\u001b[0m\n",
      "\u001b[31m27550/50834 [===============>..............] - ETA: 1s - loss: 0.3121 - acc: 0.9326\u001b[0m\n",
      "\u001b[31m28500/50834 [===============>..............] - ETA: 1s - loss: 0.3075 - acc: 0.9337\u001b[0m\n",
      "\u001b[31m29450/50834 [================>.............] - ETA: 1s - loss: 0.3028 - acc: 0.9349\u001b[0m\n",
      "\u001b[31m30375/50834 [================>.............] - ETA: 1s - loss: 0.2997 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m31325/50834 [=================>............] - ETA: 1s - loss: 0.2943 - acc: 0.9375\u001b[0m\n",
      "\u001b[31m32275/50834 [==================>...........] - ETA: 1s - loss: 0.2896 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m33225/50834 [==================>...........] - ETA: 1s - loss: 0.2854 - acc: 0.9399\u001b[0m\n",
      "\u001b[31m34175/50834 [===================>..........] - ETA: 1s - loss: 0.2826 - acc: 0.9409\u001b[0m\n",
      "\u001b[31m35125/50834 [===================>..........] - ETA: 1s - loss: 0.2796 - acc: 0.9419\u001b[0m\n",
      "\u001b[31m36075/50834 [====================>.........] - ETA: 1s - loss: 0.2761 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m37025/50834 [====================>.........] - ETA: 0s - loss: 0.2713 - acc: 0.9437\u001b[0m\n",
      "\u001b[31m37925/50834 [=====================>........] - ETA: 0s - loss: 0.2689 - acc: 0.9443\u001b[0m\n",
      "\u001b[31m38875/50834 [=====================>........] - ETA: 0s - loss: 0.2671 - acc: 0.9450\u001b[0m\n",
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      "\u001b[31m43625/50834 [========================>.....] - ETA: 0s - loss: 0.2504 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m44575/50834 [=========================>....] - ETA: 0s - loss: 0.2480 - acc: 0.9493\u001b[0m\n",
      "\u001b[31m45525/50834 [=========================>....] - ETA: 0s - loss: 0.2452 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m46475/50834 [==========================>...] - ETA: 0s - loss: 0.2427 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m47425/50834 [==========================>...] - ETA: 0s - loss: 0.2412 - acc: 0.9512\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m48350/50834 [===========================>..] - ETA: 0s - loss: 0.2387 - acc: 0.9518\u001b[0m\n",
      "\u001b[31m49300/50834 [============================>.] - ETA: 0s - loss: 0.2372 - acc: 0.9523\u001b[0m\n",
      "\u001b[31m50250/50834 [============================>.] - ETA: 0s - loss: 0.2348 - acc: 0.9528\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 65us/step - loss: 0.2340 - acc: 0.9531\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 20:11 - loss: 0.6931 - acc: 0.4800\n",
      "  975/50834 [..............................] - ETA: 33s - loss: 0.6912 - acc: 0.4995  \n",
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      "\u001b[31m10425/50834 [=====>........................] - ETA: 4s - loss: 0.4796 - acc: 0.8683\u001b[0m\n",
      "\u001b[31m11375/50834 [=====>........................] - ETA: 4s - loss: 0.4606 - acc: 0.8761\u001b[0m\n",
      "\u001b[31m12325/50834 [======>.......................] - ETA: 3s - loss: 0.4429 - acc: 0.8832\u001b[0m\n",
      "\u001b[31m13275/50834 [======>.......................] - ETA: 3s - loss: 0.4269 - acc: 0.8884\u001b[0m\n",
      "\u001b[31m14225/50834 [=======>......................] - ETA: 3s - loss: 0.4114 - acc: 0.8934\u001b[0m\n",
      "\u001b[31m15175/50834 [=======>......................] - ETA: 3s - loss: 0.3973 - acc: 0.8979\u001b[0m\n",
      "\u001b[31m16125/50834 [========>.....................] - ETA: 3s - loss: 0.3851 - acc: 0.9015\u001b[0m\n",
      "\u001b[31m17075/50834 [=========>....................] - ETA: 2s - loss: 0.3718 - acc: 0.9054\u001b[0m\n",
      "\u001b[31m18025/50834 [=========>....................] - ETA: 2s - loss: 0.3617 - acc: 0.9083\u001b[0m\n",
      "\u001b[31m18950/50834 [==========>...................] - ETA: 2s - loss: 0.3506 - acc: 0.9115\u001b[0m\n",
      "\u001b[31m19900/50834 [==========>...................] - ETA: 2s - loss: 0.3423 - acc: 0.9142\u001b[0m\n",
      "\u001b[31m20850/50834 [===========>..................] - ETA: 2s - loss: 0.3334 - acc: 0.9168\u001b[0m\n",
      "\u001b[31m21800/50834 [===========>..................] - ETA: 2s - loss: 0.3255 - acc: 0.9193\u001b[0m\n",
      "\u001b[31m22750/50834 [============>.................] - ETA: 2s - loss: 0.3176 - acc: 0.9216\u001b[0m\n",
      "\u001b[31m23700/50834 [============>.................] - ETA: 2s - loss: 0.3109 - acc: 0.9234\u001b[0m\n",
      "\u001b[31m24650/50834 [=============>................] - ETA: 2s - loss: 0.3041 - acc: 0.9256\u001b[0m\n",
      "\u001b[31m25600/50834 [==============>...............] - ETA: 1s - loss: 0.2979 - acc: 0.9274\u001b[0m\n",
      "\u001b[31m26550/50834 [==============>...............] - ETA: 1s - loss: 0.2918 - acc: 0.9293\u001b[0m\n",
      "\u001b[31m27500/50834 [===============>..............] - ETA: 1s - loss: 0.2864 - acc: 0.9309\u001b[0m\n",
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      "\u001b[31m29375/50834 [================>.............] - ETA: 1s - loss: 0.2772 - acc: 0.9333\u001b[0m\n",
      "\u001b[31m30325/50834 [================>.............] - ETA: 1s - loss: 0.2729 - acc: 0.9344\u001b[0m\n",
      "\u001b[31m31275/50834 [=================>............] - ETA: 1s - loss: 0.2684 - acc: 0.9358\u001b[0m\n",
      "\u001b[31m32225/50834 [==================>...........] - ETA: 1s - loss: 0.2641 - acc: 0.9371\u001b[0m\n",
      "\u001b[31m33175/50834 [==================>...........] - ETA: 1s - loss: 0.2594 - acc: 0.9381\u001b[0m\n",
      "\u001b[31m34125/50834 [===================>..........] - ETA: 1s - loss: 0.2573 - acc: 0.9390\u001b[0m\n",
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      "\u001b[31m36975/50834 [====================>.........] - ETA: 0s - loss: 0.2472 - acc: 0.9419\u001b[0m\n",
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      "\u001b[31m46475/50834 [==========================>...] - ETA: 0s - loss: 0.2203 - acc: 0.9497\u001b[0m\n",
      "\u001b[31m47425/50834 [==========================>...] - ETA: 0s - loss: 0.2187 - acc: 0.9501\u001b[0m\n",
      "\u001b[31m48350/50834 [===========================>..] - ETA: 0s - loss: 0.2165 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m49300/50834 [============================>.] - ETA: 0s - loss: 0.2138 - acc: 0.9513\u001b[0m\n",
      "\u001b[31m50250/50834 [============================>.] - ETA: 0s - loss: 0.2120 - acc: 0.9518\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 65us/step - loss: 0.2113 - acc: 0.9520\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
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      "\u001b[31m 5625/50834 [==>...........................] - ETA: 7s - loss: 0.6337 - acc: 0.8222\n",
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      "\u001b[31m11275/50834 [=====>........................] - ETA: 4s - loss: 0.4930 - acc: 0.8799\u001b[0m\n",
      "\u001b[31m12225/50834 [======>.......................] - ETA: 4s - loss: 0.4764 - acc: 0.8848\u001b[0m\n",
      "\u001b[31m13175/50834 [======>.......................] - ETA: 3s - loss: 0.4562 - acc: 0.8897\u001b[0m\n",
      "\u001b[31m14125/50834 [=======>......................] - ETA: 3s - loss: 0.4379 - acc: 0.8942\u001b[0m\n",
      "\u001b[31m15075/50834 [=======>......................] - ETA: 3s - loss: 0.4208 - acc: 0.8982\u001b[0m\n",
      "\u001b[31m16025/50834 [========>.....................] - ETA: 3s - loss: 0.4038 - acc: 0.9027\u001b[0m\n",
      "\u001b[31m16975/50834 [=========>....................] - ETA: 3s - loss: 0.3910 - acc: 0.9061\u001b[0m\n",
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      "\u001b[31m18875/50834 [==========>...................] - ETA: 2s - loss: 0.3643 - acc: 0.9124\u001b[0m\n",
      "\u001b[31m19825/50834 [==========>...................] - ETA: 2s - loss: 0.3540 - acc: 0.9155\u001b[0m\n",
      "\u001b[31m20800/50834 [===========>..................] - ETA: 2s - loss: 0.3432 - acc: 0.9180\u001b[0m\n",
      "\u001b[31m21750/50834 [===========>..................] - ETA: 2s - loss: 0.3332 - acc: 0.9203\u001b[0m\n",
      "\u001b[31m22700/50834 [============>.................] - ETA: 2s - loss: 0.3250 - acc: 0.9226\u001b[0m\n",
      "\u001b[31m23650/50834 [============>.................] - ETA: 2s - loss: 0.3181 - acc: 0.9246\u001b[0m\n",
      "\u001b[31m24575/50834 [=============>................] - ETA: 2s - loss: 0.3101 - acc: 0.9264\u001b[0m\n",
      "\u001b[31m25525/50834 [==============>...............] - ETA: 1s - loss: 0.3022 - acc: 0.9281\u001b[0m\n",
      "\u001b[31m26475/50834 [==============>...............] - ETA: 1s - loss: 0.2959 - acc: 0.9295\u001b[0m\n",
      "\u001b[31m27425/50834 [===============>..............] - ETA: 1s - loss: 0.2896 - acc: 0.9309\u001b[0m\n",
      "\u001b[31m28375/50834 [===============>..............] - ETA: 1s - loss: 0.2833 - acc: 0.9323\u001b[0m\n",
      "\u001b[31m29325/50834 [================>.............] - ETA: 1s - loss: 0.2766 - acc: 0.9338\u001b[0m\n",
      "\u001b[31m30300/50834 [================>.............] - ETA: 1s - loss: 0.2706 - acc: 0.9352\u001b[0m\n",
      "\u001b[31m31250/50834 [=================>............] - ETA: 1s - loss: 0.2663 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m32225/50834 [==================>...........] - ETA: 1s - loss: 0.2622 - acc: 0.9372\u001b[0m\n",
      "\u001b[31m33175/50834 [==================>...........] - ETA: 1s - loss: 0.2576 - acc: 0.9382\u001b[0m\n",
      "\u001b[31m34100/50834 [===================>..........] - ETA: 1s - loss: 0.2532 - acc: 0.9391\u001b[0m\n",
      "\u001b[31m35075/50834 [===================>..........] - ETA: 1s - loss: 0.2486 - acc: 0.9403\u001b[0m\n",
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      "\u001b[31m36975/50834 [====================>.........] - ETA: 0s - loss: 0.2416 - acc: 0.9420\u001b[0m\n",
      "\u001b[31m37925/50834 [=====================>........] - ETA: 0s - loss: 0.2387 - acc: 0.9429\u001b[0m\n",
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      "\u001b[31m40800/50834 [=======================>......] - ETA: 0s - loss: 0.2288 - acc: 0.9452\u001b[0m\n",
      "\u001b[31m41750/50834 [=======================>......] - ETA: 0s - loss: 0.2257 - acc: 0.9461\u001b[0m\n",
      "\u001b[31m42675/50834 [========================>.....] - ETA: 0s - loss: 0.2228 - acc: 0.9468\u001b[0m\n",
      "\u001b[31m43625/50834 [========================>.....] - ETA: 0s - loss: 0.2205 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m44575/50834 [=========================>....] - ETA: 0s - loss: 0.2180 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m45525/50834 [=========================>....] - ETA: 0s - loss: 0.2157 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m46475/50834 [==========================>...] - ETA: 0s - loss: 0.2134 - acc: 0.9493\u001b[0m\n",
      "\u001b[31m47425/50834 [==========================>...] - ETA: 0s - loss: 0.2112 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m48400/50834 [===========================>..] - ETA: 0s - loss: 0.2087 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m49350/50834 [============================>.] - ETA: 0s - loss: 0.2073 - acc: 0.9511\u001b[0m\n",
      "\u001b[31m50300/50834 [============================>.] - ETA: 0s - loss: 0.2050 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 3s 66us/step - loss: 0.2042 - acc: 0.9518\u001b[0m\n",
      "\u001b[31mEpoch 1/1\n",
      "\n",
      "   25/50833 [..............................] - ETA: 23:23 - loss: 0.6932 - acc: 0.4400\n",
      "  850/50833 [..............................] - ETA: 43s - loss: 0.6930 - acc: 0.5000  \u001b[0m\n",
      "\u001b[31m 1700/50833 [>.............................] - ETA: 22s - loss: 0.6907 - acc: 0.6100\n",
      " 2575/50833 [>.............................] - ETA: 15s - loss: 0.6817 - acc: 0.6959\n",
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      " 5200/50833 [==>...........................] - ETA: 8s - loss: 0.5947 - acc: 0.7988 \n",
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      "\u001b[31m10450/50833 [=====>........................] - ETA: 5s - loss: 0.4245 - acc: 0.8709\u001b[0m\n",
      "\u001b[31m11325/50833 [=====>........................] - ETA: 4s - loss: 0.4097 - acc: 0.8776\u001b[0m\n",
      "\u001b[31m12200/50833 [======>.......................] - ETA: 4s - loss: 0.3965 - acc: 0.8827\u001b[0m\n",
      "\u001b[31m13075/50833 [======>.......................] - ETA: 4s - loss: 0.3784 - acc: 0.8886\u001b[0m\n",
      "\u001b[31m13950/50833 [=======>......................] - ETA: 3s - loss: 0.3670 - acc: 0.8928\u001b[0m\n",
      "\u001b[31m14825/50833 [=======>......................] - ETA: 3s - loss: 0.3559 - acc: 0.8965\u001b[0m\n",
      "\u001b[31m15700/50833 [========>.....................] - ETA: 3s - loss: 0.3478 - acc: 0.8996\u001b[0m\n",
      "\u001b[31m16575/50833 [========>.....................] - ETA: 3s - loss: 0.3399 - acc: 0.9034\u001b[0m\n",
      "\u001b[31m17450/50833 [=========>....................] - ETA: 3s - loss: 0.3312 - acc: 0.9067\u001b[0m\n",
      "\u001b[31m18275/50833 [=========>....................] - ETA: 3s - loss: 0.3238 - acc: 0.9093\u001b[0m\n",
      "\u001b[31m19150/50833 [==========>...................] - ETA: 2s - loss: 0.3166 - acc: 0.9120\u001b[0m\n",
      "\u001b[31m20025/50833 [==========>...................] - ETA: 2s - loss: 0.3124 - acc: 0.9140\u001b[0m\n",
      "\u001b[31m20900/50833 [===========>..................] - ETA: 2s - loss: 0.3041 - acc: 0.9163\u001b[0m\n",
      "\u001b[31m21775/50833 [===========>..................] - ETA: 2s - loss: 0.2999 - acc: 0.9184\u001b[0m\n",
      "\u001b[31m22650/50833 [============>.................] - ETA: 2s - loss: 0.2942 - acc: 0.9206\u001b[0m\n",
      "\u001b[31m23525/50833 [============>.................] - ETA: 2s - loss: 0.2883 - acc: 0.9226\u001b[0m\n",
      "\u001b[31m24400/50833 [=============>................] - ETA: 2s - loss: 0.2839 - acc: 0.9241\u001b[0m\n",
      "\u001b[31m25275/50833 [=============>................] - ETA: 2s - loss: 0.2783 - acc: 0.9257\u001b[0m\n",
      "\u001b[31m26150/50833 [==============>...............] - ETA: 2s - loss: 0.2745 - acc: 0.9273\u001b[0m\n",
      "\u001b[31m27025/50833 [==============>...............] - ETA: 1s - loss: 0.2692 - acc: 0.9287\u001b[0m\n",
      "\u001b[31m27900/50833 [===============>..............] - ETA: 1s - loss: 0.2641 - acc: 0.9301\u001b[0m\n",
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      "\u001b[31m31400/50833 [=================>............] - ETA: 1s - loss: 0.2540 - acc: 0.9346\u001b[0m\n",
      "\u001b[31m32275/50833 [==================>...........] - ETA: 1s - loss: 0.2497 - acc: 0.9357\u001b[0m\n",
      "\u001b[31m33150/50833 [==================>...........] - ETA: 1s - loss: 0.2471 - acc: 0.9367\u001b[0m\n",
      "\u001b[31m34025/50833 [===================>..........] - ETA: 1s - loss: 0.2441 - acc: 0.9375\u001b[0m\n",
      "\u001b[31m34900/50833 [===================>..........] - ETA: 1s - loss: 0.2410 - acc: 0.9383\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m35750/50833 [====================>.........] - ETA: 1s - loss: 0.2370 - acc: 0.9392\u001b[0m\n",
      "\u001b[31m36625/50833 [====================>.........] - ETA: 1s - loss: 0.2354 - acc: 0.9400\u001b[0m\n",
      "\u001b[31m37525/50833 [=====================>........] - ETA: 1s - loss: 0.2322 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m38400/50833 [=====================>........] - ETA: 0s - loss: 0.2300 - acc: 0.9416\u001b[0m\n",
      "\u001b[31m39275/50833 [======================>.......] - ETA: 0s - loss: 0.2289 - acc: 0.9421\u001b[0m\n",
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      "\u001b[31m41900/50833 [=======================>......] - ETA: 0s - loss: 0.2216 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m42775/50833 [========================>.....] - ETA: 0s - loss: 0.2192 - acc: 0.9452\u001b[0m\n",
      "\u001b[31m43650/50833 [========================>.....] - ETA: 0s - loss: 0.2177 - acc: 0.9458\u001b[0m\n",
      "\u001b[31m44525/50833 [=========================>....] - ETA: 0s - loss: 0.2147 - acc: 0.9465\u001b[0m\n",
      "\u001b[31m45400/50833 [=========================>....] - ETA: 0s - loss: 0.2136 - acc: 0.9472\u001b[0m\n",
      "\u001b[31m46275/50833 [==========================>...] - ETA: 0s - loss: 0.2110 - acc: 0.9479\u001b[0m\n",
      "\u001b[31m47150/50833 [==========================>...] - ETA: 0s - loss: 0.2088 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m48025/50833 [===========================>..] - ETA: 0s - loss: 0.2067 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m48900/50833 [===========================>..] - ETA: 0s - loss: 0.2047 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m49775/50833 [============================>.] - ETA: 0s - loss: 0.2025 - acc: 0.9504\u001b[0m\n",
      "\u001b[31m50650/50833 [============================>.] - ETA: 0s - loss: 0.2009 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 4s 72us/step - loss: 0.2006 - acc: 0.9508\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50833 [..............................] - ETA: 24:30 - loss: 0.6931 - acc: 0.6800\n",
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      "\u001b[31m 9600/50833 [====>.........................] - ETA: 5s - loss: 0.4663 - acc: 0.7866\u001b[0m\n",
      "\u001b[31m10475/50833 [=====>........................] - ETA: 5s - loss: 0.4469 - acc: 0.8008\u001b[0m\n",
      "\u001b[31m11350/50833 [=====>........................] - ETA: 4s - loss: 0.4293 - acc: 0.8135\u001b[0m\n",
      "\u001b[31m12225/50833 [======>.......................] - ETA: 4s - loss: 0.4126 - acc: 0.8246\u001b[0m\n",
      "\u001b[31m13100/50833 [======>.......................] - ETA: 4s - loss: 0.3965 - acc: 0.8344\u001b[0m\n",
      "\u001b[31m13975/50833 [=======>......................] - ETA: 4s - loss: 0.3834 - acc: 0.8429\u001b[0m\n",
      "\u001b[31m14850/50833 [=======>......................] - ETA: 3s - loss: 0.3715 - acc: 0.8498\u001b[0m\n",
      "\u001b[31m15725/50833 [========>.....................] - ETA: 3s - loss: 0.3599 - acc: 0.8566\u001b[0m\n",
      "\u001b[31m16600/50833 [========>.....................] - ETA: 3s - loss: 0.3493 - acc: 0.8627\u001b[0m\n",
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      "\u001b[31m18350/50833 [=========>....................] - ETA: 3s - loss: 0.3285 - acc: 0.8732\u001b[0m\n",
      "\u001b[31m19225/50833 [==========>...................] - ETA: 3s - loss: 0.3199 - acc: 0.8772\u001b[0m\n",
      "\u001b[31m20100/50833 [==========>...................] - ETA: 2s - loss: 0.3122 - acc: 0.8814\u001b[0m\n",
      "\u001b[31m20975/50833 [===========>..................] - ETA: 2s - loss: 0.3054 - acc: 0.8850\u001b[0m\n",
      "\u001b[31m21850/50833 [===========>..................] - ETA: 2s - loss: 0.2995 - acc: 0.8881\u001b[0m\n",
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      "\u001b[31m26225/50833 [==============>...............] - ETA: 2s - loss: 0.2711 - acc: 0.9024\u001b[0m\n",
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      "\u001b[31m33200/50833 [==================>...........] - ETA: 1s - loss: 0.2397 - acc: 0.9178\u001b[0m\n",
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      "\u001b[31m36700/50833 [====================>.........] - ETA: 1s - loss: 0.2293 - acc: 0.9235\u001b[0m\n",
      "\u001b[31m37575/50833 [=====================>........] - ETA: 1s - loss: 0.2268 - acc: 0.9248\u001b[0m\n",
      "\u001b[31m38450/50833 [=====================>........] - ETA: 0s - loss: 0.2250 - acc: 0.9259\u001b[0m\n",
      "\u001b[31m39325/50833 [======================>.......] - ETA: 0s - loss: 0.2225 - acc: 0.9272\u001b[0m\n",
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      "\u001b[31m41950/50833 [=======================>......] - ETA: 0s - loss: 0.2158 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m42825/50833 [========================>.....] - ETA: 0s - loss: 0.2140 - acc: 0.9311\u001b[0m\n",
      "\u001b[31m43675/50833 [========================>.....] - ETA: 0s - loss: 0.2120 - acc: 0.9320\u001b[0m\n",
      "\u001b[31m44550/50833 [=========================>....] - ETA: 0s - loss: 0.2097 - acc: 0.9330\u001b[0m\n",
      "\u001b[31m45425/50833 [=========================>....] - ETA: 0s - loss: 0.2085 - acc: 0.9339\u001b[0m\n",
      "\u001b[31m46300/50833 [==========================>...] - ETA: 0s - loss: 0.2064 - acc: 0.9348\u001b[0m\n",
      "\u001b[31m47175/50833 [==========================>...] - ETA: 0s - loss: 0.2042 - acc: 0.9358\u001b[0m\n",
      "\u001b[31m48075/50833 [===========================>..] - ETA: 0s - loss: 0.2030 - acc: 0.9365\u001b[0m\n",
      "\u001b[31m48925/50833 [===========================>..] - ETA: 0s - loss: 0.2015 - acc: 0.9373\u001b[0m\n",
      "\u001b[31m49800/50833 [============================>.] - ETA: 0s - loss: 0.1996 - acc: 0.9381\u001b[0m\n",
      "\u001b[31m50675/50833 [============================>.] - ETA: 0s - loss: 0.1983 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 4s 72us/step - loss: 0.1979 - acc: 0.9389\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 26:39 - loss: 0.6931 - acc: 0.4000\n",
      "  875/50834 [..............................] - ETA: 47s - loss: 0.6928 - acc: 0.5246  \n",
      " 1750/50834 [>.............................] - ETA: 24s - loss: 0.6910 - acc: 0.6131\n",
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      " 5250/50834 [==>...........................] - ETA: 9s - loss: 0.6039 - acc: 0.8133 \n",
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      "\u001b[31m10500/50834 [=====>........................] - ETA: 5s - loss: 0.4200 - acc: 0.8794\u001b[0m\n",
      "\u001b[31m11375/50834 [=====>........................] - ETA: 5s - loss: 0.4038 - acc: 0.8851\u001b[0m\n",
      "\u001b[31m12250/50834 [======>.......................] - ETA: 4s - loss: 0.3879 - acc: 0.8894\u001b[0m\n",
      "\u001b[31m13125/50834 [======>.......................] - ETA: 4s - loss: 0.3728 - acc: 0.8936\u001b[0m\n",
      "\u001b[31m14000/50834 [=======>......................] - ETA: 4s - loss: 0.3605 - acc: 0.8975\u001b[0m\n",
      "\u001b[31m14875/50834 [=======>......................] - ETA: 3s - loss: 0.3488 - acc: 0.9010\u001b[0m\n",
      "\u001b[31m15725/50834 [========>.....................] - ETA: 3s - loss: 0.3374 - acc: 0.9046\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m16600/50834 [========>.....................] - ETA: 3s - loss: 0.3277 - acc: 0.9084\u001b[0m\n",
      "\u001b[31m17475/50834 [=========>....................] - ETA: 3s - loss: 0.3179 - acc: 0.9115\u001b[0m\n",
      "\u001b[31m18350/50834 [=========>....................] - ETA: 3s - loss: 0.3074 - acc: 0.9142\u001b[0m\n",
      "\u001b[31m19225/50834 [==========>...................] - ETA: 3s - loss: 0.3020 - acc: 0.9165\u001b[0m\n",
      "\u001b[31m20100/50834 [==========>...................] - ETA: 2s - loss: 0.2935 - acc: 0.9191\u001b[0m\n",
      "\u001b[31m20975/50834 [===========>..................] - ETA: 2s - loss: 0.2872 - acc: 0.9211\u001b[0m\n",
      "\u001b[31m21850/50834 [===========>..................] - ETA: 2s - loss: 0.2809 - acc: 0.9231\u001b[0m\n",
      "\u001b[31m22725/50834 [============>.................] - ETA: 2s - loss: 0.2762 - acc: 0.9247\u001b[0m\n",
      "\u001b[31m23600/50834 [============>.................] - ETA: 2s - loss: 0.2709 - acc: 0.9262\u001b[0m\n",
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      "\u001b[31m33150/50834 [==================>...........] - ETA: 1s - loss: 0.2244 - acc: 0.9408\u001b[0m\n",
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      "\u001b[31m38400/50834 [=====================>........] - ETA: 0s - loss: 0.2098 - acc: 0.9454\u001b[0m\n",
      "\u001b[31m39275/50834 [======================>.......] - ETA: 0s - loss: 0.2068 - acc: 0.9462\u001b[0m\n",
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      "\u001b[31m41025/50834 [=======================>......] - ETA: 0s - loss: 0.2020 - acc: 0.9475\u001b[0m\n",
      "\u001b[31m41900/50834 [=======================>......] - ETA: 0s - loss: 0.2000 - acc: 0.9482\u001b[0m\n",
      "\u001b[31m42775/50834 [========================>.....] - ETA: 0s - loss: 0.1981 - acc: 0.9488\u001b[0m\n",
      "\u001b[31m43650/50834 [========================>.....] - ETA: 0s - loss: 0.1958 - acc: 0.9494\u001b[0m\n",
      "\u001b[31m44525/50834 [=========================>....] - ETA: 0s - loss: 0.1938 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m45400/50834 [=========================>....] - ETA: 0s - loss: 0.1926 - acc: 0.9504\u001b[0m\n",
      "\u001b[31m46275/50834 [==========================>...] - ETA: 0s - loss: 0.1907 - acc: 0.9510\u001b[0m\n",
      "\u001b[31m47150/50834 [==========================>...] - ETA: 0s - loss: 0.1886 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m48025/50834 [===========================>..] - ETA: 0s - loss: 0.1871 - acc: 0.9521\u001b[0m\n",
      "\u001b[31m48825/50834 [===========================>..] - ETA: 0s - loss: 0.1852 - acc: 0.9526\u001b[0m\n",
      "\u001b[31m49700/50834 [============================>.] - ETA: 0s - loss: 0.1839 - acc: 0.9530\u001b[0m\n",
      "\u001b[31m50525/50834 [============================>.] - ETA: 0s - loss: 0.1822 - acc: 0.9534\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 74us/step - loss: 0.1821 - acc: 0.9535\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 27:05 - loss: 0.6931 - acc: 0.4800\n",
      "  875/50834 [..............................] - ETA: 48s - loss: 0.6927 - acc: 0.5829  \n",
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      "\u001b[31m11350/50834 [=====>........................] - ETA: 5s - loss: 0.4058 - acc: 0.8885\u001b[0m\n",
      "\u001b[31m12225/50834 [======>.......................] - ETA: 4s - loss: 0.3912 - acc: 0.8926\u001b[0m\n",
      "\u001b[31m13075/50834 [======>.......................] - ETA: 4s - loss: 0.3813 - acc: 0.8970\u001b[0m\n",
      "\u001b[31m13950/50834 [=======>......................] - ETA: 4s - loss: 0.3689 - acc: 0.9011\u001b[0m\n",
      "\u001b[31m14825/50834 [=======>......................] - ETA: 4s - loss: 0.3573 - acc: 0.9048\u001b[0m\n",
      "\u001b[31m15700/50834 [========>.....................] - ETA: 3s - loss: 0.3469 - acc: 0.9079\u001b[0m\n",
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      "\u001b[31m17450/50834 [=========>....................] - ETA: 3s - loss: 0.3312 - acc: 0.9138\u001b[0m\n",
      "\u001b[31m18300/50834 [=========>....................] - ETA: 3s - loss: 0.3209 - acc: 0.9167\u001b[0m\n",
      "\u001b[31m19175/50834 [==========>...................] - ETA: 3s - loss: 0.3140 - acc: 0.9193\u001b[0m\n",
      "\u001b[31m20050/50834 [==========>...................] - ETA: 3s - loss: 0.3078 - acc: 0.9212\u001b[0m\n",
      "\u001b[31m20925/50834 [===========>..................] - ETA: 2s - loss: 0.2993 - acc: 0.9232\u001b[0m\n",
      "\u001b[31m21750/50834 [===========>..................] - ETA: 2s - loss: 0.2946 - acc: 0.9250\u001b[0m\n",
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      "\u001b[31m25250/50834 [=============>................] - ETA: 2s - loss: 0.2738 - acc: 0.9312\u001b[0m\n",
      "\u001b[31m26125/50834 [==============>...............] - ETA: 2s - loss: 0.2709 - acc: 0.9322\u001b[0m\n",
      "\u001b[31m27000/50834 [==============>...............] - ETA: 2s - loss: 0.2673 - acc: 0.9333\u001b[0m\n",
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      "\u001b[31m29600/50834 [================>.............] - ETA: 1s - loss: 0.2576 - acc: 0.9365\u001b[0m\n",
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      "\u001b[31m32225/50834 [==================>...........] - ETA: 1s - loss: 0.2481 - acc: 0.9394\u001b[0m\n",
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      "\u001b[31m36575/50834 [====================>.........] - ETA: 1s - loss: 0.2322 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m37400/50834 [=====================>........] - ETA: 1s - loss: 0.2311 - acc: 0.9440\u001b[0m\n",
      "\u001b[31m38225/50834 [=====================>........] - ETA: 1s - loss: 0.2285 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m39100/50834 [======================>.......] - ETA: 0s - loss: 0.2264 - acc: 0.9451\u001b[0m\n",
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      "\u001b[31m42575/50834 [========================>.....] - ETA: 0s - loss: 0.2183 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m43450/50834 [========================>.....] - ETA: 0s - loss: 0.2163 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m44325/50834 [=========================>....] - ETA: 0s - loss: 0.2144 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m45200/50834 [=========================>....] - ETA: 0s - loss: 0.2124 - acc: 0.9493\u001b[0m\n",
      "\u001b[31m46075/50834 [==========================>...] - ETA: 0s - loss: 0.2101 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m46950/50834 [==========================>...] - ETA: 0s - loss: 0.2084 - acc: 0.9503\u001b[0m\n",
      "\u001b[31m47825/50834 [===========================>..] - ETA: 0s - loss: 0.2078 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m48700/50834 [===========================>..] - ETA: 0s - loss: 0.2080 - acc: 0.9510\u001b[0m\n",
      "\u001b[31m49575/50834 [============================>.] - ETA: 0s - loss: 0.2073 - acc: 0.9512\u001b[0m\n",
      "\u001b[31m50450/50834 [============================>.] - ETA: 0s - loss: 0.2060 - acc: 0.9517\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 74us/step - loss: 0.2052 - acc: 0.9518\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m   25/50834 [..............................] - ETA: 28:08 - loss: 0.6930 - acc: 0.6800\n",
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      "\u001b[31m10200/50834 [=====>........................] - ETA: 5s - loss: 0.4088 - acc: 0.9142\u001b[0m\n",
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      "\u001b[31m13650/50834 [=======>......................] - ETA: 4s - loss: 0.3514 - acc: 0.9258\u001b[0m\n",
      "\u001b[31m14500/50834 [=======>......................] - ETA: 4s - loss: 0.3383 - acc: 0.9278\u001b[0m\n",
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      "\u001b[31m16200/50834 [========>.....................] - ETA: 3s - loss: 0.3202 - acc: 0.9320\u001b[0m\n",
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      "\u001b[31m19650/50834 [==========>...................] - ETA: 3s - loss: 0.2886 - acc: 0.9387\u001b[0m\n",
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      "\u001b[31m21375/50834 [===========>..................] - ETA: 2s - loss: 0.2758 - acc: 0.9409\u001b[0m\n",
      "\u001b[31m22250/50834 [============>.................] - ETA: 2s - loss: 0.2696 - acc: 0.9422\u001b[0m\n",
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      "\u001b[31m24000/50834 [=============>................] - ETA: 2s - loss: 0.2574 - acc: 0.9448\u001b[0m\n",
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      "\u001b[31m25625/50834 [==============>...............] - ETA: 2s - loss: 0.2471 - acc: 0.9469\u001b[0m\n",
      "\u001b[31m26475/50834 [==============>...............] - ETA: 2s - loss: 0.2449 - acc: 0.9477\u001b[0m\n",
      "\u001b[31m27350/50834 [===============>..............] - ETA: 2s - loss: 0.2409 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m28225/50834 [===============>..............] - ETA: 2s - loss: 0.2365 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m29075/50834 [================>.............] - ETA: 1s - loss: 0.2338 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m29925/50834 [================>.............] - ETA: 1s - loss: 0.2318 - acc: 0.9505\u001b[0m\n",
      "\u001b[31m30775/50834 [=================>............] - ETA: 1s - loss: 0.2305 - acc: 0.9509\u001b[0m\n",
      "\u001b[31m31625/50834 [=================>............] - ETA: 1s - loss: 0.2280 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m32475/50834 [==================>...........] - ETA: 1s - loss: 0.2261 - acc: 0.9521\u001b[0m\n",
      "\u001b[31m33350/50834 [==================>...........] - ETA: 1s - loss: 0.2229 - acc: 0.9528\u001b[0m\n",
      "\u001b[31m34225/50834 [===================>..........] - ETA: 1s - loss: 0.2202 - acc: 0.9533\u001b[0m\n",
      "\u001b[31m35075/50834 [===================>..........] - ETA: 1s - loss: 0.2182 - acc: 0.9536\u001b[0m\n",
      "\u001b[31m35925/50834 [====================>.........] - ETA: 1s - loss: 0.2164 - acc: 0.9541\u001b[0m\n",
      "\u001b[31m36775/50834 [====================>.........] - ETA: 1s - loss: 0.2138 - acc: 0.9546\u001b[0m\n",
      "\u001b[31m37650/50834 [=====================>........] - ETA: 1s - loss: 0.2114 - acc: 0.9552\u001b[0m\n",
      "\u001b[31m38475/50834 [=====================>........] - ETA: 1s - loss: 0.2094 - acc: 0.9557\u001b[0m\n",
      "\u001b[31m39325/50834 [======================>.......] - ETA: 0s - loss: 0.2071 - acc: 0.9560\u001b[0m\n",
      "\u001b[31m40175/50834 [======================>.......] - ETA: 0s - loss: 0.2056 - acc: 0.9564\u001b[0m\n",
      "\u001b[31m41050/50834 [=======================>......] - ETA: 0s - loss: 0.2035 - acc: 0.9568\u001b[0m\n",
      "\u001b[31m41875/50834 [=======================>......] - ETA: 0s - loss: 0.2016 - acc: 0.9571\u001b[0m\n",
      "\u001b[31m42725/50834 [========================>.....] - ETA: 0s - loss: 0.1999 - acc: 0.9575\u001b[0m\n",
      "\u001b[31m43575/50834 [========================>.....] - ETA: 0s - loss: 0.1976 - acc: 0.9578\u001b[0m\n",
      "\u001b[31m44425/50834 [=========================>....] - ETA: 0s - loss: 0.1960 - acc: 0.9584\u001b[0m\n",
      "\u001b[31m45275/50834 [=========================>....] - ETA: 0s - loss: 0.1942 - acc: 0.9589\u001b[0m\n",
      "\u001b[31m46125/50834 [==========================>...] - ETA: 0s - loss: 0.1923 - acc: 0.9594\u001b[0m\n",
      "\u001b[31m46975/50834 [==========================>...] - ETA: 0s - loss: 0.1903 - acc: 0.9597\u001b[0m\n",
      "\u001b[31m47825/50834 [===========================>..] - ETA: 0s - loss: 0.1886 - acc: 0.9601\u001b[0m\n",
      "\u001b[31m48675/50834 [===========================>..] - ETA: 0s - loss: 0.1873 - acc: 0.9603\u001b[0m\n",
      "\u001b[31m49525/50834 [============================>.] - ETA: 0s - loss: 0.1858 - acc: 0.9605\u001b[0m\n",
      "\u001b[31m50375/50834 [============================>.] - ETA: 0s - loss: 0.1842 - acc: 0.9609\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 76us/step - loss: 0.1833 - acc: 0.9610\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 29:38 - loss: 0.6932 - acc: 0.4800\n",
      "  875/50834 [..............................] - ETA: 52s - loss: 0.6931 - acc: 0.4903  \n",
      " 1750/50834 [>.............................] - ETA: 27s - loss: 0.6914 - acc: 0.6251\n",
      " 2600/50834 [>.............................] - ETA: 19s - loss: 0.6818 - acc: 0.7092\n",
      " 3450/50834 [=>............................] - ETA: 14s - loss: 0.6610 - acc: 0.7539\n",
      " 4300/50834 [=>............................] - ETA: 12s - loss: 0.6282 - acc: 0.7835\n",
      " 5150/50834 [==>...........................] - ETA: 10s - loss: 0.5893 - acc: 0.8066\n",
      " 6025/50834 [==>...........................] - ETA: 9s - loss: 0.5517 - acc: 0.8249 \n",
      " 6900/50834 [===>..........................] - ETA: 8s - loss: 0.5192 - acc: 0.8390\n",
      " 7700/50834 [===>..........................] - ETA: 7s - loss: 0.4889 - acc: 0.8509\u001b[0m\n",
      "\u001b[31m 8550/50834 [====>.........................] - ETA: 6s - loss: 0.4618 - acc: 0.8616\n",
      " 9400/50834 [====>.........................] - ETA: 6s - loss: 0.4402 - acc: 0.8703\u001b[0m\n",
      "\u001b[31m10250/50834 [=====>........................] - ETA: 5s - loss: 0.4190 - acc: 0.8764\u001b[0m\n",
      "\u001b[31m11100/50834 [=====>........................] - ETA: 5s - loss: 0.4014 - acc: 0.8822\u001b[0m\n",
      "\u001b[31m11950/50834 [======>.......................] - ETA: 5s - loss: 0.3835 - acc: 0.8885\u001b[0m\n",
      "\u001b[31m12825/50834 [======>.......................] - ETA: 4s - loss: 0.3677 - acc: 0.8930\u001b[0m\n",
      "\u001b[31m13675/50834 [=======>......................] - ETA: 4s - loss: 0.3520 - acc: 0.8978\u001b[0m\n",
      "\u001b[31m14525/50834 [=======>......................] - ETA: 4s - loss: 0.3408 - acc: 0.9013\u001b[0m\n",
      "\u001b[31m15375/50834 [========>.....................] - ETA: 4s - loss: 0.3297 - acc: 0.9047\u001b[0m\n",
      "\u001b[31m16250/50834 [========>.....................] - ETA: 3s - loss: 0.3178 - acc: 0.9085\u001b[0m\n",
      "\u001b[31m17125/50834 [=========>....................] - ETA: 3s - loss: 0.3097 - acc: 0.9112\u001b[0m\n",
      "\u001b[31m17975/50834 [=========>....................] - ETA: 3s - loss: 0.3032 - acc: 0.9142\u001b[0m\n",
      "\u001b[31m18825/50834 [==========>...................] - ETA: 3s - loss: 0.2960 - acc: 0.9163\u001b[0m\n",
      "\u001b[31m19675/50834 [==========>...................] - ETA: 3s - loss: 0.2878 - acc: 0.9191\u001b[0m\n",
      "\u001b[31m20525/50834 [===========>..................] - ETA: 3s - loss: 0.2817 - acc: 0.9209\u001b[0m\n",
      "\u001b[31m21375/50834 [===========>..................] - ETA: 2s - loss: 0.2774 - acc: 0.9227\u001b[0m\n",
      "\u001b[31m22225/50834 [============>.................] - ETA: 2s - loss: 0.2724 - acc: 0.9244\u001b[0m\n",
      "\u001b[31m23075/50834 [============>.................] - ETA: 2s - loss: 0.2658 - acc: 0.9267\u001b[0m\n",
      "\u001b[31m23925/50834 [=============>................] - ETA: 2s - loss: 0.2604 - acc: 0.9283\u001b[0m\n",
      "\u001b[31m24750/50834 [=============>................] - ETA: 2s - loss: 0.2559 - acc: 0.9297\u001b[0m\n",
      "\u001b[31m25625/50834 [==============>...............] - ETA: 2s - loss: 0.2519 - acc: 0.9313\u001b[0m\n",
      "\u001b[31m26475/50834 [==============>...............] - ETA: 2s - loss: 0.2475 - acc: 0.9327\u001b[0m\n",
      "\u001b[31m27350/50834 [===============>..............] - ETA: 2s - loss: 0.2437 - acc: 0.9340\u001b[0m\n",
      "\u001b[31m28200/50834 [===============>..............] - ETA: 2s - loss: 0.2403 - acc: 0.9353\u001b[0m\n",
      "\u001b[31m29050/50834 [================>.............] - ETA: 1s - loss: 0.2363 - acc: 0.9367\u001b[0m\n",
      "\u001b[31m29900/50834 [================>.............] - ETA: 1s - loss: 0.2323 - acc: 0.9380\u001b[0m\n",
      "\u001b[31m30750/50834 [=================>............] - ETA: 1s - loss: 0.2287 - acc: 0.9392\u001b[0m\n",
      "\u001b[31m31600/50834 [=================>............] - ETA: 1s - loss: 0.2250 - acc: 0.9403\u001b[0m\n",
      "\u001b[31m32475/50834 [==================>...........] - ETA: 1s - loss: 0.2225 - acc: 0.9413\u001b[0m\n",
      "\u001b[31m33350/50834 [==================>...........] - ETA: 1s - loss: 0.2188 - acc: 0.9422\u001b[0m\n",
      "\u001b[31m34200/50834 [===================>..........] - ETA: 1s - loss: 0.2160 - acc: 0.9431\u001b[0m\n",
      "\u001b[31m35050/50834 [===================>..........] - ETA: 1s - loss: 0.2135 - acc: 0.9440\u001b[0m\n",
      "\u001b[31m35900/50834 [====================>.........] - ETA: 1s - loss: 0.2124 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m36775/50834 [====================>.........] - ETA: 1s - loss: 0.2094 - acc: 0.9455\u001b[0m\n",
      "\u001b[31m37625/50834 [=====================>........] - ETA: 1s - loss: 0.2067 - acc: 0.9463\u001b[0m\n",
      "\u001b[31m38475/50834 [=====================>........] - ETA: 1s - loss: 0.2046 - acc: 0.9470\u001b[0m\n",
      "\u001b[31m39350/50834 [======================>.......] - ETA: 0s - loss: 0.2020 - acc: 0.9477\u001b[0m\n",
      "\u001b[31m40200/50834 [======================>.......] - ETA: 0s - loss: 0.1998 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m41050/50834 [=======================>......] - ETA: 0s - loss: 0.1976 - acc: 0.9489\u001b[0m\n",
      "\u001b[31m41875/50834 [=======================>......] - ETA: 0s - loss: 0.1961 - acc: 0.9495\u001b[0m\n",
      "\u001b[31m42725/50834 [========================>.....] - ETA: 0s - loss: 0.1943 - acc: 0.9500\u001b[0m\n",
      "\u001b[31m43600/50834 [========================>.....] - ETA: 0s - loss: 0.1922 - acc: 0.9505\u001b[0m\n",
      "\u001b[31m44450/50834 [=========================>....] - ETA: 0s - loss: 0.1905 - acc: 0.9509\u001b[0m\n",
      "\u001b[31m45300/50834 [=========================>....] - ETA: 0s - loss: 0.1883 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m46150/50834 [==========================>...] - ETA: 0s - loss: 0.1872 - acc: 0.9519\u001b[0m\n",
      "\u001b[31m47000/50834 [==========================>...] - ETA: 0s - loss: 0.1856 - acc: 0.9524\u001b[0m\n",
      "\u001b[31m47850/50834 [===========================>..] - ETA: 0s - loss: 0.1839 - acc: 0.9529\u001b[0m\n",
      "\u001b[31m48700/50834 [===========================>..] - ETA: 0s - loss: 0.1824 - acc: 0.9532\u001b[0m\n",
      "\u001b[31m49550/50834 [============================>.] - ETA: 0s - loss: 0.1803 - acc: 0.9538\u001b[0m\n",
      "\u001b[31m50400/50834 [============================>.] - ETA: 0s - loss: 0.1790 - acc: 0.9543\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 77us/step - loss: 0.1787 - acc: 0.9545\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 30:37 - loss: 0.6931 - acc: 0.4400\n",
      "  850/50834 [..............................] - ETA: 56s - loss: 0.6925 - acc: 0.5318  \n",
      " 1700/50834 [>.............................] - ETA: 29s - loss: 0.6895 - acc: 0.6541\n",
      " 2550/50834 [>.............................] - ETA: 19s - loss: 0.6786 - acc: 0.7463\n",
      " 3400/50834 [=>............................] - ETA: 15s - loss: 0.6577 - acc: 0.7882\n",
      " 4250/50834 [=>............................] - ETA: 12s - loss: 0.6242 - acc: 0.8146\n",
      " 5125/50834 [==>...........................] - ETA: 10s - loss: 0.5837 - acc: 0.8357\n",
      " 5975/50834 [==>...........................] - ETA: 9s - loss: 0.5421 - acc: 0.8507 \n",
      " 6825/50834 [===>..........................] - ETA: 8s - loss: 0.5049 - acc: 0.8620\n",
      " 7700/50834 [===>..........................] - ETA: 7s - loss: 0.4747 - acc: 0.8701\n",
      " 8550/50834 [====>.........................] - ETA: 6s - loss: 0.4524 - acc: 0.8780\n",
      " 9375/50834 [====>.........................] - ETA: 6s - loss: 0.4293 - acc: 0.8851\u001b[0m\n",
      "\u001b[31m10225/50834 [=====>........................] - ETA: 5s - loss: 0.4083 - acc: 0.8918\u001b[0m\n",
      "\u001b[31m11075/50834 [=====>........................] - ETA: 5s - loss: 0.3883 - acc: 0.8972\u001b[0m\n",
      "\u001b[31m11925/50834 [======>.......................] - ETA: 5s - loss: 0.3702 - acc: 0.9022\u001b[0m\n",
      "\u001b[31m12775/50834 [======>.......................] - ETA: 4s - loss: 0.3573 - acc: 0.9055\u001b[0m\n",
      "\u001b[31m13625/50834 [=======>......................] - ETA: 4s - loss: 0.3444 - acc: 0.9086\u001b[0m\n",
      "\u001b[31m14475/50834 [=======>......................] - ETA: 4s - loss: 0.3322 - acc: 0.9124\u001b[0m\n",
      "\u001b[31m15325/50834 [========>.....................] - ETA: 4s - loss: 0.3212 - acc: 0.9160\u001b[0m\n",
      "\u001b[31m16175/50834 [========>.....................] - ETA: 3s - loss: 0.3118 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m17025/50834 [=========>....................] - ETA: 3s - loss: 0.3057 - acc: 0.9211\u001b[0m\n",
      "\u001b[31m17875/50834 [=========>....................] - ETA: 3s - loss: 0.2973 - acc: 0.9231\u001b[0m\n",
      "\u001b[31m18725/50834 [==========>...................] - ETA: 3s - loss: 0.2896 - acc: 0.9254\u001b[0m\n",
      "\u001b[31m19575/50834 [==========>...................] - ETA: 3s - loss: 0.2839 - acc: 0.9277\u001b[0m\n",
      "\u001b[31m20425/50834 [===========>..................] - ETA: 3s - loss: 0.2771 - acc: 0.9294\u001b[0m\n",
      "\u001b[31m21275/50834 [===========>..................] - ETA: 3s - loss: 0.2711 - acc: 0.9311\u001b[0m\n",
      "\u001b[31m22125/50834 [============>.................] - ETA: 2s - loss: 0.2650 - acc: 0.9328\u001b[0m\n",
      "\u001b[31m22975/50834 [============>.................] - ETA: 2s - loss: 0.2627 - acc: 0.9339\u001b[0m\n",
      "\u001b[31m23825/50834 [=============>................] - ETA: 2s - loss: 0.2576 - acc: 0.9352\u001b[0m\n",
      "\u001b[31m24675/50834 [=============>................] - ETA: 2s - loss: 0.2536 - acc: 0.9366\u001b[0m\n",
      "\u001b[31m25525/50834 [==============>...............] - ETA: 2s - loss: 0.2492 - acc: 0.9379\u001b[0m\n",
      "\u001b[31m26350/50834 [==============>...............] - ETA: 2s - loss: 0.2454 - acc: 0.9391\u001b[0m\n",
      "\u001b[31m27200/50834 [===============>..............] - ETA: 2s - loss: 0.2407 - acc: 0.9404\u001b[0m\n",
      "\u001b[31m28050/50834 [===============>..............] - ETA: 2s - loss: 0.2368 - acc: 0.9415\u001b[0m\n",
      "\u001b[31m28900/50834 [================>.............] - ETA: 1s - loss: 0.2325 - acc: 0.9424\u001b[0m\n",
      "\u001b[31m29750/50834 [================>.............] - ETA: 1s - loss: 0.2292 - acc: 0.9431\u001b[0m\n",
      "\u001b[31m30600/50834 [=================>............] - ETA: 1s - loss: 0.2265 - acc: 0.9439\u001b[0m\n",
      "\u001b[31m31450/50834 [=================>............] - ETA: 1s - loss: 0.2261 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m32300/50834 [==================>...........] - ETA: 1s - loss: 0.2233 - acc: 0.9452\u001b[0m\n",
      "\u001b[31m33150/50834 [==================>...........] - ETA: 1s - loss: 0.2216 - acc: 0.9458\u001b[0m\n",
      "\u001b[31m34025/50834 [===================>..........] - ETA: 1s - loss: 0.2190 - acc: 0.9465\u001b[0m\n",
      "\u001b[31m34875/50834 [===================>..........] - ETA: 1s - loss: 0.2172 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m35725/50834 [====================>.........] - ETA: 1s - loss: 0.2143 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m36575/50834 [====================>.........] - ETA: 1s - loss: 0.2116 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m37425/50834 [=====================>........] - ETA: 1s - loss: 0.2090 - acc: 0.9495\u001b[0m\n",
      "\u001b[31m38275/50834 [=====================>........] - ETA: 1s - loss: 0.2062 - acc: 0.9500\u001b[0m\n",
      "\u001b[31m39125/50834 [======================>.......] - ETA: 0s - loss: 0.2046 - acc: 0.9504\u001b[0m\n",
      "\u001b[31m39975/50834 [======================>.......] - ETA: 0s - loss: 0.2032 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m40800/50834 [=======================>......] - ETA: 0s - loss: 0.2029 - acc: 0.9511\u001b[0m\n",
      "\u001b[31m41650/50834 [=======================>......] - ETA: 0s - loss: 0.2008 - acc: 0.9518\u001b[0m\n",
      "\u001b[31m42500/50834 [========================>.....] - ETA: 0s - loss: 0.1997 - acc: 0.9522\u001b[0m\n",
      "\u001b[31m43325/50834 [========================>.....] - ETA: 0s - loss: 0.1977 - acc: 0.9527\u001b[0m\n",
      "\u001b[31m44175/50834 [=========================>....] - ETA: 0s - loss: 0.1958 - acc: 0.9531\u001b[0m\n",
      "\u001b[31m45025/50834 [=========================>....] - ETA: 0s - loss: 0.1935 - acc: 0.9537\u001b[0m\n",
      "\u001b[31m45875/50834 [==========================>...] - ETA: 0s - loss: 0.1915 - acc: 0.9544\u001b[0m\n",
      "\u001b[31m46725/50834 [==========================>...] - ETA: 0s - loss: 0.1898 - acc: 0.9547\u001b[0m\n",
      "\u001b[31m47575/50834 [===========================>..] - ETA: 0s - loss: 0.1881 - acc: 0.9551\u001b[0m\n",
      "\u001b[31m48425/50834 [===========================>..] - ETA: 0s - loss: 0.1866 - acc: 0.9554\u001b[0m\n",
      "\u001b[31m49275/50834 [============================>.] - ETA: 0s - loss: 0.1850 - acc: 0.9559\u001b[0m\n",
      "\u001b[31m50125/50834 [============================>.] - ETA: 0s - loss: 0.1837 - acc: 0.9561\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 77us/step - loss: 0.1824 - acc: 0.9564\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 31:32 - loss: 0.6931 - acc: 0.5200\n",
      "  850/50834 [..............................] - ETA: 57s - loss: 0.6926 - acc: 0.6000  \n",
      " 1700/50834 [>.............................] - ETA: 29s - loss: 0.6905 - acc: 0.7106\n",
      " 2550/50834 [>.............................] - ETA: 20s - loss: 0.6840 - acc: 0.7773\n",
      " 3400/50834 [=>............................] - ETA: 15s - loss: 0.6697 - acc: 0.8068\n",
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      " 5100/50834 [==>...........................] - ETA: 11s - loss: 0.6128 - acc: 0.8424\n",
      " 5950/50834 [==>...........................] - ETA: 9s - loss: 0.5738 - acc: 0.8565 \n",
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      " 8500/50834 [====>.........................] - ETA: 7s - loss: 0.4802 - acc: 0.8789\n",
      " 9300/50834 [====>.........................] - ETA: 6s - loss: 0.4563 - acc: 0.8857\u001b[0m\n",
      "\u001b[31m10150/50834 [====>.........................] - ETA: 6s - loss: 0.4333 - acc: 0.8922\u001b[0m\n",
      "\u001b[31m11000/50834 [=====>........................] - ETA: 5s - loss: 0.4165 - acc: 0.8964\u001b[0m\n",
      "\u001b[31m11850/50834 [=====>........................] - ETA: 5s - loss: 0.3994 - acc: 0.9007\u001b[0m\n",
      "\u001b[31m12700/50834 [======>.......................] - ETA: 5s - loss: 0.3859 - acc: 0.9043\u001b[0m\n",
      "\u001b[31m13550/50834 [======>.......................] - ETA: 4s - loss: 0.3747 - acc: 0.9071\u001b[0m\n",
      "\u001b[31m14400/50834 [=======>......................] - ETA: 4s - loss: 0.3614 - acc: 0.9102\u001b[0m\n",
      "\u001b[31m15250/50834 [=======>......................] - ETA: 4s - loss: 0.3482 - acc: 0.9132\u001b[0m\n",
      "\u001b[31m16100/50834 [========>.....................] - ETA: 4s - loss: 0.3394 - acc: 0.9158\u001b[0m\n",
      "\u001b[31m16950/50834 [=========>....................] - ETA: 3s - loss: 0.3292 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m17800/50834 [=========>....................] - ETA: 3s - loss: 0.3196 - acc: 0.9211\u001b[0m\n",
      "\u001b[31m18650/50834 [==========>...................] - ETA: 3s - loss: 0.3115 - acc: 0.9232\u001b[0m\n",
      "\u001b[31m19500/50834 [==========>...................] - ETA: 3s - loss: 0.3033 - acc: 0.9248\u001b[0m\n",
      "\u001b[31m20350/50834 [===========>..................] - ETA: 3s - loss: 0.2946 - acc: 0.9271\u001b[0m\n",
      "\u001b[31m21200/50834 [===========>..................] - ETA: 3s - loss: 0.2878 - acc: 0.9288\u001b[0m\n",
      "\u001b[31m22050/50834 [============>.................] - ETA: 2s - loss: 0.2833 - acc: 0.9301\u001b[0m\n",
      "\u001b[31m22900/50834 [============>.................] - ETA: 2s - loss: 0.2796 - acc: 0.9314\u001b[0m\n",
      "\u001b[31m23750/50834 [=============>................] - ETA: 2s - loss: 0.2733 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m24600/50834 [=============>................] - ETA: 2s - loss: 0.2691 - acc: 0.9344\u001b[0m\n",
      "\u001b[31m25450/50834 [==============>...............] - ETA: 2s - loss: 0.2637 - acc: 0.9356\u001b[0m\n",
      "\u001b[31m26275/50834 [==============>...............] - ETA: 2s - loss: 0.2593 - acc: 0.9370\u001b[0m\n",
      "\u001b[31m27125/50834 [===============>..............] - ETA: 2s - loss: 0.2547 - acc: 0.9384\u001b[0m\n",
      "\u001b[31m27975/50834 [===============>..............] - ETA: 2s - loss: 0.2504 - acc: 0.9396\u001b[0m\n",
      "\u001b[31m28825/50834 [================>.............] - ETA: 2s - loss: 0.2473 - acc: 0.9404\u001b[0m\n",
      "\u001b[31m29675/50834 [================>.............] - ETA: 1s - loss: 0.2437 - acc: 0.9415\u001b[0m\n",
      "\u001b[31m30525/50834 [=================>............] - ETA: 1s - loss: 0.2407 - acc: 0.9423\u001b[0m\n",
      "\u001b[31m31375/50834 [=================>............] - ETA: 1s - loss: 0.2370 - acc: 0.9432\u001b[0m\n",
      "\u001b[31m32225/50834 [==================>...........] - ETA: 1s - loss: 0.2365 - acc: 0.9438\u001b[0m\n",
      "\u001b[31m33075/50834 [==================>...........] - ETA: 1s - loss: 0.2323 - acc: 0.9448\u001b[0m\n",
      "\u001b[31m33925/50834 [===================>..........] - ETA: 1s - loss: 0.2287 - acc: 0.9457\u001b[0m\n",
      "\u001b[31m34775/50834 [===================>..........] - ETA: 1s - loss: 0.2274 - acc: 0.9463\u001b[0m\n",
      "\u001b[31m35625/50834 [====================>.........] - ETA: 1s - loss: 0.2245 - acc: 0.9470\u001b[0m\n",
      "\u001b[31m36475/50834 [====================>.........] - ETA: 1s - loss: 0.2216 - acc: 0.9478\u001b[0m\n",
      "\u001b[31m37325/50834 [=====================>........] - ETA: 1s - loss: 0.2188 - acc: 0.9486\u001b[0m\n",
      "\u001b[31m38175/50834 [=====================>........] - ETA: 1s - loss: 0.2155 - acc: 0.9493\u001b[0m\n",
      "\u001b[31m39025/50834 [======================>.......] - ETA: 0s - loss: 0.2145 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m39875/50834 [======================>.......] - ETA: 0s - loss: 0.2134 - acc: 0.9501\u001b[0m\n",
      "\u001b[31m40725/50834 [=======================>......] - ETA: 0s - loss: 0.2114 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m41575/50834 [=======================>......] - ETA: 0s - loss: 0.2098 - acc: 0.9512\u001b[0m\n",
      "\u001b[31m42400/50834 [========================>.....] - ETA: 0s - loss: 0.2070 - acc: 0.9519\u001b[0m\n",
      "\u001b[31m43225/50834 [========================>.....] - ETA: 0s - loss: 0.2056 - acc: 0.9521\u001b[0m\n",
      "\u001b[31m44075/50834 [=========================>....] - ETA: 0s - loss: 0.2046 - acc: 0.9524\u001b[0m\n",
      "\u001b[31m44925/50834 [=========================>....] - ETA: 0s - loss: 0.2028 - acc: 0.9529\u001b[0m\n",
      "\u001b[31m45775/50834 [==========================>...] - ETA: 0s - loss: 0.2014 - acc: 0.9534\u001b[0m\n",
      "\u001b[31m46625/50834 [==========================>...] - ETA: 0s - loss: 0.1999 - acc: 0.9538\u001b[0m\n",
      "\u001b[31m47475/50834 [===========================>..] - ETA: 0s - loss: 0.1977 - acc: 0.9543\u001b[0m\n",
      "\u001b[31m48325/50834 [===========================>..] - ETA: 0s - loss: 0.1957 - acc: 0.9548\u001b[0m\n",
      "\u001b[31m49175/50834 [============================>.] - ETA: 0s - loss: 0.1932 - acc: 0.9553\u001b[0m\n",
      "\u001b[31m50025/50834 [============================>.] - ETA: 0s - loss: 0.1921 - acc: 0.9557\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 78us/step - loss: 0.1907 - acc: 0.9561\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 33:15 - loss: 0.6931 - acc: 0.4400\n",
      "  850/50834 [..............................] - ETA: 1:00 - loss: 0.6928 - acc: 0.5153 \n",
      " 1700/50834 [>.............................] - ETA: 31s - loss: 0.6903 - acc: 0.6741 \n",
      " 2550/50834 [>.............................] - ETA: 21s - loss: 0.6811 - acc: 0.7349\n",
      " 3400/50834 [=>............................] - ETA: 16s - loss: 0.6612 - acc: 0.7668\n",
      " 4250/50834 [=>............................] - ETA: 13s - loss: 0.6344 - acc: 0.7887\n",
      " 5100/50834 [==>...........................] - ETA: 11s - loss: 0.6031 - acc: 0.8045\n",
      " 5950/50834 [==>...........................] - ETA: 10s - loss: 0.5684 - acc: 0.8225\n",
      " 6800/50834 [===>..........................] - ETA: 8s - loss: 0.5386 - acc: 0.8363 \n",
      " 7625/50834 [===>..........................] - ETA: 8s - loss: 0.5109 - acc: 0.8477\u001b[0m\n",
      "\u001b[31m 8475/50834 [====>.........................] - ETA: 7s - loss: 0.4884 - acc: 0.8571\n",
      " 9325/50834 [====>.........................] - ETA: 6s - loss: 0.4649 - acc: 0.8649\u001b[0m\n",
      "\u001b[31m10175/50834 [=====>........................] - ETA: 6s - loss: 0.4403 - acc: 0.8728\u001b[0m\n",
      "\u001b[31m11025/50834 [=====>........................] - ETA: 5s - loss: 0.4247 - acc: 0.8788\u001b[0m\n",
      "\u001b[31m11875/50834 [======>.......................] - ETA: 5s - loss: 0.4076 - acc: 0.8852\u001b[0m\n",
      "\u001b[31m12725/50834 [======>.......................] - ETA: 5s - loss: 0.3924 - acc: 0.8901\u001b[0m\n",
      "\u001b[31m13575/50834 [=======>......................] - ETA: 4s - loss: 0.3754 - acc: 0.8952\u001b[0m\n",
      "\u001b[31m14425/50834 [=======>......................] - ETA: 4s - loss: 0.3662 - acc: 0.8989\u001b[0m\n",
      "\u001b[31m15275/50834 [========>.....................] - ETA: 4s - loss: 0.3551 - acc: 0.9022\u001b[0m\n",
      "\u001b[31m16125/50834 [========>.....................] - ETA: 4s - loss: 0.3452 - acc: 0.9049\u001b[0m\n",
      "\u001b[31m16975/50834 [=========>....................] - ETA: 3s - loss: 0.3338 - acc: 0.9079\u001b[0m\n",
      "\u001b[31m17825/50834 [=========>....................] - ETA: 3s - loss: 0.3244 - acc: 0.9109\u001b[0m\n",
      "\u001b[31m18675/50834 [==========>...................] - ETA: 3s - loss: 0.3177 - acc: 0.9131\u001b[0m\n",
      "\u001b[31m19550/50834 [==========>...................] - ETA: 3s - loss: 0.3123 - acc: 0.9153\u001b[0m\n",
      "\u001b[31m20400/50834 [===========>..................] - ETA: 3s - loss: 0.3049 - acc: 0.9171\u001b[0m\n",
      "\u001b[31m21275/50834 [===========>..................] - ETA: 3s - loss: 0.3009 - acc: 0.9187\u001b[0m\n",
      "\u001b[31m22125/50834 [============>.................] - ETA: 2s - loss: 0.2957 - acc: 0.9204\u001b[0m\n",
      "\u001b[31m22975/50834 [============>.................] - ETA: 2s - loss: 0.2912 - acc: 0.9223\u001b[0m\n",
      "\u001b[31m23825/50834 [=============>................] - ETA: 2s - loss: 0.2842 - acc: 0.9242\u001b[0m\n",
      "\u001b[31m24625/50834 [=============>................] - ETA: 2s - loss: 0.2801 - acc: 0.9256\u001b[0m\n",
      "\u001b[31m25475/50834 [==============>...............] - ETA: 2s - loss: 0.2751 - acc: 0.9271\u001b[0m\n",
      "\u001b[31m26325/50834 [==============>...............] - ETA: 2s - loss: 0.2731 - acc: 0.9282\u001b[0m\n",
      "\u001b[31m27200/50834 [===============>..............] - ETA: 2s - loss: 0.2687 - acc: 0.9296\u001b[0m\n",
      "\u001b[31m28050/50834 [===============>..............] - ETA: 2s - loss: 0.2627 - acc: 0.9314\u001b[0m\n",
      "\u001b[31m28900/50834 [================>.............] - ETA: 2s - loss: 0.2610 - acc: 0.9322\u001b[0m\n",
      "\u001b[31m29750/50834 [================>.............] - ETA: 1s - loss: 0.2577 - acc: 0.9330\u001b[0m\n",
      "\u001b[31m30600/50834 [=================>............] - ETA: 1s - loss: 0.2531 - acc: 0.9343\u001b[0m\n",
      "\u001b[31m31450/50834 [=================>............] - ETA: 1s - loss: 0.2495 - acc: 0.9351\u001b[0m\n",
      "\u001b[31m32300/50834 [==================>...........] - ETA: 1s - loss: 0.2460 - acc: 0.9362\u001b[0m\n",
      "\u001b[31m33150/50834 [==================>...........] - ETA: 1s - loss: 0.2435 - acc: 0.9372\u001b[0m\n",
      "\u001b[31m34025/50834 [===================>..........] - ETA: 1s - loss: 0.2396 - acc: 0.9383\u001b[0m\n",
      "\u001b[31m34875/50834 [===================>..........] - ETA: 1s - loss: 0.2381 - acc: 0.9390\u001b[0m\n",
      "\u001b[31m35725/50834 [====================>.........] - ETA: 1s - loss: 0.2366 - acc: 0.9398\u001b[0m\n",
      "\u001b[31m36575/50834 [====================>.........] - ETA: 1s - loss: 0.2339 - acc: 0.9406\u001b[0m\n",
      "\u001b[31m37425/50834 [=====================>........] - ETA: 1s - loss: 0.2310 - acc: 0.9416\u001b[0m\n",
      "\u001b[31m38275/50834 [=====================>........] - ETA: 1s - loss: 0.2276 - acc: 0.9425\u001b[0m\n",
      "\u001b[31m39125/50834 [======================>.......] - ETA: 0s - loss: 0.2258 - acc: 0.9429\u001b[0m\n",
      "\u001b[31m39975/50834 [======================>.......] - ETA: 0s - loss: 0.2238 - acc: 0.9436\u001b[0m\n",
      "\u001b[31m40825/50834 [=======================>......] - ETA: 0s - loss: 0.2218 - acc: 0.9444\u001b[0m\n",
      "\u001b[31m41625/50834 [=======================>......] - ETA: 0s - loss: 0.2193 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m42475/50834 [========================>.....] - ETA: 0s - loss: 0.2173 - acc: 0.9457\u001b[0m\n",
      "\u001b[31m43275/50834 [========================>.....] - ETA: 0s - loss: 0.2158 - acc: 0.9462\u001b[0m\n",
      "\u001b[31m44050/50834 [========================>.....] - ETA: 0s - loss: 0.2142 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m44900/50834 [=========================>....] - ETA: 0s - loss: 0.2125 - acc: 0.9472\u001b[0m\n",
      "\u001b[31m45750/50834 [=========================>....] - ETA: 0s - loss: 0.2111 - acc: 0.9475\u001b[0m\n",
      "\u001b[31m46600/50834 [==========================>...] - ETA: 0s - loss: 0.2085 - acc: 0.9482\u001b[0m\n",
      "\u001b[31m47450/50834 [===========================>..] - ETA: 0s - loss: 0.2067 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m48300/50834 [===========================>..] - ETA: 0s - loss: 0.2049 - acc: 0.9493\u001b[0m\n",
      "\u001b[31m49150/50834 [============================>.] - ETA: 0s - loss: 0.2035 - acc: 0.9497\u001b[0m\n",
      "\u001b[31m50000/50834 [============================>.] - ETA: 0s - loss: 0.2017 - acc: 0.9502\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 79us/step - loss: 0.2011 - acc: 0.9505\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 34:07 - loss: 0.6931 - acc: 0.5600\n",
      "  850/50834 [..............................] - ETA: 1:02 - loss: 0.6923 - acc: 0.5106 \n",
      " 1700/50834 [>.............................] - ETA: 32s - loss: 0.6866 - acc: 0.5665 \n",
      " 2550/50834 [>.............................] - ETA: 21s - loss: 0.6717 - acc: 0.6686\n",
      " 3400/50834 [=>............................] - ETA: 16s - loss: 0.6443 - acc: 0.7282\n",
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      " 5075/50834 [=>............................] - ETA: 11s - loss: 0.5750 - acc: 0.7953\u001b[0m\n",
      "\u001b[31m 5900/50834 [==>...........................] - ETA: 10s - loss: 0.5390 - acc: 0.8154\n",
      " 6750/50834 [==>...........................] - ETA: 9s - loss: 0.5075 - acc: 0.8321 \n",
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      "\u001b[31m10150/50834 [====>.........................] - ETA: 6s - loss: 0.4115 - acc: 0.8723\u001b[0m\n",
      "\u001b[31m11000/50834 [=====>........................] - ETA: 6s - loss: 0.3915 - acc: 0.8787\u001b[0m\n",
      "\u001b[31m11850/50834 [=====>........................] - ETA: 5s - loss: 0.3748 - acc: 0.8847\u001b[0m\n",
      "\u001b[31m12700/50834 [======>.......................] - ETA: 5s - loss: 0.3612 - acc: 0.8898\u001b[0m\n",
      "\u001b[31m13550/50834 [======>.......................] - ETA: 5s - loss: 0.3472 - acc: 0.8945\u001b[0m\n",
      "\u001b[31m14400/50834 [=======>......................] - ETA: 4s - loss: 0.3365 - acc: 0.8992\u001b[0m\n",
      "\u001b[31m15250/50834 [=======>......................] - ETA: 4s - loss: 0.3237 - acc: 0.9034\u001b[0m\n",
      "\u001b[31m16100/50834 [========>.....................] - ETA: 4s - loss: 0.3153 - acc: 0.9067\u001b[0m\n",
      "\u001b[31m16950/50834 [=========>....................] - ETA: 4s - loss: 0.3062 - acc: 0.9097\u001b[0m\n",
      "\u001b[31m17800/50834 [=========>....................] - ETA: 3s - loss: 0.3007 - acc: 0.9125\u001b[0m\n",
      "\u001b[31m18650/50834 [==========>...................] - ETA: 3s - loss: 0.2951 - acc: 0.9145\u001b[0m\n",
      "\u001b[31m19500/50834 [==========>...................] - ETA: 3s - loss: 0.2876 - acc: 0.9170\u001b[0m\n",
      "\u001b[31m20350/50834 [===========>..................] - ETA: 3s - loss: 0.2803 - acc: 0.9194\u001b[0m\n",
      "\u001b[31m21200/50834 [===========>..................] - ETA: 3s - loss: 0.2756 - acc: 0.9214\u001b[0m\n",
      "\u001b[31m22000/50834 [===========>..................] - ETA: 3s - loss: 0.2703 - acc: 0.9230\u001b[0m\n",
      "\u001b[31m22850/50834 [============>.................] - ETA: 2s - loss: 0.2668 - acc: 0.9247\u001b[0m\n",
      "\u001b[31m23700/50834 [============>.................] - ETA: 2s - loss: 0.2625 - acc: 0.9261\u001b[0m\n",
      "\u001b[31m24500/50834 [=============>................] - ETA: 2s - loss: 0.2579 - acc: 0.9276\u001b[0m\n",
      "\u001b[31m25350/50834 [=============>................] - ETA: 2s - loss: 0.2530 - acc: 0.9292\u001b[0m\n",
      "\u001b[31m26200/50834 [==============>...............] - ETA: 2s - loss: 0.2481 - acc: 0.9306\u001b[0m\n",
      "\u001b[31m27050/50834 [==============>...............] - ETA: 2s - loss: 0.2440 - acc: 0.9321\u001b[0m\n",
      "\u001b[31m27900/50834 [===============>..............] - ETA: 2s - loss: 0.2410 - acc: 0.9333\u001b[0m\n",
      "\u001b[31m28750/50834 [===============>..............] - ETA: 2s - loss: 0.2373 - acc: 0.9345\u001b[0m\n",
      "\u001b[31m29600/50834 [================>.............] - ETA: 1s - loss: 0.2336 - acc: 0.9357\u001b[0m\n",
      "\u001b[31m30450/50834 [================>.............] - ETA: 1s - loss: 0.2310 - acc: 0.9370\u001b[0m\n",
      "\u001b[31m31300/50834 [=================>............] - ETA: 1s - loss: 0.2272 - acc: 0.9381\u001b[0m\n",
      "\u001b[31m32150/50834 [=================>............] - ETA: 1s - loss: 0.2253 - acc: 0.9390\u001b[0m\n",
      "\u001b[31m33000/50834 [==================>...........] - ETA: 1s - loss: 0.2224 - acc: 0.9401\u001b[0m\n",
      "\u001b[31m33850/50834 [==================>...........] - ETA: 1s - loss: 0.2202 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m34700/50834 [===================>..........] - ETA: 1s - loss: 0.2195 - acc: 0.9417\u001b[0m\n",
      "\u001b[31m35550/50834 [===================>..........] - ETA: 1s - loss: 0.2164 - acc: 0.9426\u001b[0m\n",
      "\u001b[31m36400/50834 [====================>.........] - ETA: 1s - loss: 0.2132 - acc: 0.9435\u001b[0m\n",
      "\u001b[31m37250/50834 [====================>.........] - ETA: 1s - loss: 0.2106 - acc: 0.9444\u001b[0m\n",
      "\u001b[31m38100/50834 [=====================>........] - ETA: 1s - loss: 0.2085 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m38900/50834 [=====================>........] - ETA: 1s - loss: 0.2073 - acc: 0.9455\u001b[0m\n",
      "\u001b[31m39750/50834 [======================>.......] - ETA: 0s - loss: 0.2044 - acc: 0.9463\u001b[0m\n",
      "\u001b[31m40600/50834 [======================>.......] - ETA: 0s - loss: 0.2028 - acc: 0.9468\u001b[0m\n",
      "\u001b[31m41450/50834 [=======================>......] - ETA: 0s - loss: 0.2013 - acc: 0.9475\u001b[0m\n",
      "\u001b[31m42300/50834 [=======================>......] - ETA: 0s - loss: 0.1989 - acc: 0.9482\u001b[0m\n",
      "\u001b[31m43125/50834 [========================>.....] - ETA: 0s - loss: 0.1971 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m43975/50834 [========================>.....] - ETA: 0s - loss: 0.1951 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m44825/50834 [=========================>....] - ETA: 0s - loss: 0.1929 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m45675/50834 [=========================>....] - ETA: 0s - loss: 0.1916 - acc: 0.9503\u001b[0m\n",
      "\u001b[31m46525/50834 [==========================>...] - ETA: 0s - loss: 0.1902 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m47375/50834 [==========================>...] - ETA: 0s - loss: 0.1887 - acc: 0.9511\u001b[0m\n",
      "\u001b[31m48225/50834 [===========================>..] - ETA: 0s - loss: 0.1867 - acc: 0.9517\u001b[0m\n",
      "\u001b[31m49075/50834 [===========================>..] - ETA: 0s - loss: 0.1851 - acc: 0.9522\u001b[0m\n",
      "\u001b[31m49925/50834 [============================>.] - ETA: 0s - loss: 0.1835 - acc: 0.9527\u001b[0m\n",
      "\u001b[31m50775/50834 [============================>.] - ETA: 0s - loss: 0.1826 - acc: 0.9531\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 80us/step - loss: 0.1826 - acc: 0.9532\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50833 [..............................] - ETA: 33:48 - loss: 0.6931 - acc: 0.5200\n",
      "  925/50833 [..............................] - ETA: 56s - loss: 0.6915 - acc: 0.6973  \n",
      " 1850/50833 [>.............................] - ETA: 29s - loss: 0.6847 - acc: 0.7627\n",
      " 2750/50833 [>.............................] - ETA: 20s - loss: 0.6719 - acc: 0.8156\n",
      " 3625/50833 [=>............................] - ETA: 15s - loss: 0.6549 - acc: 0.8417\u001b[0m\n",
      "\u001b[31m 4475/50833 [=>............................] - ETA: 12s - loss: 0.6325 - acc: 0.8583\n",
      " 5400/50833 [==>...........................] - ETA: 10s - loss: 0.6047 - acc: 0.8706\n",
      " 6250/50833 [==>...........................] - ETA: 9s - loss: 0.5794 - acc: 0.8784 \n",
      " 7150/50833 [===>..........................] - ETA: 8s - loss: 0.5516 - acc: 0.8859\n",
      " 8050/50833 [===>..........................] - ETA: 7s - loss: 0.5260 - acc: 0.8908\n",
      " 8950/50833 [====>.........................] - ETA: 7s - loss: 0.5015 - acc: 0.8968\n",
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      "\u001b[31m10775/50833 [=====>........................] - ETA: 5s - loss: 0.4585 - acc: 0.9052\u001b[0m\n",
      "\u001b[31m11675/50833 [=====>........................] - ETA: 5s - loss: 0.4393 - acc: 0.9095\u001b[0m\n",
      "\u001b[31m12600/50833 [======>.......................] - ETA: 5s - loss: 0.4205 - acc: 0.9129\u001b[0m\n",
      "\u001b[31m13525/50833 [======>.......................] - ETA: 4s - loss: 0.4061 - acc: 0.9160\u001b[0m\n",
      "\u001b[31m14450/50833 [=======>......................] - ETA: 4s - loss: 0.3907 - acc: 0.9197\u001b[0m\n",
      "\u001b[31m15350/50833 [========>.....................] - ETA: 4s - loss: 0.3771 - acc: 0.9223\u001b[0m\n",
      "\u001b[31m16250/50833 [========>.....................] - ETA: 4s - loss: 0.3642 - acc: 0.9247\u001b[0m\n",
      "\u001b[31m17175/50833 [=========>....................] - ETA: 3s - loss: 0.3528 - acc: 0.9269\u001b[0m\n",
      "\u001b[31m18100/50833 [=========>....................] - ETA: 3s - loss: 0.3430 - acc: 0.9286\u001b[0m\n",
      "\u001b[31m19025/50833 [==========>...................] - ETA: 3s - loss: 0.3336 - acc: 0.9305\u001b[0m\n",
      "\u001b[31m19950/50833 [==========>...................] - ETA: 3s - loss: 0.3247 - acc: 0.9320\u001b[0m\n",
      "\u001b[31m20850/50833 [===========>..................] - ETA: 3s - loss: 0.3156 - acc: 0.9338\u001b[0m\n",
      "\u001b[31m21700/50833 [===========>..................] - ETA: 2s - loss: 0.3099 - acc: 0.9353\u001b[0m\n",
      "\u001b[31m22625/50833 [============>.................] - ETA: 2s - loss: 0.3018 - acc: 0.9371\u001b[0m\n",
      "\u001b[31m23525/50833 [============>.................] - ETA: 2s - loss: 0.2943 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m24450/50833 [=============>................] - ETA: 2s - loss: 0.2909 - acc: 0.9398\u001b[0m\n",
      "\u001b[31m25350/50833 [=============>................] - ETA: 2s - loss: 0.2847 - acc: 0.9409\u001b[0m\n",
      "\u001b[31m26250/50833 [==============>...............] - ETA: 2s - loss: 0.2796 - acc: 0.9421\u001b[0m\n",
      "\u001b[31m27150/50833 [===============>..............] - ETA: 2s - loss: 0.2760 - acc: 0.9431\u001b[0m\n",
      "\u001b[31m28075/50833 [===============>..............] - ETA: 2s - loss: 0.2698 - acc: 0.9444\u001b[0m\n",
      "\u001b[31m29000/50833 [================>.............] - ETA: 1s - loss: 0.2664 - acc: 0.9452\u001b[0m\n",
      "\u001b[31m29900/50833 [================>.............] - ETA: 1s - loss: 0.2626 - acc: 0.9461\u001b[0m\n",
      "\u001b[31m30825/50833 [=================>............] - ETA: 1s - loss: 0.2580 - acc: 0.9470\u001b[0m\n",
      "\u001b[31m31750/50833 [=================>............] - ETA: 1s - loss: 0.2531 - acc: 0.9479\u001b[0m\n",
      "\u001b[31m32650/50833 [==================>...........] - ETA: 1s - loss: 0.2493 - acc: 0.9485\u001b[0m\n",
      "\u001b[31m33550/50833 [==================>...........] - ETA: 1s - loss: 0.2462 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m34475/50833 [===================>..........] - ETA: 1s - loss: 0.2422 - acc: 0.9500\u001b[0m\n",
      "\u001b[31m35400/50833 [===================>..........] - ETA: 1s - loss: 0.2392 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m36325/50833 [====================>.........] - ETA: 1s - loss: 0.2355 - acc: 0.9513\u001b[0m\n",
      "\u001b[31m37225/50833 [====================>.........] - ETA: 1s - loss: 0.2335 - acc: 0.9520\u001b[0m\n",
      "\u001b[31m38150/50833 [=====================>........] - ETA: 1s - loss: 0.2298 - acc: 0.9526\u001b[0m\n",
      "\u001b[31m39025/50833 [======================>.......] - ETA: 0s - loss: 0.2260 - acc: 0.9533\u001b[0m\n",
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      "\u001b[31m41750/50833 [=======================>......] - ETA: 0s - loss: 0.2171 - acc: 0.9554\u001b[0m\n",
      "\u001b[31m42675/50833 [========================>.....] - ETA: 0s - loss: 0.2151 - acc: 0.9558\u001b[0m\n",
      "\u001b[31m43575/50833 [========================>.....] - ETA: 0s - loss: 0.2136 - acc: 0.9563\u001b[0m\n",
      "\u001b[31m44475/50833 [=========================>....] - ETA: 0s - loss: 0.2109 - acc: 0.9569\u001b[0m\n",
      "\u001b[31m45375/50833 [=========================>....] - ETA: 0s - loss: 0.2089 - acc: 0.9573\u001b[0m\n",
      "\u001b[31m46275/50833 [==========================>...] - ETA: 0s - loss: 0.2068 - acc: 0.9578\u001b[0m\n",
      "\u001b[31m47200/50833 [==========================>...] - ETA: 0s - loss: 0.2045 - acc: 0.9582\u001b[0m\n",
      "\u001b[31m48125/50833 [===========================>..] - ETA: 0s - loss: 0.2024 - acc: 0.9587\u001b[0m\n",
      "\u001b[31m49050/50833 [===========================>..] - ETA: 0s - loss: 0.2006 - acc: 0.9592\u001b[0m\n",
      "\u001b[31m49975/50833 [============================>.] - ETA: 0s - loss: 0.1996 - acc: 0.9594\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 4s 76us/step - loss: 0.1977 - acc: 0.9599\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50833 [..............................] - ETA: 35:16 - loss: 0.6931 - acc: 0.5600\n",
      "  925/50833 [..............................] - ETA: 58s - loss: 0.6914 - acc: 0.6789  \n",
      " 1825/50833 [>.............................] - ETA: 30s - loss: 0.6852 - acc: 0.7863\n",
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      "\u001b[31m 4500/50833 [=>............................] - ETA: 13s - loss: 0.6317 - acc: 0.8620\n",
      " 5400/50833 [==>...........................] - ETA: 11s - loss: 0.6058 - acc: 0.8737\n",
      " 6250/50833 [==>...........................] - ETA: 9s - loss: 0.5820 - acc: 0.8795 \n",
      " 7150/50833 [===>..........................] - ETA: 8s - loss: 0.5545 - acc: 0.8853\n",
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      "\u001b[31m11650/50833 [=====>........................] - ETA: 5s - loss: 0.4375 - acc: 0.9086\u001b[0m\n",
      "\u001b[31m12550/50833 [======>.......................] - ETA: 5s - loss: 0.4188 - acc: 0.9124\u001b[0m\n",
      "\u001b[31m13475/50833 [======>.......................] - ETA: 4s - loss: 0.4020 - acc: 0.9156\u001b[0m\n",
      "\u001b[31m14375/50833 [=======>......................] - ETA: 4s - loss: 0.3868 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m15275/50833 [========>.....................] - ETA: 4s - loss: 0.3729 - acc: 0.9211\u001b[0m\n",
      "\u001b[31m16200/50833 [========>.....................] - ETA: 4s - loss: 0.3596 - acc: 0.9237\u001b[0m\n",
      "\u001b[31m17100/50833 [=========>....................] - ETA: 3s - loss: 0.3470 - acc: 0.9261\u001b[0m\n",
      "\u001b[31m18000/50833 [=========>....................] - ETA: 3s - loss: 0.3367 - acc: 0.9282\u001b[0m\n",
      "\u001b[31m18900/50833 [==========>...................] - ETA: 3s - loss: 0.3267 - acc: 0.9301\u001b[0m\n",
      "\u001b[31m19800/50833 [==========>...................] - ETA: 3s - loss: 0.3180 - acc: 0.9318\u001b[0m\n",
      "\u001b[31m20700/50833 [===========>..................] - ETA: 3s - loss: 0.3086 - acc: 0.9339\u001b[0m\n",
      "\u001b[31m21575/50833 [===========>..................] - ETA: 3s - loss: 0.3024 - acc: 0.9354\u001b[0m\n",
      "\u001b[31m22475/50833 [============>.................] - ETA: 2s - loss: 0.2948 - acc: 0.9370\u001b[0m\n",
      "\u001b[31m23375/50833 [============>.................] - ETA: 2s - loss: 0.2872 - acc: 0.9385\u001b[0m\n",
      "\u001b[31m24300/50833 [=============>................] - ETA: 2s - loss: 0.2802 - acc: 0.9400\u001b[0m\n",
      "\u001b[31m25200/50833 [=============>................] - ETA: 2s - loss: 0.2753 - acc: 0.9412\u001b[0m\n",
      "\u001b[31m26100/50833 [==============>...............] - ETA: 2s - loss: 0.2729 - acc: 0.9419\u001b[0m\n",
      "\u001b[31m27000/50833 [==============>...............] - ETA: 2s - loss: 0.2679 - acc: 0.9431\u001b[0m\n",
      "\u001b[31m27900/50833 [===============>..............] - ETA: 2s - loss: 0.2638 - acc: 0.9440\u001b[0m\n",
      "\u001b[31m28800/50833 [===============>..............] - ETA: 2s - loss: 0.2578 - acc: 0.9452\u001b[0m\n",
      "\u001b[31m29700/50833 [================>.............] - ETA: 1s - loss: 0.2529 - acc: 0.9461\u001b[0m\n",
      "\u001b[31m30600/50833 [=================>............] - ETA: 1s - loss: 0.2478 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m31500/50833 [=================>............] - ETA: 1s - loss: 0.2450 - acc: 0.9477\u001b[0m\n",
      "\u001b[31m32400/50833 [==================>...........] - ETA: 1s - loss: 0.2409 - acc: 0.9485\u001b[0m\n",
      "\u001b[31m33300/50833 [==================>...........] - ETA: 1s - loss: 0.2367 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m34200/50833 [===================>..........] - ETA: 1s - loss: 0.2336 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m35100/50833 [===================>..........] - ETA: 1s - loss: 0.2305 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m36000/50833 [====================>.........] - ETA: 1s - loss: 0.2264 - acc: 0.9512\u001b[0m\n",
      "\u001b[31m36900/50833 [====================>.........] - ETA: 1s - loss: 0.2230 - acc: 0.9521\u001b[0m\n",
      "\u001b[31m37800/50833 [=====================>........] - ETA: 1s - loss: 0.2201 - acc: 0.9527\u001b[0m\n",
      "\u001b[31m38700/50833 [=====================>........] - ETA: 1s - loss: 0.2175 - acc: 0.9534\u001b[0m\n",
      "\u001b[31m39550/50833 [======================>.......] - ETA: 0s - loss: 0.2158 - acc: 0.9539\u001b[0m\n",
      "\u001b[31m40450/50833 [======================>.......] - ETA: 0s - loss: 0.2133 - acc: 0.9545\u001b[0m\n",
      "\u001b[31m41350/50833 [=======================>......] - ETA: 0s - loss: 0.2108 - acc: 0.9551\u001b[0m\n",
      "\u001b[31m42250/50833 [=======================>......] - ETA: 0s - loss: 0.2088 - acc: 0.9555\u001b[0m\n",
      "\u001b[31m43150/50833 [========================>.....] - ETA: 0s - loss: 0.2063 - acc: 0.9561\u001b[0m\n",
      "\u001b[31m44050/50833 [========================>.....] - ETA: 0s - loss: 0.2042 - acc: 0.9565\u001b[0m\n",
      "\u001b[31m44950/50833 [=========================>....] - ETA: 0s - loss: 0.2017 - acc: 0.9571\u001b[0m\n",
      "\u001b[31m45850/50833 [==========================>...] - ETA: 0s - loss: 0.1994 - acc: 0.9576\u001b[0m\n",
      "\u001b[31m46750/50833 [==========================>...] - ETA: 0s - loss: 0.1968 - acc: 0.9581\u001b[0m\n",
      "\u001b[31m47650/50833 [===========================>..] - ETA: 0s - loss: 0.1942 - acc: 0.9587\u001b[0m\n",
      "\u001b[31m48550/50833 [===========================>..] - ETA: 0s - loss: 0.1920 - acc: 0.9591\u001b[0m\n",
      "\u001b[31m49475/50833 [============================>.] - ETA: 0s - loss: 0.1899 - acc: 0.9595\u001b[0m\n",
      "\u001b[31m50400/50833 [============================>.] - ETA: 0s - loss: 0.1878 - acc: 0.9600\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 4s 77us/step - loss: 0.1871 - acc: 0.9601\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 36:35 - loss: 0.6932 - acc: 0.4000\n",
      "  925/50834 [..............................] - ETA: 1:01 - loss: 0.6928 - acc: 0.5459 \n",
      " 1825/50834 [>.............................] - ETA: 31s - loss: 0.6904 - acc: 0.7003 \n",
      " 2700/50834 [>.............................] - ETA: 21s - loss: 0.6855 - acc: 0.7619\n",
      " 3600/50834 [=>............................] - ETA: 16s - loss: 0.6757 - acc: 0.7908\n",
      " 4500/50834 [=>............................] - ETA: 13s - loss: 0.6643 - acc: 0.8089\n",
      " 5400/50834 [==>...........................] - ETA: 11s - loss: 0.6484 - acc: 0.8285\n",
      " 6300/50834 [==>...........................] - ETA: 10s - loss: 0.6322 - acc: 0.8408\n",
      " 7200/50834 [===>..........................] - ETA: 8s - loss: 0.6125 - acc: 0.8508 \n",
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      " 9025/50834 [====>.........................] - ETA: 7s - loss: 0.5705 - acc: 0.8681\n",
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      "\u001b[31m10850/50834 [=====>........................] - ETA: 6s - loss: 0.5299 - acc: 0.8803\u001b[0m\n",
      "\u001b[31m11750/50834 [=====>........................] - ETA: 5s - loss: 0.5107 - acc: 0.8859\u001b[0m\n",
      "\u001b[31m12650/50834 [======>.......................] - ETA: 5s - loss: 0.4912 - acc: 0.8911\u001b[0m\n",
      "\u001b[31m13575/50834 [=======>......................] - ETA: 5s - loss: 0.4712 - acc: 0.8957\u001b[0m\n",
      "\u001b[31m14475/50834 [=======>......................] - ETA: 4s - loss: 0.4561 - acc: 0.8992\u001b[0m\n",
      "\u001b[31m15375/50834 [========>.....................] - ETA: 4s - loss: 0.4411 - acc: 0.9017\u001b[0m\n",
      "\u001b[31m16275/50834 [========>.....................] - ETA: 4s - loss: 0.4299 - acc: 0.9046\u001b[0m\n",
      "\u001b[31m17125/50834 [=========>....................] - ETA: 4s - loss: 0.4200 - acc: 0.9070\u001b[0m\n",
      "\u001b[31m18025/50834 [=========>....................] - ETA: 3s - loss: 0.4080 - acc: 0.9096\u001b[0m\n",
      "\u001b[31m18925/50834 [==========>...................] - ETA: 3s - loss: 0.3971 - acc: 0.9122\u001b[0m\n",
      "\u001b[31m19825/50834 [==========>...................] - ETA: 3s - loss: 0.3872 - acc: 0.9146\u001b[0m\n",
      "\u001b[31m20725/50834 [===========>..................] - ETA: 3s - loss: 0.3785 - acc: 0.9168\u001b[0m\n",
      "\u001b[31m21625/50834 [===========>..................] - ETA: 3s - loss: 0.3701 - acc: 0.9188\u001b[0m\n",
      "\u001b[31m22525/50834 [============>.................] - ETA: 2s - loss: 0.3611 - acc: 0.9208\u001b[0m\n",
      "\u001b[31m23425/50834 [============>.................] - ETA: 2s - loss: 0.3539 - acc: 0.9229\u001b[0m\n",
      "\u001b[31m24325/50834 [=============>................] - ETA: 2s - loss: 0.3453 - acc: 0.9249\u001b[0m\n",
      "\u001b[31m25225/50834 [=============>................] - ETA: 2s - loss: 0.3406 - acc: 0.9258\u001b[0m\n",
      "\u001b[31m26125/50834 [==============>...............] - ETA: 2s - loss: 0.3347 - acc: 0.9271\u001b[0m\n",
      "\u001b[31m27025/50834 [==============>...............] - ETA: 2s - loss: 0.3300 - acc: 0.9282\u001b[0m\n",
      "\u001b[31m27925/50834 [===============>..............] - ETA: 2s - loss: 0.3235 - acc: 0.9295\u001b[0m\n",
      "\u001b[31m28825/50834 [================>.............] - ETA: 2s - loss: 0.3186 - acc: 0.9308\u001b[0m\n",
      "\u001b[31m29725/50834 [================>.............] - ETA: 1s - loss: 0.3136 - acc: 0.9322\u001b[0m\n",
      "\u001b[31m30625/50834 [=================>............] - ETA: 1s - loss: 0.3075 - acc: 0.9335\u001b[0m\n",
      "\u001b[31m31525/50834 [=================>............] - ETA: 1s - loss: 0.3033 - acc: 0.9348\u001b[0m\n",
      "\u001b[31m32425/50834 [==================>...........] - ETA: 1s - loss: 0.2987 - acc: 0.9359\u001b[0m\n",
      "\u001b[31m33325/50834 [==================>...........] - ETA: 1s - loss: 0.2949 - acc: 0.9367\u001b[0m\n",
      "\u001b[31m34225/50834 [===================>..........] - ETA: 1s - loss: 0.2902 - acc: 0.9376\u001b[0m\n",
      "\u001b[31m35100/50834 [===================>..........] - ETA: 1s - loss: 0.2862 - acc: 0.9385\u001b[0m\n",
      "\u001b[31m36000/50834 [====================>.........] - ETA: 1s - loss: 0.2830 - acc: 0.9393\u001b[0m\n",
      "\u001b[31m36900/50834 [====================>.........] - ETA: 1s - loss: 0.2807 - acc: 0.9401\u001b[0m\n",
      "\u001b[31m37800/50834 [=====================>........] - ETA: 1s - loss: 0.2776 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m38675/50834 [=====================>........] - ETA: 1s - loss: 0.2736 - acc: 0.9419\u001b[0m\n",
      "\u001b[31m39575/50834 [======================>.......] - ETA: 0s - loss: 0.2722 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m40475/50834 [======================>.......] - ETA: 0s - loss: 0.2685 - acc: 0.9434\u001b[0m\n",
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      "\u001b[31m42275/50834 [=======================>......] - ETA: 0s - loss: 0.2626 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m43175/50834 [========================>.....] - ETA: 0s - loss: 0.2605 - acc: 0.9456\u001b[0m\n",
      "\u001b[31m44075/50834 [=========================>....] - ETA: 0s - loss: 0.2583 - acc: 0.9462\u001b[0m\n",
      "\u001b[31m45000/50834 [=========================>....] - ETA: 0s - loss: 0.2559 - acc: 0.9470\u001b[0m\n",
      "\u001b[31m45900/50834 [==========================>...] - ETA: 0s - loss: 0.2542 - acc: 0.9475\u001b[0m\n",
      "\u001b[31m46800/50834 [==========================>...] - ETA: 0s - loss: 0.2523 - acc: 0.9480\u001b[0m\n",
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      "\u001b[31m48600/50834 [===========================>..] - ETA: 0s - loss: 0.2487 - acc: 0.9490\u001b[0m\n",
      "\u001b[31m49500/50834 [============================>.] - ETA: 0s - loss: 0.2472 - acc: 0.9495\u001b[0m\n",
      "\u001b[31m50400/50834 [============================>.] - ETA: 0s - loss: 0.2452 - acc: 0.9500\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 77us/step - loss: 0.2442 - acc: 0.9502\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 36:35 - loss: 0.6932 - acc: 0.2800\n",
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      "\u001b[31m12600/50834 [======>.......................] - ETA: 5s - loss: 0.4405 - acc: 0.9005\u001b[0m\n",
      "\u001b[31m13500/50834 [======>.......................] - ETA: 5s - loss: 0.4239 - acc: 0.9040\u001b[0m\n",
      "\u001b[31m14400/50834 [=======>......................] - ETA: 4s - loss: 0.4118 - acc: 0.9072\u001b[0m\n",
      "\u001b[31m15300/50834 [========>.....................] - ETA: 4s - loss: 0.4001 - acc: 0.9103\u001b[0m\n",
      "\u001b[31m16200/50834 [========>.....................] - ETA: 4s - loss: 0.3888 - acc: 0.9125\u001b[0m\n",
      "\u001b[31m17100/50834 [=========>....................] - ETA: 4s - loss: 0.3768 - acc: 0.9147\u001b[0m\n",
      "\u001b[31m18000/50834 [=========>....................] - ETA: 3s - loss: 0.3661 - acc: 0.9169\u001b[0m\n",
      "\u001b[31m18900/50834 [==========>...................] - ETA: 3s - loss: 0.3574 - acc: 0.9188\u001b[0m\n",
      "\u001b[31m19800/50834 [==========>...................] - ETA: 3s - loss: 0.3465 - acc: 0.9213\u001b[0m\n",
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      "\u001b[31m21600/50834 [===========>..................] - ETA: 3s - loss: 0.3281 - acc: 0.9252\u001b[0m\n",
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      "\u001b[31m25200/50834 [=============>................] - ETA: 2s - loss: 0.2960 - acc: 0.9317\u001b[0m\n",
      "\u001b[31m26100/50834 [==============>...............] - ETA: 2s - loss: 0.2905 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m27000/50834 [==============>...............] - ETA: 2s - loss: 0.2841 - acc: 0.9344\u001b[0m\n",
      "\u001b[31m27900/50834 [===============>..............] - ETA: 2s - loss: 0.2779 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m28800/50834 [===============>..............] - ETA: 2s - loss: 0.2735 - acc: 0.9373\u001b[0m\n",
      "\u001b[31m29700/50834 [================>.............] - ETA: 1s - loss: 0.2683 - acc: 0.9386\u001b[0m\n",
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      "\u001b[31m32400/50834 [==================>...........] - ETA: 1s - loss: 0.2594 - acc: 0.9414\u001b[0m\n",
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      "\u001b[31m47550/50834 [===========================>..] - ETA: 0s - loss: 0.2197 - acc: 0.9527\u001b[0m\n",
      "\u001b[31m48450/50834 [===========================>..] - ETA: 0s - loss: 0.2178 - acc: 0.9532\u001b[0m\n",
      "\u001b[31m49350/50834 [============================>.] - ETA: 0s - loss: 0.2162 - acc: 0.9536\u001b[0m\n",
      "\u001b[31m50250/50834 [============================>.] - ETA: 0s - loss: 0.2139 - acc: 0.9541\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 78us/step - loss: 0.2136 - acc: 0.9543\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 38:26 - loss: 0.6932 - acc: 0.3200\n",
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      "\u001b[31m15350/50834 [========>.....................] - ETA: 4s - loss: 0.3728 - acc: 0.9072\u001b[0m\n",
      "\u001b[31m16250/50834 [========>.....................] - ETA: 4s - loss: 0.3608 - acc: 0.9104\u001b[0m\n",
      "\u001b[31m17150/50834 [=========>....................] - ETA: 4s - loss: 0.3497 - acc: 0.9131\u001b[0m\n",
      "\u001b[31m18000/50834 [=========>....................] - ETA: 3s - loss: 0.3399 - acc: 0.9152\u001b[0m\n",
      "\u001b[31m18875/50834 [==========>...................] - ETA: 3s - loss: 0.3316 - acc: 0.9178\u001b[0m\n",
      "\u001b[31m19775/50834 [==========>...................] - ETA: 3s - loss: 0.3223 - acc: 0.9201\u001b[0m\n",
      "\u001b[31m20675/50834 [===========>..................] - ETA: 3s - loss: 0.3130 - acc: 0.9223\u001b[0m\n",
      "\u001b[31m21600/50834 [===========>..................] - ETA: 3s - loss: 0.3066 - acc: 0.9238\u001b[0m\n",
      "\u001b[31m22500/50834 [============>.................] - ETA: 3s - loss: 0.3038 - acc: 0.9254\u001b[0m\n",
      "\u001b[31m23400/50834 [============>.................] - ETA: 2s - loss: 0.2963 - acc: 0.9271\u001b[0m\n",
      "\u001b[31m24300/50834 [=============>................] - ETA: 2s - loss: 0.2890 - acc: 0.9288\u001b[0m\n",
      "\u001b[31m25200/50834 [=============>................] - ETA: 2s - loss: 0.2821 - acc: 0.9306\u001b[0m\n",
      "\u001b[31m26100/50834 [==============>...............] - ETA: 2s - loss: 0.2751 - acc: 0.9323\u001b[0m\n",
      "\u001b[31m27000/50834 [==============>...............] - ETA: 2s - loss: 0.2694 - acc: 0.9337\u001b[0m\n",
      "\u001b[31m27900/50834 [===============>..............] - ETA: 2s - loss: 0.2641 - acc: 0.9348\u001b[0m\n",
      "\u001b[31m28800/50834 [===============>..............] - ETA: 2s - loss: 0.2602 - acc: 0.9360\u001b[0m\n",
      "\u001b[31m29725/50834 [================>.............] - ETA: 1s - loss: 0.2558 - acc: 0.9373\u001b[0m\n",
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      "\u001b[31m31500/50834 [=================>............] - ETA: 1s - loss: 0.2486 - acc: 0.9397\u001b[0m\n",
      "\u001b[31m32400/50834 [==================>...........] - ETA: 1s - loss: 0.2457 - acc: 0.9406\u001b[0m\n",
      "\u001b[31m33300/50834 [==================>...........] - ETA: 1s - loss: 0.2422 - acc: 0.9417\u001b[0m\n",
      "\u001b[31m34200/50834 [===================>..........] - ETA: 1s - loss: 0.2408 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m35100/50834 [===================>..........] - ETA: 1s - loss: 0.2386 - acc: 0.9435\u001b[0m\n",
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      "\u001b[31m36875/50834 [====================>.........] - ETA: 1s - loss: 0.2329 - acc: 0.9449\u001b[0m\n",
      "\u001b[31m37775/50834 [=====================>........] - ETA: 1s - loss: 0.2292 - acc: 0.9458\u001b[0m\n",
      "\u001b[31m38675/50834 [=====================>........] - ETA: 1s - loss: 0.2283 - acc: 0.9464\u001b[0m\n",
      "\u001b[31m39575/50834 [======================>.......] - ETA: 0s - loss: 0.2269 - acc: 0.9470\u001b[0m\n",
      "\u001b[31m40475/50834 [======================>.......] - ETA: 0s - loss: 0.2237 - acc: 0.9478\u001b[0m\n",
      "\u001b[31m41375/50834 [=======================>......] - ETA: 0s - loss: 0.2222 - acc: 0.9485\u001b[0m\n",
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      "\u001b[31m43175/50834 [========================>.....] - ETA: 0s - loss: 0.2197 - acc: 0.9495\u001b[0m\n",
      "\u001b[31m44075/50834 [=========================>....] - ETA: 0s - loss: 0.2173 - acc: 0.9502\u001b[0m\n",
      "\u001b[31m44975/50834 [=========================>....] - ETA: 0s - loss: 0.2153 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m45875/50834 [==========================>...] - ETA: 0s - loss: 0.2132 - acc: 0.9514\u001b[0m\n",
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      "\u001b[31m47675/50834 [===========================>..] - ETA: 0s - loss: 0.2102 - acc: 0.9524\u001b[0m\n",
      "\u001b[31m48525/50834 [===========================>..] - ETA: 0s - loss: 0.2096 - acc: 0.9529\u001b[0m\n",
      "\u001b[31m49425/50834 [============================>.] - ETA: 0s - loss: 0.2076 - acc: 0.9534\u001b[0m\n",
      "\u001b[31m50325/50834 [============================>.] - ETA: 0s - loss: 0.2067 - acc: 0.9537\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 79us/step - loss: 0.2054 - acc: 0.9541\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 39:34 - loss: 0.6932 - acc: 0.3200\n",
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      "\u001b[31m10800/50834 [=====>........................] - ETA: 6s - loss: 0.4899 - acc: 0.8550\u001b[0m\n",
      "\u001b[31m11700/50834 [=====>........................] - ETA: 6s - loss: 0.4722 - acc: 0.8627\u001b[0m\n",
      "\u001b[31m12600/50834 [======>.......................] - ETA: 5s - loss: 0.4553 - acc: 0.8696\u001b[0m\n",
      "\u001b[31m13500/50834 [======>.......................] - ETA: 5s - loss: 0.4395 - acc: 0.8754\u001b[0m\n",
      "\u001b[31m14400/50834 [=======>......................] - ETA: 5s - loss: 0.4244 - acc: 0.8808\u001b[0m\n",
      "\u001b[31m15300/50834 [========>.....................] - ETA: 4s - loss: 0.4096 - acc: 0.8857\u001b[0m\n",
      "\u001b[31m16200/50834 [========>.....................] - ETA: 4s - loss: 0.3964 - acc: 0.8899\u001b[0m\n",
      "\u001b[31m17100/50834 [=========>....................] - ETA: 4s - loss: 0.3830 - acc: 0.8940\u001b[0m\n",
      "\u001b[31m18000/50834 [=========>....................] - ETA: 3s - loss: 0.3713 - acc: 0.8975\u001b[0m\n",
      "\u001b[31m18900/50834 [==========>...................] - ETA: 3s - loss: 0.3619 - acc: 0.9007\u001b[0m\n",
      "\u001b[31m19775/50834 [==========>...................] - ETA: 3s - loss: 0.3513 - acc: 0.9037\u001b[0m\n",
      "\u001b[31m20650/50834 [===========>..................] - ETA: 3s - loss: 0.3430 - acc: 0.9068\u001b[0m\n",
      "\u001b[31m21550/50834 [===========>..................] - ETA: 3s - loss: 0.3340 - acc: 0.9094\u001b[0m\n",
      "\u001b[31m22450/50834 [============>.................] - ETA: 3s - loss: 0.3244 - acc: 0.9121\u001b[0m\n",
      "\u001b[31m23325/50834 [============>.................] - ETA: 2s - loss: 0.3181 - acc: 0.9144\u001b[0m\n",
      "\u001b[31m24225/50834 [=============>................] - ETA: 2s - loss: 0.3101 - acc: 0.9166\u001b[0m\n",
      "\u001b[31m25125/50834 [=============>................] - ETA: 2s - loss: 0.3043 - acc: 0.9186\u001b[0m\n",
      "\u001b[31m25975/50834 [==============>...............] - ETA: 2s - loss: 0.2984 - acc: 0.9205\u001b[0m\n",
      "\u001b[31m26875/50834 [==============>...............] - ETA: 2s - loss: 0.2928 - acc: 0.9222\u001b[0m\n",
      "\u001b[31m27775/50834 [===============>..............] - ETA: 2s - loss: 0.2872 - acc: 0.9239\u001b[0m\n",
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      "\u001b[31m29575/50834 [================>.............] - ETA: 2s - loss: 0.2755 - acc: 0.9270\u001b[0m\n",
      "\u001b[31m30475/50834 [================>.............] - ETA: 1s - loss: 0.2701 - acc: 0.9286\u001b[0m\n",
      "\u001b[31m31375/50834 [=================>............] - ETA: 1s - loss: 0.2651 - acc: 0.9301\u001b[0m\n",
      "\u001b[31m32250/50834 [==================>...........] - ETA: 1s - loss: 0.2611 - acc: 0.9313\u001b[0m\n",
      "\u001b[31m33150/50834 [==================>...........] - ETA: 1s - loss: 0.2567 - acc: 0.9326\u001b[0m\n",
      "\u001b[31m34050/50834 [===================>..........] - ETA: 1s - loss: 0.2526 - acc: 0.9338\u001b[0m\n",
      "\u001b[31m34950/50834 [===================>..........] - ETA: 1s - loss: 0.2486 - acc: 0.9349\u001b[0m\n",
      "\u001b[31m35850/50834 [====================>.........] - ETA: 1s - loss: 0.2451 - acc: 0.9358\u001b[0m\n",
      "\u001b[31m36750/50834 [====================>.........] - ETA: 1s - loss: 0.2418 - acc: 0.9369\u001b[0m\n",
      "\u001b[31m37650/50834 [=====================>........] - ETA: 1s - loss: 0.2388 - acc: 0.9379\u001b[0m\n",
      "\u001b[31m38550/50834 [=====================>........] - ETA: 1s - loss: 0.2364 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m39450/50834 [======================>.......] - ETA: 0s - loss: 0.2336 - acc: 0.9397\u001b[0m\n",
      "\u001b[31m40350/50834 [======================>.......] - ETA: 0s - loss: 0.2300 - acc: 0.9406\u001b[0m\n",
      "\u001b[31m41250/50834 [=======================>......] - ETA: 0s - loss: 0.2268 - acc: 0.9416\u001b[0m\n",
      "\u001b[31m42150/50834 [=======================>......] - ETA: 0s - loss: 0.2253 - acc: 0.9423\u001b[0m\n",
      "\u001b[31m43050/50834 [========================>.....] - ETA: 0s - loss: 0.2231 - acc: 0.9429\u001b[0m\n",
      "\u001b[31m43900/50834 [========================>.....] - ETA: 0s - loss: 0.2214 - acc: 0.9436\u001b[0m\n",
      "\u001b[31m44800/50834 [=========================>....] - ETA: 0s - loss: 0.2185 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m45700/50834 [=========================>....] - ETA: 0s - loss: 0.2161 - acc: 0.9453\u001b[0m\n",
      "\u001b[31m46600/50834 [==========================>...] - ETA: 0s - loss: 0.2138 - acc: 0.9459\u001b[0m\n",
      "\u001b[31m47500/50834 [===========================>..] - ETA: 0s - loss: 0.2112 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m48400/50834 [===========================>..] - ETA: 0s - loss: 0.2089 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m49300/50834 [============================>.] - ETA: 0s - loss: 0.2066 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m50175/50834 [============================>.] - ETA: 0s - loss: 0.2043 - acc: 0.9486\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 80us/step - loss: 0.2024 - acc: 0.9491\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 39:59 - loss: 0.6932 - acc: 0.3600\n",
      "  900/50834 [..............................] - ETA: 1:08 - loss: 0.6922 - acc: 0.5500 \n",
      " 1800/50834 [>.............................] - ETA: 34s - loss: 0.6872 - acc: 0.6706 \n",
      " 2700/50834 [>.............................] - ETA: 23s - loss: 0.6778 - acc: 0.7426\n",
      " 3575/50834 [=>............................] - ETA: 18s - loss: 0.6637 - acc: 0.7855\n",
      " 4475/50834 [=>............................] - ETA: 14s - loss: 0.6456 - acc: 0.8105\u001b[0m\n",
      "\u001b[31m 5375/50834 [==>...........................] - ETA: 12s - loss: 0.6221 - acc: 0.8300\n",
      " 6275/50834 [==>...........................] - ETA: 10s - loss: 0.5972 - acc: 0.8433\n",
      " 7175/50834 [===>..........................] - ETA: 9s - loss: 0.5687 - acc: 0.8541 \n",
      " 8075/50834 [===>..........................] - ETA: 8s - loss: 0.5429 - acc: 0.8629\n",
      " 8975/50834 [====>.........................] - ETA: 7s - loss: 0.5175 - acc: 0.8702\n",
      " 9875/50834 [====>.........................] - ETA: 7s - loss: 0.4938 - acc: 0.8772\u001b[0m\n",
      "\u001b[31m10775/50834 [=====>........................] - ETA: 6s - loss: 0.4684 - acc: 0.8840\u001b[0m\n",
      "\u001b[31m11675/50834 [=====>........................] - ETA: 6s - loss: 0.4483 - acc: 0.8893\u001b[0m\n",
      "\u001b[31m12575/50834 [======>.......................] - ETA: 5s - loss: 0.4301 - acc: 0.8940\u001b[0m\n",
      "\u001b[31m13475/50834 [======>.......................] - ETA: 5s - loss: 0.4117 - acc: 0.8984\u001b[0m\n",
      "\u001b[31m14375/50834 [=======>......................] - ETA: 5s - loss: 0.3991 - acc: 0.9020\u001b[0m\n",
      "\u001b[31m15275/50834 [========>.....................] - ETA: 4s - loss: 0.3860 - acc: 0.9050\u001b[0m\n",
      "\u001b[31m16175/50834 [========>.....................] - ETA: 4s - loss: 0.3743 - acc: 0.9085\u001b[0m\n",
      "\u001b[31m17075/50834 [=========>....................] - ETA: 4s - loss: 0.3623 - acc: 0.9112\u001b[0m\n",
      "\u001b[31m17975/50834 [=========>....................] - ETA: 4s - loss: 0.3537 - acc: 0.9134\u001b[0m\n",
      "\u001b[31m18875/50834 [==========>...................] - ETA: 3s - loss: 0.3454 - acc: 0.9156\u001b[0m\n",
      "\u001b[31m19775/50834 [==========>...................] - ETA: 3s - loss: 0.3358 - acc: 0.9177\u001b[0m\n",
      "\u001b[31m20675/50834 [===========>..................] - ETA: 3s - loss: 0.3288 - acc: 0.9199\u001b[0m\n",
      "\u001b[31m21550/50834 [===========>..................] - ETA: 3s - loss: 0.3205 - acc: 0.9219\u001b[0m\n",
      "\u001b[31m22450/50834 [============>.................] - ETA: 3s - loss: 0.3118 - acc: 0.9241\u001b[0m\n",
      "\u001b[31m23325/50834 [============>.................] - ETA: 2s - loss: 0.3052 - acc: 0.9257\u001b[0m\n",
      "\u001b[31m24225/50834 [=============>................] - ETA: 2s - loss: 0.2969 - acc: 0.9275\u001b[0m\n",
      "\u001b[31m25125/50834 [=============>................] - ETA: 2s - loss: 0.2900 - acc: 0.9290\u001b[0m\n",
      "\u001b[31m26025/50834 [==============>...............] - ETA: 2s - loss: 0.2848 - acc: 0.9305\u001b[0m\n",
      "\u001b[31m26900/50834 [==============>...............] - ETA: 2s - loss: 0.2788 - acc: 0.9320\u001b[0m\n",
      "\u001b[31m27750/50834 [===============>..............] - ETA: 2s - loss: 0.2761 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m28625/50834 [===============>..............] - ETA: 2s - loss: 0.2719 - acc: 0.9342\u001b[0m\n",
      "\u001b[31m29525/50834 [================>.............] - ETA: 2s - loss: 0.2696 - acc: 0.9352\u001b[0m\n",
      "\u001b[31m30425/50834 [================>.............] - ETA: 1s - loss: 0.2671 - acc: 0.9364\u001b[0m\n",
      "\u001b[31m31325/50834 [=================>............] - ETA: 1s - loss: 0.2637 - acc: 0.9373\u001b[0m\n",
      "\u001b[31m32225/50834 [==================>...........] - ETA: 1s - loss: 0.2613 - acc: 0.9380\u001b[0m\n",
      "\u001b[31m33125/50834 [==================>...........] - ETA: 1s - loss: 0.2576 - acc: 0.9390\u001b[0m\n",
      "\u001b[31m34025/50834 [===================>..........] - ETA: 1s - loss: 0.2530 - acc: 0.9399\u001b[0m\n",
      "\u001b[31m34925/50834 [===================>..........] - ETA: 1s - loss: 0.2491 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m35825/50834 [====================>.........] - ETA: 1s - loss: 0.2455 - acc: 0.9419\u001b[0m\n",
      "\u001b[31m36725/50834 [====================>.........] - ETA: 1s - loss: 0.2431 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m37625/50834 [=====================>........] - ETA: 1s - loss: 0.2393 - acc: 0.9438\u001b[0m\n",
      "\u001b[31m38525/50834 [=====================>........] - ETA: 1s - loss: 0.2365 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m39400/50834 [======================>.......] - ETA: 0s - loss: 0.2342 - acc: 0.9452\u001b[0m\n",
      "\u001b[31m40300/50834 [======================>.......] - ETA: 0s - loss: 0.2320 - acc: 0.9459\u001b[0m\n",
      "\u001b[31m41200/50834 [=======================>......] - ETA: 0s - loss: 0.2300 - acc: 0.9466\u001b[0m\n",
      "\u001b[31m42100/50834 [=======================>......] - ETA: 0s - loss: 0.2286 - acc: 0.9472\u001b[0m\n",
      "\u001b[31m43000/50834 [========================>.....] - ETA: 0s - loss: 0.2270 - acc: 0.9478\u001b[0m\n",
      "\u001b[31m43900/50834 [========================>.....] - ETA: 0s - loss: 0.2239 - acc: 0.9485\u001b[0m\n",
      "\u001b[31m44800/50834 [=========================>....] - ETA: 0s - loss: 0.2222 - acc: 0.9491\u001b[0m\n",
      "\u001b[31m45700/50834 [=========================>....] - ETA: 0s - loss: 0.2201 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m46600/50834 [==========================>...] - ETA: 0s - loss: 0.2174 - acc: 0.9505\u001b[0m\n",
      "\u001b[31m47500/50834 [===========================>..] - ETA: 0s - loss: 0.2160 - acc: 0.9509\u001b[0m\n",
      "\u001b[31m48400/50834 [===========================>..] - ETA: 0s - loss: 0.2146 - acc: 0.9514\u001b[0m\n",
      "\u001b[31m49300/50834 [============================>.] - ETA: 0s - loss: 0.2123 - acc: 0.9520\u001b[0m\n",
      "\u001b[31m50200/50834 [============================>.] - ETA: 0s - loss: 0.2116 - acc: 0.9524\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 80us/step - loss: 0.2104 - acc: 0.9528\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 42:12 - loss: 0.6931 - acc: 0.6000\n",
      "  900/50834 [..............................] - ETA: 1:11 - loss: 0.6908 - acc: 0.7144 \n",
      " 1800/50834 [>.............................] - ETA: 36s - loss: 0.6833 - acc: 0.8067 \n",
      " 2700/50834 [>.............................] - ETA: 24s - loss: 0.6695 - acc: 0.8467\n",
      " 3575/50834 [=>............................] - ETA: 19s - loss: 0.6507 - acc: 0.8649\n",
      " 4475/50834 [=>............................] - ETA: 15s - loss: 0.6268 - acc: 0.8753\n",
      " 5350/50834 [==>...........................] - ETA: 13s - loss: 0.6007 - acc: 0.8834\n",
      " 6250/50834 [==>...........................] - ETA: 11s - loss: 0.5735 - acc: 0.8872\n",
      " 7150/50834 [===>..........................] - ETA: 10s - loss: 0.5465 - acc: 0.8923\n",
      " 8050/50834 [===>..........................] - ETA: 9s - loss: 0.5192 - acc: 0.8970 \n",
      " 8950/50834 [====>.........................] - ETA: 8s - loss: 0.4965 - acc: 0.9012\n",
      " 9850/50834 [====>.........................] - ETA: 7s - loss: 0.4761 - acc: 0.9038\u001b[0m\n",
      "\u001b[31m10725/50834 [=====>........................] - ETA: 6s - loss: 0.4551 - acc: 0.9069\u001b[0m\n",
      "\u001b[31m11625/50834 [=====>........................] - ETA: 6s - loss: 0.4326 - acc: 0.9112\u001b[0m\n",
      "\u001b[31m12500/50834 [======>.......................] - ETA: 6s - loss: 0.4227 - acc: 0.9140\u001b[0m\n",
      "\u001b[31m13400/50834 [======>.......................] - ETA: 5s - loss: 0.4019 - acc: 0.9175\u001b[0m\n",
      "\u001b[31m14300/50834 [=======>......................] - ETA: 5s - loss: 0.3867 - acc: 0.9195\u001b[0m\n",
      "\u001b[31m15175/50834 [=======>......................] - ETA: 4s - loss: 0.3743 - acc: 0.9222\u001b[0m\n",
      "\u001b[31m16050/50834 [========>.....................] - ETA: 4s - loss: 0.3605 - acc: 0.9245\u001b[0m\n",
      "\u001b[31m16950/50834 [=========>....................] - ETA: 4s - loss: 0.3494 - acc: 0.9267\u001b[0m\n",
      "\u001b[31m17850/50834 [=========>....................] - ETA: 4s - loss: 0.3392 - acc: 0.9286\u001b[0m\n",
      "\u001b[31m18750/50834 [==========>...................] - ETA: 3s - loss: 0.3314 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m19650/50834 [==========>...................] - ETA: 3s - loss: 0.3234 - acc: 0.9320\u001b[0m\n",
      "\u001b[31m20550/50834 [===========>..................] - ETA: 3s - loss: 0.3149 - acc: 0.9334\u001b[0m\n",
      "\u001b[31m21450/50834 [===========>..................] - ETA: 3s - loss: 0.3094 - acc: 0.9346\u001b[0m\n",
      "\u001b[31m22350/50834 [============>.................] - ETA: 3s - loss: 0.3035 - acc: 0.9358\u001b[0m\n",
      "\u001b[31m23200/50834 [============>.................] - ETA: 3s - loss: 0.2969 - acc: 0.9368\u001b[0m\n",
      "\u001b[31m24100/50834 [=============>................] - ETA: 2s - loss: 0.2908 - acc: 0.9382\u001b[0m\n",
      "\u001b[31m25000/50834 [=============>................] - ETA: 2s - loss: 0.2864 - acc: 0.9394\u001b[0m\n",
      "\u001b[31m25900/50834 [==============>...............] - ETA: 2s - loss: 0.2821 - acc: 0.9404\u001b[0m\n",
      "\u001b[31m26800/50834 [==============>...............] - ETA: 2s - loss: 0.2768 - acc: 0.9416\u001b[0m\n",
      "\u001b[31m27700/50834 [===============>..............] - ETA: 2s - loss: 0.2737 - acc: 0.9425\u001b[0m\n",
      "\u001b[31m28600/50834 [===============>..............] - ETA: 2s - loss: 0.2678 - acc: 0.9436\u001b[0m\n",
      "\u001b[31m29500/50834 [================>.............] - ETA: 2s - loss: 0.2647 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m30400/50834 [================>.............] - ETA: 2s - loss: 0.2631 - acc: 0.9452\u001b[0m\n",
      "\u001b[31m31275/50834 [=================>............] - ETA: 1s - loss: 0.2605 - acc: 0.9460\u001b[0m\n",
      "\u001b[31m32125/50834 [=================>............] - ETA: 1s - loss: 0.2571 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m33000/50834 [==================>...........] - ETA: 1s - loss: 0.2530 - acc: 0.9476\u001b[0m\n",
      "\u001b[31m33900/50834 [===================>..........] - ETA: 1s - loss: 0.2504 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m34775/50834 [===================>..........] - ETA: 1s - loss: 0.2475 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m35675/50834 [====================>.........] - ETA: 1s - loss: 0.2449 - acc: 0.9497\u001b[0m\n",
      "\u001b[31m36575/50834 [====================>.........] - ETA: 1s - loss: 0.2418 - acc: 0.9504\u001b[0m\n",
      "\u001b[31m37450/50834 [=====================>........] - ETA: 1s - loss: 0.2386 - acc: 0.9511\u001b[0m\n",
      "\u001b[31m38325/50834 [=====================>........] - ETA: 1s - loss: 0.2348 - acc: 0.9519\u001b[0m\n",
      "\u001b[31m39225/50834 [======================>.......] - ETA: 1s - loss: 0.2318 - acc: 0.9526\u001b[0m\n",
      "\u001b[31m40075/50834 [======================>.......] - ETA: 0s - loss: 0.2303 - acc: 0.9531\u001b[0m\n",
      "\u001b[31m40975/50834 [=======================>......] - ETA: 0s - loss: 0.2281 - acc: 0.9538\u001b[0m\n",
      "\u001b[31m41875/50834 [=======================>......] - ETA: 0s - loss: 0.2269 - acc: 0.9542\u001b[0m\n",
      "\u001b[31m42775/50834 [========================>.....] - ETA: 0s - loss: 0.2263 - acc: 0.9544\u001b[0m\n",
      "\u001b[31m43650/50834 [========================>.....] - ETA: 0s - loss: 0.2267 - acc: 0.9548\u001b[0m\n",
      "\u001b[31m44550/50834 [=========================>....] - ETA: 0s - loss: 0.2235 - acc: 0.9553\u001b[0m\n",
      "\u001b[31m45450/50834 [=========================>....] - ETA: 0s - loss: 0.2214 - acc: 0.9557\u001b[0m\n",
      "\u001b[31m46325/50834 [==========================>...] - ETA: 0s - loss: 0.2198 - acc: 0.9562\u001b[0m\n",
      "\u001b[31m47225/50834 [==========================>...] - ETA: 0s - loss: 0.2170 - acc: 0.9567\u001b[0m\n",
      "\u001b[31m48125/50834 [===========================>..] - ETA: 0s - loss: 0.2147 - acc: 0.9571\u001b[0m\n",
      "\u001b[31m49025/50834 [===========================>..] - ETA: 0s - loss: 0.2129 - acc: 0.9576\u001b[0m\n",
      "\u001b[31m49875/50834 [============================>.] - ETA: 0s - loss: 0.2122 - acc: 0.9579\u001b[0m\n",
      "\u001b[31m50775/50834 [============================>.] - ETA: 0s - loss: 0.2104 - acc: 0.9583\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 82us/step - loss: 0.2103 - acc: 0.9583\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 42:38 - loss: 0.6932 - acc: 0.3600\n",
      "  925/50834 [..............................] - ETA: 1:10 - loss: 0.6918 - acc: 0.5697 \n",
      " 1800/50834 [>.............................] - ETA: 37s - loss: 0.6875 - acc: 0.6033 \n",
      " 2700/50834 [>.............................] - ETA: 25s - loss: 0.6800 - acc: 0.6863\n",
      " 3600/50834 [=>............................] - ETA: 19s - loss: 0.6662 - acc: 0.7436\n",
      " 4475/50834 [=>............................] - ETA: 15s - loss: 0.6479 - acc: 0.7812\n",
      " 5375/50834 [==>...........................] - ETA: 13s - loss: 0.6246 - acc: 0.8058\n",
      " 6275/50834 [==>...........................] - ETA: 11s - loss: 0.6008 - acc: 0.8242\n",
      " 7125/50834 [===>..........................] - ETA: 10s - loss: 0.5775 - acc: 0.8354\n",
      " 8000/50834 [===>..........................] - ETA: 9s - loss: 0.5516 - acc: 0.8462 \u001b[0m\n",
      "\u001b[31m 8900/50834 [====>.........................] - ETA: 8s - loss: 0.5257 - acc: 0.8555\n",
      " 9775/50834 [====>.........................] - ETA: 7s - loss: 0.5025 - acc: 0.8634\u001b[0m\n",
      "\u001b[31m10675/50834 [=====>........................] - ETA: 7s - loss: 0.4797 - acc: 0.8709\u001b[0m\n",
      "\u001b[31m11550/50834 [=====>........................] - ETA: 6s - loss: 0.4569 - acc: 0.8773\u001b[0m\n",
      "\u001b[31m12425/50834 [======>.......................] - ETA: 6s - loss: 0.4371 - acc: 0.8829\u001b[0m\n",
      "\u001b[31m13325/50834 [======>.......................] - ETA: 5s - loss: 0.4172 - acc: 0.8877\u001b[0m\n",
      "\u001b[31m14225/50834 [=======>......................] - ETA: 5s - loss: 0.4005 - acc: 0.8919\u001b[0m\n",
      "\u001b[31m15075/50834 [=======>......................] - ETA: 5s - loss: 0.3864 - acc: 0.8955\u001b[0m\n",
      "\u001b[31m15925/50834 [========>.....................] - ETA: 4s - loss: 0.3729 - acc: 0.8993\u001b[0m\n",
      "\u001b[31m16800/50834 [========>.....................] - ETA: 4s - loss: 0.3617 - acc: 0.9023\u001b[0m\n",
      "\u001b[31m17700/50834 [=========>....................] - ETA: 4s - loss: 0.3515 - acc: 0.9053\u001b[0m\n",
      "\u001b[31m18575/50834 [=========>....................] - ETA: 4s - loss: 0.3425 - acc: 0.9083\u001b[0m\n",
      "\u001b[31m19475/50834 [==========>...................] - ETA: 3s - loss: 0.3336 - acc: 0.9108\u001b[0m\n",
      "\u001b[31m20375/50834 [===========>..................] - ETA: 3s - loss: 0.3259 - acc: 0.9127\u001b[0m\n",
      "\u001b[31m21275/50834 [===========>..................] - ETA: 3s - loss: 0.3185 - acc: 0.9150\u001b[0m\n",
      "\u001b[31m22175/50834 [============>.................] - ETA: 3s - loss: 0.3110 - acc: 0.9171\u001b[0m\n",
      "\u001b[31m23075/50834 [============>.................] - ETA: 3s - loss: 0.3055 - acc: 0.9191\u001b[0m\n",
      "\u001b[31m23975/50834 [=============>................] - ETA: 2s - loss: 0.2994 - acc: 0.9213\u001b[0m\n",
      "\u001b[31m24800/50834 [=============>................] - ETA: 2s - loss: 0.2936 - acc: 0.9229\u001b[0m\n",
      "\u001b[31m25700/50834 [==============>...............] - ETA: 2s - loss: 0.2863 - acc: 0.9250\u001b[0m\n",
      "\u001b[31m26600/50834 [==============>...............] - ETA: 2s - loss: 0.2798 - acc: 0.9268\u001b[0m\n",
      "\u001b[31m27500/50834 [===============>..............] - ETA: 2s - loss: 0.2729 - acc: 0.9285\u001b[0m\n",
      "\u001b[31m28375/50834 [===============>..............] - ETA: 2s - loss: 0.2681 - acc: 0.9301\u001b[0m\n",
      "\u001b[31m29275/50834 [================>.............] - ETA: 2s - loss: 0.2621 - acc: 0.9317\u001b[0m\n",
      "\u001b[31m30150/50834 [================>.............] - ETA: 2s - loss: 0.2609 - acc: 0.9327\u001b[0m\n",
      "\u001b[31m31025/50834 [=================>............] - ETA: 1s - loss: 0.2586 - acc: 0.9337\u001b[0m\n",
      "\u001b[31m31925/50834 [=================>............] - ETA: 1s - loss: 0.2542 - acc: 0.9349\u001b[0m\n",
      "\u001b[31m32825/50834 [==================>...........] - ETA: 1s - loss: 0.2500 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m33725/50834 [==================>...........] - ETA: 1s - loss: 0.2455 - acc: 0.9373\u001b[0m\n",
      "\u001b[31m34625/50834 [===================>..........] - ETA: 1s - loss: 0.2431 - acc: 0.9384\u001b[0m\n",
      "\u001b[31m35525/50834 [===================>..........] - ETA: 1s - loss: 0.2412 - acc: 0.9391\u001b[0m\n",
      "\u001b[31m36425/50834 [====================>.........] - ETA: 1s - loss: 0.2393 - acc: 0.9399\u001b[0m\n",
      "\u001b[31m37325/50834 [=====================>........] - ETA: 1s - loss: 0.2354 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m38200/50834 [=====================>........] - ETA: 1s - loss: 0.2327 - acc: 0.9418\u001b[0m\n",
      "\u001b[31m39100/50834 [======================>.......] - ETA: 1s - loss: 0.2293 - acc: 0.9426\u001b[0m\n",
      "\u001b[31m40000/50834 [======================>.......] - ETA: 0s - loss: 0.2268 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m40900/50834 [=======================>......] - ETA: 0s - loss: 0.2253 - acc: 0.9441\u001b[0m\n",
      "\u001b[31m41800/50834 [=======================>......] - ETA: 0s - loss: 0.2215 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m42650/50834 [========================>.....] - ETA: 0s - loss: 0.2204 - acc: 0.9456\u001b[0m\n",
      "\u001b[31m43525/50834 [========================>.....] - ETA: 0s - loss: 0.2178 - acc: 0.9462\u001b[0m\n",
      "\u001b[31m44425/50834 [=========================>....] - ETA: 0s - loss: 0.2155 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m45300/50834 [=========================>....] - ETA: 0s - loss: 0.2131 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m46200/50834 [==========================>...] - ETA: 0s - loss: 0.2117 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m47100/50834 [==========================>...] - ETA: 0s - loss: 0.2099 - acc: 0.9486\u001b[0m\n",
      "\u001b[31m47975/50834 [===========================>..] - ETA: 0s - loss: 0.2086 - acc: 0.9491\u001b[0m\n",
      "\u001b[31m48850/50834 [===========================>..] - ETA: 0s - loss: 0.2068 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m49750/50834 [============================>.] - ETA: 0s - loss: 0.2055 - acc: 0.9503\u001b[0m\n",
      "\u001b[31m50650/50834 [============================>.] - ETA: 0s - loss: 0.2033 - acc: 0.9508\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 82us/step - loss: 0.2032 - acc: 0.9510\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/50834 [..............................] - ETA: 43:54 - loss: 0.6932 - acc: 0.3600\u001b[0m\n",
      "\u001b[31m  900/50834 [..............................] - ETA: 1:14 - loss: 0.6919 - acc: 0.5611 \n",
      " 1775/50834 [>.............................] - ETA: 38s - loss: 0.6866 - acc: 0.7008 \n",
      " 2675/50834 [>.............................] - ETA: 26s - loss: 0.6761 - acc: 0.7723\n",
      " 3575/50834 [=>............................] - ETA: 19s - loss: 0.6593 - acc: 0.8134\n",
      " 4475/50834 [=>............................] - ETA: 16s - loss: 0.6401 - acc: 0.8320\n",
      " 5350/50834 [==>...........................] - ETA: 13s - loss: 0.6154 - acc: 0.8475\n",
      " 6250/50834 [==>...........................] - ETA: 11s - loss: 0.5883 - acc: 0.8594\n",
      " 7150/50834 [===>..........................] - ETA: 10s - loss: 0.5624 - acc: 0.8676\n",
      " 8050/50834 [===>..........................] - ETA: 9s - loss: 0.5352 - acc: 0.8759 \n",
      " 8950/50834 [====>.........................] - ETA: 8s - loss: 0.5085 - acc: 0.8829\n",
      " 9850/50834 [====>.........................] - ETA: 7s - loss: 0.4837 - acc: 0.8891\u001b[0m\n",
      "\u001b[31m10750/50834 [=====>........................] - ETA: 7s - loss: 0.4617 - acc: 0.8940\u001b[0m\n",
      "\u001b[31m11650/50834 [=====>........................] - ETA: 6s - loss: 0.4439 - acc: 0.8975\u001b[0m\n",
      "\u001b[31m12550/50834 [======>.......................] - ETA: 6s - loss: 0.4264 - acc: 0.9014\u001b[0m\n",
      "\u001b[31m13425/50834 [======>.......................] - ETA: 5s - loss: 0.4128 - acc: 0.9044\u001b[0m\n",
      "\u001b[31m14300/50834 [=======>......................] - ETA: 5s - loss: 0.3967 - acc: 0.9078\u001b[0m\n",
      "\u001b[31m15200/50834 [=======>......................] - ETA: 5s - loss: 0.3824 - acc: 0.9107\u001b[0m\n",
      "\u001b[31m16100/50834 [========>.....................] - ETA: 4s - loss: 0.3697 - acc: 0.9139\u001b[0m\n",
      "\u001b[31m16950/50834 [=========>....................] - ETA: 4s - loss: 0.3582 - acc: 0.9165\u001b[0m\n",
      "\u001b[31m17850/50834 [=========>....................] - ETA: 4s - loss: 0.3484 - acc: 0.9190\u001b[0m\n",
      "\u001b[31m18750/50834 [==========>...................] - ETA: 4s - loss: 0.3370 - acc: 0.9216\u001b[0m\n",
      "\u001b[31m19625/50834 [==========>...................] - ETA: 3s - loss: 0.3283 - acc: 0.9237\u001b[0m\n",
      "\u001b[31m20525/50834 [===========>..................] - ETA: 3s - loss: 0.3200 - acc: 0.9257\u001b[0m\n",
      "\u001b[31m21400/50834 [===========>..................] - ETA: 3s - loss: 0.3122 - acc: 0.9275\u001b[0m\n",
      "\u001b[31m22275/50834 [============>.................] - ETA: 3s - loss: 0.3049 - acc: 0.9293\u001b[0m\n",
      "\u001b[31m23175/50834 [============>.................] - ETA: 3s - loss: 0.2973 - acc: 0.9312\u001b[0m\n",
      "\u001b[31m24050/50834 [=============>................] - ETA: 2s - loss: 0.2910 - acc: 0.9328\u001b[0m\n",
      "\u001b[31m24950/50834 [=============>................] - ETA: 2s - loss: 0.2831 - acc: 0.9346\u001b[0m\n",
      "\u001b[31m25825/50834 [==============>...............] - ETA: 2s - loss: 0.2789 - acc: 0.9358\u001b[0m\n",
      "\u001b[31m26725/50834 [==============>...............] - ETA: 2s - loss: 0.2736 - acc: 0.9367\u001b[0m\n",
      "\u001b[31m27625/50834 [===============>..............] - ETA: 2s - loss: 0.2702 - acc: 0.9378\u001b[0m\n",
      "\u001b[31m28525/50834 [===============>..............] - ETA: 2s - loss: 0.2665 - acc: 0.9391\u001b[0m\n",
      "\u001b[31m29425/50834 [================>.............] - ETA: 2s - loss: 0.2606 - acc: 0.9403\u001b[0m\n",
      "\u001b[31m30325/50834 [================>.............] - ETA: 2s - loss: 0.2568 - acc: 0.9411\u001b[0m\n",
      "\u001b[31m31200/50834 [=================>............] - ETA: 1s - loss: 0.2527 - acc: 0.9420\u001b[0m\n",
      "\u001b[31m32100/50834 [=================>............] - ETA: 1s - loss: 0.2495 - acc: 0.9429\u001b[0m\n",
      "\u001b[31m33000/50834 [==================>...........] - ETA: 1s - loss: 0.2478 - acc: 0.9438\u001b[0m\n",
      "\u001b[31m33900/50834 [===================>..........] - ETA: 1s - loss: 0.2443 - acc: 0.9447\u001b[0m\n",
      "\u001b[31m34750/50834 [===================>..........] - ETA: 1s - loss: 0.2416 - acc: 0.9455\u001b[0m\n",
      "\u001b[31m35650/50834 [====================>.........] - ETA: 1s - loss: 0.2385 - acc: 0.9464\u001b[0m\n",
      "\u001b[31m36550/50834 [====================>.........] - ETA: 1s - loss: 0.2364 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m37450/50834 [=====================>........] - ETA: 1s - loss: 0.2339 - acc: 0.9479\u001b[0m\n",
      "\u001b[31m38325/50834 [=====================>........] - ETA: 1s - loss: 0.2311 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m39225/50834 [======================>.......] - ETA: 1s - loss: 0.2276 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m40125/50834 [======================>.......] - ETA: 0s - loss: 0.2248 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m41025/50834 [=======================>......] - ETA: 0s - loss: 0.2219 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m41925/50834 [=======================>......] - ETA: 0s - loss: 0.2201 - acc: 0.9512\u001b[0m\n",
      "\u001b[31m42825/50834 [========================>.....] - ETA: 0s - loss: 0.2171 - acc: 0.9518\u001b[0m\n",
      "\u001b[31m43725/50834 [========================>.....] - ETA: 0s - loss: 0.2150 - acc: 0.9523\u001b[0m\n",
      "\u001b[31m44600/50834 [=========================>....] - ETA: 0s - loss: 0.2127 - acc: 0.9529\u001b[0m\n",
      "\u001b[31m45500/50834 [=========================>....] - ETA: 0s - loss: 0.2113 - acc: 0.9534\u001b[0m\n",
      "\u001b[31m46400/50834 [==========================>...] - ETA: 0s - loss: 0.2092 - acc: 0.9540\u001b[0m\n",
      "\u001b[31m47300/50834 [==========================>...] - ETA: 0s - loss: 0.2068 - acc: 0.9545\u001b[0m\n",
      "\u001b[31m48200/50834 [===========================>..] - ETA: 0s - loss: 0.2039 - acc: 0.9552\u001b[0m\n",
      "\u001b[31m49100/50834 [===========================>..] - ETA: 0s - loss: 0.2027 - acc: 0.9557\u001b[0m\n",
      "\u001b[31m50000/50834 [============================>.] - ETA: 0s - loss: 0.2004 - acc: 0.9562\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 82us/step - loss: 0.1997 - acc: 0.9566\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50833 [..............................] - ETA: 35:32 - loss: 0.6933 - acc: 0.3438\n",
      " 1056/50833 [..............................] - ETA: 1:05 - loss: 0.6930 - acc: 0.4962 \n",
      " 2112/50833 [>.............................] - ETA: 33s - loss: 0.6915 - acc: 0.6397 \n",
      " 3168/50833 [>.............................] - ETA: 22s - loss: 0.6852 - acc: 0.7317\n",
      " 4224/50833 [=>............................] - ETA: 17s - loss: 0.6701 - acc: 0.7808\n",
      " 5280/50833 [==>...........................] - ETA: 13s - loss: 0.6455 - acc: 0.8102\n",
      " 6336/50833 [==>...........................] - ETA: 11s - loss: 0.6140 - acc: 0.8307\n",
      " 7392/50833 [===>..........................] - ETA: 9s - loss: 0.5779 - acc: 0.8456 \n",
      " 8384/50833 [===>..........................] - ETA: 8s - loss: 0.5471 - acc: 0.8553\u001b[0m\n",
      "\u001b[31m 9440/50833 [====>.........................] - ETA: 7s - loss: 0.5134 - acc: 0.8653\u001b[0m\n",
      "\u001b[31m10496/50833 [=====>........................] - ETA: 7s - loss: 0.4861 - acc: 0.8731\u001b[0m\n",
      "\u001b[31m11552/50833 [=====>........................] - ETA: 6s - loss: 0.4602 - acc: 0.8801\u001b[0m\n",
      "\u001b[31m12608/50833 [======>.......................] - ETA: 5s - loss: 0.4395 - acc: 0.8873\u001b[0m\n",
      "\u001b[31m13664/50833 [=======>......................] - ETA: 5s - loss: 0.4170 - acc: 0.8927\u001b[0m\n",
      "\u001b[31m14720/50833 [=======>......................] - ETA: 5s - loss: 0.3998 - acc: 0.8978\u001b[0m\n",
      "\u001b[31m15776/50833 [========>.....................] - ETA: 4s - loss: 0.3834 - acc: 0.9017\u001b[0m\n",
      "\u001b[31m16832/50833 [========>.....................] - ETA: 4s - loss: 0.3724 - acc: 0.9056\u001b[0m\n",
      "\u001b[31m17888/50833 [=========>....................] - ETA: 4s - loss: 0.3593 - acc: 0.9093\u001b[0m\n",
      "\u001b[31m18944/50833 [==========>...................] - ETA: 3s - loss: 0.3461 - acc: 0.9130\u001b[0m\n",
      "\u001b[31m20000/50833 [==========>...................] - ETA: 3s - loss: 0.3367 - acc: 0.9152\u001b[0m\n",
      "\u001b[31m21056/50833 [===========>..................] - ETA: 3s - loss: 0.3276 - acc: 0.9174\u001b[0m\n",
      "\u001b[31m22112/50833 [============>.................] - ETA: 3s - loss: 0.3179 - acc: 0.9197\u001b[0m\n",
      "\u001b[31m23168/50833 [============>.................] - ETA: 2s - loss: 0.3111 - acc: 0.9216\u001b[0m\n",
      "\u001b[31m24224/50833 [=============>................] - ETA: 2s - loss: 0.3056 - acc: 0.9232\u001b[0m\n",
      "\u001b[31m25280/50833 [=============>................] - ETA: 2s - loss: 0.2976 - acc: 0.9256\u001b[0m\n",
      "\u001b[31m26336/50833 [==============>...............] - ETA: 2s - loss: 0.2906 - acc: 0.9276\u001b[0m\n",
      "\u001b[31m27392/50833 [===============>..............] - ETA: 2s - loss: 0.2843 - acc: 0.9296\u001b[0m\n",
      "\u001b[31m28416/50833 [===============>..............] - ETA: 2s - loss: 0.2783 - acc: 0.9314\u001b[0m\n",
      "\u001b[31m29472/50833 [================>.............] - ETA: 2s - loss: 0.2718 - acc: 0.9328\u001b[0m\n",
      "\u001b[31m30528/50833 [=================>............] - ETA: 1s - loss: 0.2672 - acc: 0.9341\u001b[0m\n",
      "\u001b[31m31584/50833 [=================>............] - ETA: 1s - loss: 0.2623 - acc: 0.9354\u001b[0m\n",
      "\u001b[31m32608/50833 [==================>...........] - ETA: 1s - loss: 0.2570 - acc: 0.9368\u001b[0m\n",
      "\u001b[31m33664/50833 [==================>...........] - ETA: 1s - loss: 0.2519 - acc: 0.9381\u001b[0m\n",
      "\u001b[31m34720/50833 [===================>..........] - ETA: 1s - loss: 0.2469 - acc: 0.9393\u001b[0m\n",
      "\u001b[31m35776/50833 [====================>.........] - ETA: 1s - loss: 0.2424 - acc: 0.9404\u001b[0m\n",
      "\u001b[31m36832/50833 [====================>.........] - ETA: 1s - loss: 0.2375 - acc: 0.9415\u001b[0m\n",
      "\u001b[31m37888/50833 [=====================>........] - ETA: 1s - loss: 0.2339 - acc: 0.9426\u001b[0m\n",
      "\u001b[31m38944/50833 [=====================>........] - ETA: 0s - loss: 0.2299 - acc: 0.9436\u001b[0m\n",
      "\u001b[31m40000/50833 [======================>.......] - ETA: 0s - loss: 0.2276 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m41056/50833 [=======================>......] - ETA: 0s - loss: 0.2244 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m42080/50833 [=======================>......] - ETA: 0s - loss: 0.2213 - acc: 0.9460\u001b[0m\n",
      "\u001b[31m43136/50833 [========================>.....] - ETA: 0s - loss: 0.2184 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m44192/50833 [=========================>....] - ETA: 0s - loss: 0.2152 - acc: 0.9477\u001b[0m\n",
      "\u001b[31m45248/50833 [=========================>....] - ETA: 0s - loss: 0.2127 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m46304/50833 [==========================>...] - ETA: 0s - loss: 0.2099 - acc: 0.9491\u001b[0m\n",
      "\u001b[31m47360/50833 [==========================>...] - ETA: 0s - loss: 0.2075 - acc: 0.9497\u001b[0m\n",
      "\u001b[31m48416/50833 [===========================>..] - ETA: 0s - loss: 0.2053 - acc: 0.9503\u001b[0m\n",
      "\u001b[31m49408/50833 [============================>.] - ETA: 0s - loss: 0.2031 - acc: 0.9509\u001b[0m\n",
      "\u001b[31m50464/50833 [============================>.] - ETA: 0s - loss: 0.2010 - acc: 0.9515\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 4s 75us/step - loss: 0.2002 - acc: 0.9516\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50833 [..............................] - ETA: 36:45 - loss: 0.6932 - acc: 0.3438\n",
      " 1056/50833 [..............................] - ETA: 1:07 - loss: 0.6930 - acc: 0.4962 \n",
      " 2112/50833 [>.............................] - ETA: 34s - loss: 0.6905 - acc: 0.6506 \n",
      " 3136/50833 [>.............................] - ETA: 23s - loss: 0.6820 - acc: 0.7350\n",
      " 4192/50833 [=>............................] - ETA: 17s - loss: 0.6638 - acc: 0.7803\n",
      " 5248/50833 [==>...........................] - ETA: 14s - loss: 0.6337 - acc: 0.8095\n",
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      " 9408/50833 [====>.........................] - ETA: 8s - loss: 0.5027 - acc: 0.8642\u001b[0m\n",
      "\u001b[31m10464/50833 [=====>........................] - ETA: 7s - loss: 0.4743 - acc: 0.8723\u001b[0m\n",
      "\u001b[31m11520/50833 [=====>........................] - ETA: 6s - loss: 0.4520 - acc: 0.8788\u001b[0m\n",
      "\u001b[31m12576/50833 [======>.......................] - ETA: 6s - loss: 0.4351 - acc: 0.8851\u001b[0m\n",
      "\u001b[31m13632/50833 [=======>......................] - ETA: 5s - loss: 0.4151 - acc: 0.8913\u001b[0m\n",
      "\u001b[31m14688/50833 [=======>......................] - ETA: 5s - loss: 0.3972 - acc: 0.8966\u001b[0m\n",
      "\u001b[31m15744/50833 [========>.....................] - ETA: 4s - loss: 0.3819 - acc: 0.9010\u001b[0m\n",
      "\u001b[31m16800/50833 [========>.....................] - ETA: 4s - loss: 0.3701 - acc: 0.9043\u001b[0m\n",
      "\u001b[31m17856/50833 [=========>....................] - ETA: 4s - loss: 0.3567 - acc: 0.9074\u001b[0m\n",
      "\u001b[31m18912/50833 [==========>...................] - ETA: 3s - loss: 0.3452 - acc: 0.9107\u001b[0m\n",
      "\u001b[31m19968/50833 [==========>...................] - ETA: 3s - loss: 0.3348 - acc: 0.9137\u001b[0m\n",
      "\u001b[31m21024/50833 [===========>..................] - ETA: 3s - loss: 0.3268 - acc: 0.9165\u001b[0m\n",
      "\u001b[31m22080/50833 [============>.................] - ETA: 3s - loss: 0.3214 - acc: 0.9190\u001b[0m\n",
      "\u001b[31m23136/50833 [============>.................] - ETA: 3s - loss: 0.3126 - acc: 0.9213\u001b[0m\n",
      "\u001b[31m24192/50833 [=============>................] - ETA: 2s - loss: 0.3038 - acc: 0.9235\u001b[0m\n",
      "\u001b[31m25248/50833 [=============>................] - ETA: 2s - loss: 0.2958 - acc: 0.9256\u001b[0m\n",
      "\u001b[31m26304/50833 [==============>...............] - ETA: 2s - loss: 0.2904 - acc: 0.9275\u001b[0m\n",
      "\u001b[31m27360/50833 [===============>..............] - ETA: 2s - loss: 0.2848 - acc: 0.9287\u001b[0m\n",
      "\u001b[31m28416/50833 [===============>..............] - ETA: 2s - loss: 0.2783 - acc: 0.9305\u001b[0m\n",
      "\u001b[31m29472/50833 [================>.............] - ETA: 2s - loss: 0.2741 - acc: 0.9317\u001b[0m\n",
      "\u001b[31m30496/50833 [================>.............] - ETA: 1s - loss: 0.2704 - acc: 0.9330\u001b[0m\n",
      "\u001b[31m31520/50833 [=================>............] - ETA: 1s - loss: 0.2672 - acc: 0.9342\u001b[0m\n",
      "\u001b[31m32576/50833 [==================>...........] - ETA: 1s - loss: 0.2624 - acc: 0.9354\u001b[0m\n",
      "\u001b[31m33632/50833 [==================>...........] - ETA: 1s - loss: 0.2570 - acc: 0.9368\u001b[0m\n",
      "\u001b[31m34688/50833 [===================>..........] - ETA: 1s - loss: 0.2544 - acc: 0.9379\u001b[0m\n",
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      "\u001b[31m36800/50833 [====================>.........] - ETA: 1s - loss: 0.2466 - acc: 0.9402\u001b[0m\n",
      "\u001b[31m37856/50833 [=====================>........] - ETA: 1s - loss: 0.2440 - acc: 0.9412\u001b[0m\n",
      "\u001b[31m38912/50833 [=====================>........] - ETA: 1s - loss: 0.2402 - acc: 0.9423\u001b[0m\n",
      "\u001b[31m39968/50833 [======================>.......] - ETA: 0s - loss: 0.2370 - acc: 0.9434\u001b[0m\n",
      "\u001b[31m41024/50833 [=======================>......] - ETA: 0s - loss: 0.2335 - acc: 0.9443\u001b[0m\n",
      "\u001b[31m41984/50833 [=======================>......] - ETA: 0s - loss: 0.2314 - acc: 0.9449\u001b[0m\n",
      "\u001b[31m43008/50833 [========================>.....] - ETA: 0s - loss: 0.2283 - acc: 0.9457\u001b[0m\n",
      "\u001b[31m44032/50833 [========================>.....] - ETA: 0s - loss: 0.2248 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m45088/50833 [=========================>....] - ETA: 0s - loss: 0.2224 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m46144/50833 [==========================>...] - ETA: 0s - loss: 0.2196 - acc: 0.9481\u001b[0m\n",
      "\u001b[31m47200/50833 [==========================>...] - ETA: 0s - loss: 0.2185 - acc: 0.9485\u001b[0m\n",
      "\u001b[31m48256/50833 [===========================>..] - ETA: 0s - loss: 0.2155 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m49312/50833 [============================>.] - ETA: 0s - loss: 0.2130 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m50368/50833 [============================>.] - ETA: 0s - loss: 0.2117 - acc: 0.9502\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 4s 76us/step - loss: 0.2104 - acc: 0.9505\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 37:19 - loss: 0.6932 - acc: 0.5938\n",
      " 1056/50834 [..............................] - ETA: 1:08 - loss: 0.6927 - acc: 0.5180 \n",
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      "\u001b[31m 7328/50834 [===>..........................] - ETA: 10s - loss: 0.5761 - acc: 0.8032\n",
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      "\u001b[31m11520/50834 [=====>........................] - ETA: 6s - loss: 0.4469 - acc: 0.8556\u001b[0m\n",
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      "\u001b[31m14656/50834 [=======>......................] - ETA: 5s - loss: 0.3927 - acc: 0.8772\u001b[0m\n",
      "\u001b[31m15712/50834 [========>.....................] - ETA: 4s - loss: 0.3770 - acc: 0.8823\u001b[0m\n",
      "\u001b[31m16736/50834 [========>.....................] - ETA: 4s - loss: 0.3643 - acc: 0.8873\u001b[0m\n",
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      "\u001b[31m18720/50834 [==========>...................] - ETA: 3s - loss: 0.3404 - acc: 0.8948\u001b[0m\n",
      "\u001b[31m19776/50834 [==========>...................] - ETA: 3s - loss: 0.3306 - acc: 0.8986\u001b[0m\n",
      "\u001b[31m20832/50834 [===========>..................] - ETA: 3s - loss: 0.3186 - acc: 0.9026\u001b[0m\n",
      "\u001b[31m21888/50834 [===========>..................] - ETA: 3s - loss: 0.3104 - acc: 0.9056\u001b[0m\n",
      "\u001b[31m22944/50834 [============>.................] - ETA: 3s - loss: 0.3009 - acc: 0.9091\u001b[0m\n",
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      "\u001b[31m26080/50834 [==============>...............] - ETA: 2s - loss: 0.2793 - acc: 0.9168\u001b[0m\n",
      "\u001b[31m27136/50834 [===============>..............] - ETA: 2s - loss: 0.2734 - acc: 0.9191\u001b[0m\n",
      "\u001b[31m28192/50834 [===============>..............] - ETA: 2s - loss: 0.2683 - acc: 0.9210\u001b[0m\n",
      "\u001b[31m29248/50834 [================>.............] - ETA: 2s - loss: 0.2632 - acc: 0.9230\u001b[0m\n",
      "\u001b[31m30304/50834 [================>.............] - ETA: 1s - loss: 0.2586 - acc: 0.9245\u001b[0m\n",
      "\u001b[31m31360/50834 [=================>............] - ETA: 1s - loss: 0.2539 - acc: 0.9264\u001b[0m\n",
      "\u001b[31m32416/50834 [==================>...........] - ETA: 1s - loss: 0.2500 - acc: 0.9279\u001b[0m\n",
      "\u001b[31m33472/50834 [==================>...........] - ETA: 1s - loss: 0.2467 - acc: 0.9293\u001b[0m\n",
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      "\u001b[31m39680/50834 [======================>.......] - ETA: 0s - loss: 0.2272 - acc: 0.9365\u001b[0m\n",
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      "\u001b[31m50048/50834 [============================>.] - ETA: 0s - loss: 0.2010 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 77us/step - loss: 0.1989 - acc: 0.9457\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 38:17 - loss: 0.6931 - acc: 0.5625\n",
      " 1056/50834 [..............................] - ETA: 1:10 - loss: 0.6927 - acc: 0.5170 \n",
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      "\u001b[31m 6208/50834 [==>...........................] - ETA: 12s - loss: 0.5853 - acc: 0.8278\n",
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      "\u001b[31m11360/50834 [=====>........................] - ETA: 6s - loss: 0.4303 - acc: 0.8805\u001b[0m\n",
      "\u001b[31m12416/50834 [======>.......................] - ETA: 6s - loss: 0.4094 - acc: 0.8877\u001b[0m\n",
      "\u001b[31m13472/50834 [======>.......................] - ETA: 5s - loss: 0.3916 - acc: 0.8936\u001b[0m\n",
      "\u001b[31m14528/50834 [=======>......................] - ETA: 5s - loss: 0.3778 - acc: 0.8981\u001b[0m\n",
      "\u001b[31m15584/50834 [========>.....................] - ETA: 4s - loss: 0.3657 - acc: 0.9019\u001b[0m\n",
      "\u001b[31m16640/50834 [========>.....................] - ETA: 4s - loss: 0.3514 - acc: 0.9059\u001b[0m\n",
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      "\u001b[31m18752/50834 [==========>...................] - ETA: 4s - loss: 0.3291 - acc: 0.9130\u001b[0m\n",
      "\u001b[31m19808/50834 [==========>...................] - ETA: 3s - loss: 0.3202 - acc: 0.9158\u001b[0m\n",
      "\u001b[31m20864/50834 [===========>..................] - ETA: 3s - loss: 0.3102 - acc: 0.9187\u001b[0m\n",
      "\u001b[31m21920/50834 [===========>..................] - ETA: 3s - loss: 0.3030 - acc: 0.9210\u001b[0m\n",
      "\u001b[31m22976/50834 [============>.................] - ETA: 3s - loss: 0.2978 - acc: 0.9228\u001b[0m\n",
      "\u001b[31m24032/50834 [=============>................] - ETA: 2s - loss: 0.2910 - acc: 0.9249\u001b[0m\n",
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      "\u001b[31m26080/50834 [==============>...............] - ETA: 2s - loss: 0.2772 - acc: 0.9285\u001b[0m\n",
      "\u001b[31m27136/50834 [===============>..............] - ETA: 2s - loss: 0.2704 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m28160/50834 [===============>..............] - ETA: 2s - loss: 0.2648 - acc: 0.9317\u001b[0m\n",
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      "\u001b[31m30240/50834 [================>.............] - ETA: 1s - loss: 0.2564 - acc: 0.9341\u001b[0m\n",
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      "\u001b[31m32288/50834 [==================>...........] - ETA: 1s - loss: 0.2462 - acc: 0.9370\u001b[0m\n",
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      "\u001b[31m35424/50834 [===================>..........] - ETA: 1s - loss: 0.2351 - acc: 0.9402\u001b[0m\n",
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      "\u001b[31m39648/50834 [======================>.......] - ETA: 0s - loss: 0.2264 - acc: 0.9431\u001b[0m\n",
      "\u001b[31m40672/50834 [=======================>......] - ETA: 0s - loss: 0.2240 - acc: 0.9440\u001b[0m\n",
      "\u001b[31m41728/50834 [=======================>......] - ETA: 0s - loss: 0.2218 - acc: 0.9447\u001b[0m\n",
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      "\u001b[31m44832/50834 [=========================>....] - ETA: 0s - loss: 0.2146 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m45856/50834 [==========================>...] - ETA: 0s - loss: 0.2130 - acc: 0.9476\u001b[0m\n",
      "\u001b[31m46880/50834 [==========================>...] - ETA: 0s - loss: 0.2107 - acc: 0.9483\u001b[0m\n",
      "\u001b[31m47904/50834 [===========================>..] - ETA: 0s - loss: 0.2090 - acc: 0.9489\u001b[0m\n",
      "\u001b[31m48928/50834 [===========================>..] - ETA: 0s - loss: 0.2069 - acc: 0.9495\u001b[0m\n",
      "\u001b[31m49984/50834 [============================>.] - ETA: 0s - loss: 0.2047 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 77us/step - loss: 0.2035 - acc: 0.9504\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 40:37 - loss: 0.6931 - acc: 0.5625\n",
      "  992/50834 [..............................] - ETA: 1:19 - loss: 0.6927 - acc: 0.5242 \n",
      " 2016/50834 [>.............................] - ETA: 39s - loss: 0.6899 - acc: 0.6781 \u001b[0m\n",
      "\u001b[31m 3072/50834 [>.............................] - ETA: 26s - loss: 0.6805 - acc: 0.7565\n",
      " 4096/50834 [=>............................] - ETA: 19s - loss: 0.6639 - acc: 0.7920\n",
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      "\u001b[31m10304/50834 [=====>........................] - ETA: 8s - loss: 0.4862 - acc: 0.8717\u001b[0m\n",
      "\u001b[31m11360/50834 [=====>........................] - ETA: 7s - loss: 0.4614 - acc: 0.8792\u001b[0m\n",
      "\u001b[31m12416/50834 [======>.......................] - ETA: 6s - loss: 0.4430 - acc: 0.8846\u001b[0m\n",
      "\u001b[31m13472/50834 [======>.......................] - ETA: 6s - loss: 0.4274 - acc: 0.8893\u001b[0m\n",
      "\u001b[31m14496/50834 [=======>......................] - ETA: 5s - loss: 0.4142 - acc: 0.8929\u001b[0m\n",
      "\u001b[31m15520/50834 [========>.....................] - ETA: 5s - loss: 0.3998 - acc: 0.8973\u001b[0m\n",
      "\u001b[31m16544/50834 [========>.....................] - ETA: 4s - loss: 0.3853 - acc: 0.9015\u001b[0m\n",
      "\u001b[31m17568/50834 [=========>....................] - ETA: 4s - loss: 0.3766 - acc: 0.9046\u001b[0m\n",
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      "\u001b[31m19648/50834 [==========>...................] - ETA: 3s - loss: 0.3541 - acc: 0.9111\u001b[0m\n",
      "\u001b[31m20672/50834 [===========>..................] - ETA: 3s - loss: 0.3468 - acc: 0.9134\u001b[0m\n",
      "\u001b[31m21696/50834 [===========>..................] - ETA: 3s - loss: 0.3388 - acc: 0.9161\u001b[0m\n",
      "\u001b[31m22720/50834 [============>.................] - ETA: 3s - loss: 0.3302 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m23744/50834 [=============>................] - ETA: 3s - loss: 0.3235 - acc: 0.9208\u001b[0m\n",
      "\u001b[31m24800/50834 [=============>................] - ETA: 2s - loss: 0.3173 - acc: 0.9228\u001b[0m\n",
      "\u001b[31m25824/50834 [==============>...............] - ETA: 2s - loss: 0.3111 - acc: 0.9249\u001b[0m\n",
      "\u001b[31m26848/50834 [==============>...............] - ETA: 2s - loss: 0.3054 - acc: 0.9263\u001b[0m\n",
      "\u001b[31m27872/50834 [===============>..............] - ETA: 2s - loss: 0.2971 - acc: 0.9285\u001b[0m\n",
      "\u001b[31m28896/50834 [================>.............] - ETA: 2s - loss: 0.2917 - acc: 0.9301\u001b[0m\n",
      "\u001b[31m29920/50834 [================>.............] - ETA: 2s - loss: 0.2855 - acc: 0.9316\u001b[0m\n",
      "\u001b[31m30976/50834 [=================>............] - ETA: 1s - loss: 0.2799 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m32032/50834 [=================>............] - ETA: 1s - loss: 0.2746 - acc: 0.9344\u001b[0m\n",
      "\u001b[31m33056/50834 [==================>...........] - ETA: 1s - loss: 0.2703 - acc: 0.9357\u001b[0m\n",
      "\u001b[31m34112/50834 [===================>..........] - ETA: 1s - loss: 0.2657 - acc: 0.9368\u001b[0m\n",
      "\u001b[31m35168/50834 [===================>..........] - ETA: 1s - loss: 0.2615 - acc: 0.9380\u001b[0m\n",
      "\u001b[31m36192/50834 [====================>.........] - ETA: 1s - loss: 0.2579 - acc: 0.9390\u001b[0m\n",
      "\u001b[31m37248/50834 [====================>.........] - ETA: 1s - loss: 0.2557 - acc: 0.9398\u001b[0m\n",
      "\u001b[31m38240/50834 [=====================>........] - ETA: 1s - loss: 0.2520 - acc: 0.9408\u001b[0m\n",
      "\u001b[31m39264/50834 [======================>.......] - ETA: 1s - loss: 0.2495 - acc: 0.9413\u001b[0m\n",
      "\u001b[31m40288/50834 [======================>.......] - ETA: 0s - loss: 0.2466 - acc: 0.9421\u001b[0m\n",
      "\u001b[31m41280/50834 [=======================>......] - ETA: 0s - loss: 0.2441 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m42304/50834 [=======================>......] - ETA: 0s - loss: 0.2417 - acc: 0.9435\u001b[0m\n",
      "\u001b[31m43328/50834 [========================>.....] - ETA: 0s - loss: 0.2386 - acc: 0.9444\u001b[0m\n",
      "\u001b[31m44352/50834 [=========================>....] - ETA: 0s - loss: 0.2366 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m45376/50834 [=========================>....] - ETA: 0s - loss: 0.2342 - acc: 0.9459\u001b[0m\n",
      "\u001b[31m46432/50834 [==========================>...] - ETA: 0s - loss: 0.2309 - acc: 0.9468\u001b[0m\n",
      "\u001b[31m47456/50834 [===========================>..] - ETA: 0s - loss: 0.2286 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m48480/50834 [===========================>..] - ETA: 0s - loss: 0.2269 - acc: 0.9478\u001b[0m\n",
      "\u001b[31m49504/50834 [============================>.] - ETA: 0s - loss: 0.2250 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m50560/50834 [============================>.] - ETA: 0s - loss: 0.2233 - acc: 0.9489\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 79us/step - loss: 0.2234 - acc: 0.9491\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 40:54 - loss: 0.6932 - acc: 0.4688\n",
      " 1056/50834 [..............................] - ETA: 1:15 - loss: 0.6929 - acc: 0.5275 \n",
      " 2080/50834 [>.............................] - ETA: 38s - loss: 0.6919 - acc: 0.5293 \n",
      " 3104/50834 [>.............................] - ETA: 26s - loss: 0.6866 - acc: 0.6447\n",
      " 4128/50834 [=>............................] - ETA: 19s - loss: 0.6735 - acc: 0.7103\n",
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      " 9248/50834 [====>.........................] - ETA: 9s - loss: 0.5122 - acc: 0.8292 \u001b[0m\n",
      "\u001b[31m10272/50834 [=====>........................] - ETA: 8s - loss: 0.4847 - acc: 0.8395\u001b[0m\n",
      "\u001b[31m11296/50834 [=====>........................] - ETA: 7s - loss: 0.4685 - acc: 0.8481\u001b[0m\n",
      "\u001b[31m12320/50834 [======>.......................] - ETA: 6s - loss: 0.4440 - acc: 0.8571\u001b[0m\n",
      "\u001b[31m13344/50834 [======>.......................] - ETA: 6s - loss: 0.4265 - acc: 0.8639\u001b[0m\n",
      "\u001b[31m14368/50834 [=======>......................] - ETA: 5s - loss: 0.4089 - acc: 0.8706\u001b[0m\n",
      "\u001b[31m15392/50834 [========>.....................] - ETA: 5s - loss: 0.3917 - acc: 0.8765\u001b[0m\n",
      "\u001b[31m16320/50834 [========>.....................] - ETA: 4s - loss: 0.3800 - acc: 0.8804\u001b[0m\n",
      "\u001b[31m17344/50834 [=========>....................] - ETA: 4s - loss: 0.3655 - acc: 0.8852\u001b[0m\n",
      "\u001b[31m18368/50834 [=========>....................] - ETA: 4s - loss: 0.3569 - acc: 0.8895\u001b[0m\n",
      "\u001b[31m19392/50834 [==========>...................] - ETA: 4s - loss: 0.3477 - acc: 0.8932\u001b[0m\n",
      "\u001b[31m20416/50834 [===========>..................] - ETA: 3s - loss: 0.3373 - acc: 0.8967\u001b[0m\n",
      "\u001b[31m21440/50834 [===========>..................] - ETA: 3s - loss: 0.3321 - acc: 0.8996\u001b[0m\n",
      "\u001b[31m22464/50834 [============>.................] - ETA: 3s - loss: 0.3247 - acc: 0.9025\u001b[0m\n",
      "\u001b[31m23488/50834 [============>.................] - ETA: 3s - loss: 0.3168 - acc: 0.9054\u001b[0m\n",
      "\u001b[31m24512/50834 [=============>................] - ETA: 2s - loss: 0.3076 - acc: 0.9085\u001b[0m\n",
      "\u001b[31m25536/50834 [==============>...............] - ETA: 2s - loss: 0.3004 - acc: 0.9111\u001b[0m\n",
      "\u001b[31m26560/50834 [==============>...............] - ETA: 2s - loss: 0.2946 - acc: 0.9133\u001b[0m\n",
      "\u001b[31m27584/50834 [===============>..............] - ETA: 2s - loss: 0.2879 - acc: 0.9156\u001b[0m\n",
      "\u001b[31m28608/50834 [===============>..............] - ETA: 2s - loss: 0.2840 - acc: 0.9171\u001b[0m\n",
      "\u001b[31m29664/50834 [================>.............] - ETA: 2s - loss: 0.2791 - acc: 0.9191\u001b[0m\n",
      "\u001b[31m30688/50834 [=================>............] - ETA: 2s - loss: 0.2744 - acc: 0.9210\u001b[0m\n",
      "\u001b[31m31712/50834 [=================>............] - ETA: 1s - loss: 0.2692 - acc: 0.9228\u001b[0m\n",
      "\u001b[31m32736/50834 [==================>...........] - ETA: 1s - loss: 0.2661 - acc: 0.9242\u001b[0m\n",
      "\u001b[31m33760/50834 [==================>...........] - ETA: 1s - loss: 0.2609 - acc: 0.9258\u001b[0m\n",
      "\u001b[31m34784/50834 [===================>..........] - ETA: 1s - loss: 0.2565 - acc: 0.9273\u001b[0m\n",
      "\u001b[31m35808/50834 [====================>.........] - ETA: 1s - loss: 0.2533 - acc: 0.9287\u001b[0m\n",
      "\u001b[31m36800/50834 [====================>.........] - ETA: 1s - loss: 0.2489 - acc: 0.9300\u001b[0m\n",
      "\u001b[31m37824/50834 [=====================>........] - ETA: 1s - loss: 0.2450 - acc: 0.9313\u001b[0m\n",
      "\u001b[31m38880/50834 [=====================>........] - ETA: 1s - loss: 0.2422 - acc: 0.9326\u001b[0m\n",
      "\u001b[31m39904/50834 [======================>.......] - ETA: 0s - loss: 0.2393 - acc: 0.9337\u001b[0m\n",
      "\u001b[31m40960/50834 [=======================>......] - ETA: 0s - loss: 0.2368 - acc: 0.9347\u001b[0m\n",
      "\u001b[31m41984/50834 [=======================>......] - ETA: 0s - loss: 0.2338 - acc: 0.9355\u001b[0m\n",
      "\u001b[31m43008/50834 [========================>.....] - ETA: 0s - loss: 0.2321 - acc: 0.9362\u001b[0m\n",
      "\u001b[31m44032/50834 [========================>.....] - ETA: 0s - loss: 0.2308 - acc: 0.9370\u001b[0m\n",
      "\u001b[31m45056/50834 [=========================>....] - ETA: 0s - loss: 0.2280 - acc: 0.9379\u001b[0m\n",
      "\u001b[31m46080/50834 [==========================>...] - ETA: 0s - loss: 0.2267 - acc: 0.9386\u001b[0m\n",
      "\u001b[31m47104/50834 [==========================>...] - ETA: 0s - loss: 0.2246 - acc: 0.9394\u001b[0m\n",
      "\u001b[31m48128/50834 [===========================>..] - ETA: 0s - loss: 0.2223 - acc: 0.9402\u001b[0m\n",
      "\u001b[31m49152/50834 [============================>.] - ETA: 0s - loss: 0.2206 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m50176/50834 [============================>.] - ETA: 0s - loss: 0.2193 - acc: 0.9416\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 80us/step - loss: 0.2185 - acc: 0.9420\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 41:55 - loss: 0.6931 - acc: 0.5000\n",
      " 1056/50834 [..............................] - ETA: 1:17 - loss: 0.6927 - acc: 0.6288 \n",
      " 2080/50834 [>.............................] - ETA: 39s - loss: 0.6901 - acc: 0.5630 \n",
      " 3104/50834 [>.............................] - ETA: 26s - loss: 0.6805 - acc: 0.6324\n",
      " 4128/50834 [=>............................] - ETA: 20s - loss: 0.6588 - acc: 0.6904\n",
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      " 7200/50834 [===>..........................] - ETA: 11s - loss: 0.5664 - acc: 0.7900\n",
      " 8224/50834 [===>..........................] - ETA: 10s - loss: 0.5380 - acc: 0.8087\n",
      " 9248/50834 [====>.........................] - ETA: 9s - loss: 0.5133 - acc: 0.8234 \u001b[0m\n",
      "\u001b[31m10208/50834 [=====>........................] - ETA: 8s - loss: 0.4925 - acc: 0.8353\u001b[0m\n",
      "\u001b[31m11232/50834 [=====>........................] - ETA: 7s - loss: 0.4696 - acc: 0.8470\u001b[0m\n",
      "\u001b[31m12256/50834 [======>.......................] - ETA: 6s - loss: 0.4497 - acc: 0.8562\u001b[0m\n",
      "\u001b[31m13280/50834 [======>.......................] - ETA: 6s - loss: 0.4307 - acc: 0.8639\u001b[0m\n",
      "\u001b[31m14304/50834 [=======>......................] - ETA: 5s - loss: 0.4150 - acc: 0.8705\u001b[0m\n",
      "\u001b[31m15328/50834 [========>.....................] - ETA: 5s - loss: 0.4015 - acc: 0.8767\u001b[0m\n",
      "\u001b[31m16352/50834 [========>.....................] - ETA: 5s - loss: 0.3870 - acc: 0.8817\u001b[0m\n",
      "\u001b[31m17376/50834 [=========>....................] - ETA: 4s - loss: 0.3771 - acc: 0.8866\u001b[0m\n",
      "\u001b[31m18400/50834 [=========>....................] - ETA: 4s - loss: 0.3671 - acc: 0.8906\u001b[0m\n",
      "\u001b[31m19424/50834 [==========>...................] - ETA: 4s - loss: 0.3557 - acc: 0.8949\u001b[0m\n",
      "\u001b[31m20448/50834 [===========>..................] - ETA: 3s - loss: 0.3468 - acc: 0.8986\u001b[0m\n",
      "\u001b[31m21472/50834 [===========>..................] - ETA: 3s - loss: 0.3379 - acc: 0.9021\u001b[0m\n",
      "\u001b[31m22496/50834 [============>.................] - ETA: 3s - loss: 0.3291 - acc: 0.9052\u001b[0m\n",
      "\u001b[31m23520/50834 [============>.................] - ETA: 3s - loss: 0.3220 - acc: 0.9080\u001b[0m\n",
      "\u001b[31m24544/50834 [=============>................] - ETA: 3s - loss: 0.3153 - acc: 0.9106\u001b[0m\n",
      "\u001b[31m25568/50834 [==============>...............] - ETA: 2s - loss: 0.3084 - acc: 0.9128\u001b[0m\n",
      "\u001b[31m26592/50834 [==============>...............] - ETA: 2s - loss: 0.3015 - acc: 0.9152\u001b[0m\n",
      "\u001b[31m27616/50834 [===============>..............] - ETA: 2s - loss: 0.2960 - acc: 0.9175\u001b[0m\n",
      "\u001b[31m28640/50834 [===============>..............] - ETA: 2s - loss: 0.2900 - acc: 0.9193\u001b[0m\n",
      "\u001b[31m29664/50834 [================>.............] - ETA: 2s - loss: 0.2851 - acc: 0.9210\u001b[0m\n",
      "\u001b[31m30624/50834 [=================>............] - ETA: 2s - loss: 0.2798 - acc: 0.9228\u001b[0m\n",
      "\u001b[31m31648/50834 [=================>............] - ETA: 1s - loss: 0.2757 - acc: 0.9243\u001b[0m\n",
      "\u001b[31m32672/50834 [==================>...........] - ETA: 1s - loss: 0.2710 - acc: 0.9259\u001b[0m\n",
      "\u001b[31m33696/50834 [==================>...........] - ETA: 1s - loss: 0.2655 - acc: 0.9276\u001b[0m\n",
      "\u001b[31m34720/50834 [===================>..........] - ETA: 1s - loss: 0.2612 - acc: 0.9290\u001b[0m\n",
      "\u001b[31m35744/50834 [====================>.........] - ETA: 1s - loss: 0.2572 - acc: 0.9304\u001b[0m\n",
      "\u001b[31m36768/50834 [====================>.........] - ETA: 1s - loss: 0.2536 - acc: 0.9316\u001b[0m\n",
      "\u001b[31m37792/50834 [=====================>........] - ETA: 1s - loss: 0.2507 - acc: 0.9327\u001b[0m\n",
      "\u001b[31m38816/50834 [=====================>........] - ETA: 1s - loss: 0.2471 - acc: 0.9339\u001b[0m\n",
      "\u001b[31m39840/50834 [======================>.......] - ETA: 0s - loss: 0.2437 - acc: 0.9350\u001b[0m\n",
      "\u001b[31m40864/50834 [=======================>......] - ETA: 0s - loss: 0.2409 - acc: 0.9360\u001b[0m\n",
      "\u001b[31m41888/50834 [=======================>......] - ETA: 0s - loss: 0.2369 - acc: 0.9372\u001b[0m\n",
      "\u001b[31m42912/50834 [========================>.....] - ETA: 0s - loss: 0.2342 - acc: 0.9381\u001b[0m\n",
      "\u001b[31m43936/50834 [========================>.....] - ETA: 0s - loss: 0.2313 - acc: 0.9389\u001b[0m\n",
      "\u001b[31m44960/50834 [=========================>....] - ETA: 0s - loss: 0.2288 - acc: 0.9396\u001b[0m\n",
      "\u001b[31m45984/50834 [==========================>...] - ETA: 0s - loss: 0.2276 - acc: 0.9403\u001b[0m\n",
      "\u001b[31m47008/50834 [==========================>...] - ETA: 0s - loss: 0.2252 - acc: 0.9412\u001b[0m\n",
      "\u001b[31m48032/50834 [===========================>..] - ETA: 0s - loss: 0.2229 - acc: 0.9420\u001b[0m\n",
      "\u001b[31m49056/50834 [===========================>..] - ETA: 0s - loss: 0.2205 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m50080/50834 [============================>.] - ETA: 0s - loss: 0.2191 - acc: 0.9434\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 81us/step - loss: 0.2179 - acc: 0.9439\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 42:32 - loss: 0.6932 - acc: 0.2500\n",
      " 1024/50834 [..............................] - ETA: 1:20 - loss: 0.6928 - acc: 0.5068 \n",
      " 2016/50834 [>.............................] - ETA: 41s - loss: 0.6910 - acc: 0.6285 \n",
      " 3040/50834 [>.............................] - ETA: 27s - loss: 0.6837 - acc: 0.7263\n",
      " 4064/50834 [=>............................] - ETA: 20s - loss: 0.6677 - acc: 0.7746\u001b[0m\n",
      "\u001b[31m 5088/50834 [==>...........................] - ETA: 16s - loss: 0.6429 - acc: 0.8058\n",
      " 6112/50834 [==>...........................] - ETA: 13s - loss: 0.6116 - acc: 0.8244\n",
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      "\u001b[31m10208/50834 [=====>........................] - ETA: 8s - loss: 0.4842 - acc: 0.8693\u001b[0m\n",
      "\u001b[31m11232/50834 [=====>........................] - ETA: 7s - loss: 0.4562 - acc: 0.8770\u001b[0m\n",
      "\u001b[31m12256/50834 [======>.......................] - ETA: 6s - loss: 0.4367 - acc: 0.8826\u001b[0m\n",
      "\u001b[31m13280/50834 [======>.......................] - ETA: 6s - loss: 0.4173 - acc: 0.8877\u001b[0m\n",
      "\u001b[31m14304/50834 [=======>......................] - ETA: 5s - loss: 0.4029 - acc: 0.8922\u001b[0m\n",
      "\u001b[31m15328/50834 [========>.....................] - ETA: 5s - loss: 0.3892 - acc: 0.8971\u001b[0m\n",
      "\u001b[31m16352/50834 [========>.....................] - ETA: 5s - loss: 0.3761 - acc: 0.9003\u001b[0m\n",
      "\u001b[31m17376/50834 [=========>....................] - ETA: 4s - loss: 0.3630 - acc: 0.9042\u001b[0m\n",
      "\u001b[31m18400/50834 [=========>....................] - ETA: 4s - loss: 0.3543 - acc: 0.9071\u001b[0m\n",
      "\u001b[31m19424/50834 [==========>...................] - ETA: 4s - loss: 0.3444 - acc: 0.9096\u001b[0m\n",
      "\u001b[31m20448/50834 [===========>..................] - ETA: 3s - loss: 0.3377 - acc: 0.9123\u001b[0m\n",
      "\u001b[31m21472/50834 [===========>..................] - ETA: 3s - loss: 0.3295 - acc: 0.9147\u001b[0m\n",
      "\u001b[31m22432/50834 [============>.................] - ETA: 3s - loss: 0.3224 - acc: 0.9164\u001b[0m\n",
      "\u001b[31m23456/50834 [============>.................] - ETA: 3s - loss: 0.3149 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m24480/50834 [=============>................] - ETA: 3s - loss: 0.3083 - acc: 0.9205\u001b[0m\n",
      "\u001b[31m25504/50834 [==============>...............] - ETA: 2s - loss: 0.3000 - acc: 0.9226\u001b[0m\n",
      "\u001b[31m26528/50834 [==============>...............] - ETA: 2s - loss: 0.2922 - acc: 0.9247\u001b[0m\n",
      "\u001b[31m27552/50834 [===============>..............] - ETA: 2s - loss: 0.2861 - acc: 0.9261\u001b[0m\n",
      "\u001b[31m28576/50834 [===============>..............] - ETA: 2s - loss: 0.2817 - acc: 0.9275\u001b[0m\n",
      "\u001b[31m29600/50834 [================>.............] - ETA: 2s - loss: 0.2763 - acc: 0.9289\u001b[0m\n",
      "\u001b[31m30624/50834 [=================>............] - ETA: 2s - loss: 0.2722 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m31648/50834 [=================>............] - ETA: 1s - loss: 0.2677 - acc: 0.9317\u001b[0m\n",
      "\u001b[31m32672/50834 [==================>...........] - ETA: 1s - loss: 0.2630 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m33696/50834 [==================>...........] - ETA: 1s - loss: 0.2596 - acc: 0.9341\u001b[0m\n",
      "\u001b[31m34720/50834 [===================>..........] - ETA: 1s - loss: 0.2564 - acc: 0.9351\u001b[0m\n",
      "\u001b[31m35744/50834 [====================>.........] - ETA: 1s - loss: 0.2528 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m36768/50834 [====================>.........] - ETA: 1s - loss: 0.2492 - acc: 0.9371\u001b[0m\n",
      "\u001b[31m37792/50834 [=====================>........] - ETA: 1s - loss: 0.2452 - acc: 0.9380\u001b[0m\n",
      "\u001b[31m38816/50834 [=====================>........] - ETA: 1s - loss: 0.2421 - acc: 0.9389\u001b[0m\n",
      "\u001b[31m39840/50834 [======================>.......] - ETA: 0s - loss: 0.2381 - acc: 0.9399\u001b[0m\n",
      "\u001b[31m40864/50834 [=======================>......] - ETA: 0s - loss: 0.2352 - acc: 0.9409\u001b[0m\n",
      "\u001b[31m41888/50834 [=======================>......] - ETA: 0s - loss: 0.2318 - acc: 0.9418\u001b[0m\n",
      "\u001b[31m42880/50834 [========================>.....] - ETA: 0s - loss: 0.2287 - acc: 0.9428\u001b[0m\n",
      "\u001b[31m43904/50834 [========================>.....] - ETA: 0s - loss: 0.2261 - acc: 0.9437\u001b[0m\n",
      "\u001b[31m44928/50834 [=========================>....] - ETA: 0s - loss: 0.2231 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m45952/50834 [==========================>...] - ETA: 0s - loss: 0.2215 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m46976/50834 [==========================>...] - ETA: 0s - loss: 0.2188 - acc: 0.9459\u001b[0m\n",
      "\u001b[31m48000/50834 [===========================>..] - ETA: 0s - loss: 0.2165 - acc: 0.9466\u001b[0m\n",
      "\u001b[31m49024/50834 [===========================>..] - ETA: 0s - loss: 0.2142 - acc: 0.9473\u001b[0m\n",
      "\u001b[31m50048/50834 [============================>.] - ETA: 0s - loss: 0.2120 - acc: 0.9479\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 82us/step - loss: 0.2102 - acc: 0.9483\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 44:05 - loss: 0.6932 - acc: 0.2812\n",
      " 1024/50834 [..............................] - ETA: 1:23 - loss: 0.6926 - acc: 0.5127 \n",
      " 2048/50834 [>.............................] - ETA: 42s - loss: 0.6900 - acc: 0.6318 \n",
      " 3072/50834 [>.............................] - ETA: 28s - loss: 0.6812 - acc: 0.7188\n",
      " 4096/50834 [=>............................] - ETA: 21s - loss: 0.6613 - acc: 0.7629\n",
      " 5120/50834 [==>...........................] - ETA: 17s - loss: 0.6322 - acc: 0.7920\n",
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      " 9216/50834 [====>.........................] - ETA: 9s - loss: 0.5006 - acc: 0.8511 \u001b[0m\n",
      "\u001b[31m10240/50834 [=====>........................] - ETA: 8s - loss: 0.4738 - acc: 0.8603\u001b[0m\n",
      "\u001b[31m11264/50834 [=====>........................] - ETA: 7s - loss: 0.4506 - acc: 0.8677\u001b[0m\n",
      "\u001b[31m12288/50834 [======>.......................] - ETA: 7s - loss: 0.4272 - acc: 0.8752\u001b[0m\n",
      "\u001b[31m13248/50834 [======>.......................] - ETA: 6s - loss: 0.4104 - acc: 0.8810\u001b[0m\n",
      "\u001b[31m14208/50834 [=======>......................] - ETA: 6s - loss: 0.3947 - acc: 0.8854\u001b[0m\n",
      "\u001b[31m15232/50834 [=======>......................] - ETA: 5s - loss: 0.3835 - acc: 0.8895\u001b[0m\n",
      "\u001b[31m16256/50834 [========>.....................] - ETA: 5s - loss: 0.3686 - acc: 0.8942\u001b[0m\n",
      "\u001b[31m17280/50834 [=========>....................] - ETA: 4s - loss: 0.3546 - acc: 0.8983\u001b[0m\n",
      "\u001b[31m18304/50834 [=========>....................] - ETA: 4s - loss: 0.3443 - acc: 0.9023\u001b[0m\n",
      "\u001b[31m19328/50834 [==========>...................] - ETA: 4s - loss: 0.3352 - acc: 0.9055\u001b[0m\n",
      "\u001b[31m20352/50834 [===========>..................] - ETA: 4s - loss: 0.3237 - acc: 0.9091\u001b[0m\n",
      "\u001b[31m21376/50834 [===========>..................] - ETA: 3s - loss: 0.3128 - acc: 0.9122\u001b[0m\n",
      "\u001b[31m22400/50834 [============>.................] - ETA: 3s - loss: 0.3051 - acc: 0.9149\u001b[0m\n",
      "\u001b[31m23424/50834 [============>.................] - ETA: 3s - loss: 0.2987 - acc: 0.9172\u001b[0m\n",
      "\u001b[31m24448/50834 [=============>................] - ETA: 3s - loss: 0.2920 - acc: 0.9197\u001b[0m\n",
      "\u001b[31m25472/50834 [==============>...............] - ETA: 2s - loss: 0.2878 - acc: 0.9213\u001b[0m\n",
      "\u001b[31m26496/50834 [==============>...............] - ETA: 2s - loss: 0.2818 - acc: 0.9230\u001b[0m\n",
      "\u001b[31m27520/50834 [===============>..............] - ETA: 2s - loss: 0.2762 - acc: 0.9249\u001b[0m\n",
      "\u001b[31m28544/50834 [===============>..............] - ETA: 2s - loss: 0.2710 - acc: 0.9265\u001b[0m\n",
      "\u001b[31m29568/50834 [================>.............] - ETA: 2s - loss: 0.2668 - acc: 0.9280\u001b[0m\n",
      "\u001b[31m30592/50834 [=================>............] - ETA: 2s - loss: 0.2630 - acc: 0.9295\u001b[0m\n",
      "\u001b[31m31616/50834 [=================>............] - ETA: 1s - loss: 0.2578 - acc: 0.9310\u001b[0m\n",
      "\u001b[31m32608/50834 [==================>...........] - ETA: 1s - loss: 0.2548 - acc: 0.9320\u001b[0m\n",
      "\u001b[31m33600/50834 [==================>...........] - ETA: 1s - loss: 0.2502 - acc: 0.9333\u001b[0m\n",
      "\u001b[31m34624/50834 [===================>..........] - ETA: 1s - loss: 0.2467 - acc: 0.9343\u001b[0m\n",
      "\u001b[31m35648/50834 [====================>.........] - ETA: 1s - loss: 0.2426 - acc: 0.9355\u001b[0m\n",
      "\u001b[31m36672/50834 [====================>.........] - ETA: 1s - loss: 0.2402 - acc: 0.9367\u001b[0m\n",
      "\u001b[31m37696/50834 [=====================>........] - ETA: 1s - loss: 0.2389 - acc: 0.9373\u001b[0m\n",
      "\u001b[31m38688/50834 [=====================>........] - ETA: 1s - loss: 0.2364 - acc: 0.9382\u001b[0m\n",
      "\u001b[31m39712/50834 [======================>.......] - ETA: 1s - loss: 0.2324 - acc: 0.9392\u001b[0m\n",
      "\u001b[31m40736/50834 [=======================>......] - ETA: 0s - loss: 0.2288 - acc: 0.9402\u001b[0m\n",
      "\u001b[31m41760/50834 [=======================>......] - ETA: 0s - loss: 0.2260 - acc: 0.9411\u001b[0m\n",
      "\u001b[31m42752/50834 [========================>.....] - ETA: 0s - loss: 0.2231 - acc: 0.9419\u001b[0m\n",
      "\u001b[31m43776/50834 [========================>.....] - ETA: 0s - loss: 0.2203 - acc: 0.9428\u001b[0m\n",
      "\u001b[31m44800/50834 [=========================>....] - ETA: 0s - loss: 0.2179 - acc: 0.9435\u001b[0m\n",
      "\u001b[31m45824/50834 [==========================>...] - ETA: 0s - loss: 0.2158 - acc: 0.9442\u001b[0m\n",
      "\u001b[31m46848/50834 [==========================>...] - ETA: 0s - loss: 0.2138 - acc: 0.9450\u001b[0m\n",
      "\u001b[31m47872/50834 [===========================>..] - ETA: 0s - loss: 0.2106 - acc: 0.9458\u001b[0m\n",
      "\u001b[31m48896/50834 [===========================>..] - ETA: 0s - loss: 0.2083 - acc: 0.9465\u001b[0m\n",
      "\u001b[31m49920/50834 [============================>.] - ETA: 0s - loss: 0.2059 - acc: 0.9473\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 83us/step - loss: 0.2047 - acc: 0.9476\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 44:28 - loss: 0.6932 - acc: 0.6562\n",
      " 1024/50834 [..............................] - ETA: 1:24 - loss: 0.6927 - acc: 0.7334 \n",
      " 2048/50834 [>.............................] - ETA: 42s - loss: 0.6898 - acc: 0.8091 \n",
      " 3008/50834 [>.............................] - ETA: 29s - loss: 0.6808 - acc: 0.8447\n",
      " 4000/50834 [=>............................] - ETA: 22s - loss: 0.6634 - acc: 0.8635\u001b[0m\n",
      "\u001b[31m 4992/50834 [=>............................] - ETA: 17s - loss: 0.6374 - acc: 0.8728\n",
      " 6016/50834 [==>...........................] - ETA: 14s - loss: 0.6051 - acc: 0.8803\n",
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      " 8032/50834 [===>..........................] - ETA: 11s - loss: 0.5397 - acc: 0.8926\n",
      " 9056/50834 [====>.........................] - ETA: 9s - loss: 0.5076 - acc: 0.8993 \u001b[0m\n",
      "\u001b[31m10048/50834 [====>.........................] - ETA: 8s - loss: 0.4793 - acc: 0.9037\u001b[0m\n",
      "\u001b[31m11072/50834 [=====>........................] - ETA: 8s - loss: 0.4514 - acc: 0.9078\u001b[0m\n",
      "\u001b[31m12064/50834 [======>.......................] - ETA: 7s - loss: 0.4298 - acc: 0.9107\u001b[0m\n",
      "\u001b[31m13088/50834 [======>.......................] - ETA: 6s - loss: 0.4096 - acc: 0.9150\u001b[0m\n",
      "\u001b[31m14112/50834 [=======>......................] - ETA: 6s - loss: 0.3948 - acc: 0.9180\u001b[0m\n",
      "\u001b[31m15136/50834 [=======>......................] - ETA: 5s - loss: 0.3794 - acc: 0.9205\u001b[0m\n",
      "\u001b[31m16160/50834 [========>.....................] - ETA: 5s - loss: 0.3685 - acc: 0.9228\u001b[0m\n",
      "\u001b[31m17184/50834 [=========>....................] - ETA: 4s - loss: 0.3537 - acc: 0.9257\u001b[0m\n",
      "\u001b[31m18208/50834 [=========>....................] - ETA: 4s - loss: 0.3427 - acc: 0.9273\u001b[0m\n",
      "\u001b[31m19200/50834 [==========>...................] - ETA: 4s - loss: 0.3338 - acc: 0.9294\u001b[0m\n",
      "\u001b[31m20224/50834 [==========>...................] - ETA: 4s - loss: 0.3251 - acc: 0.9304\u001b[0m\n",
      "\u001b[31m21248/50834 [===========>..................] - ETA: 3s - loss: 0.3151 - acc: 0.9323\u001b[0m\n",
      "\u001b[31m22208/50834 [============>.................] - ETA: 3s - loss: 0.3081 - acc: 0.9335\u001b[0m\n",
      "\u001b[31m23232/50834 [============>.................] - ETA: 3s - loss: 0.3030 - acc: 0.9352\u001b[0m\n",
      "\u001b[31m24256/50834 [=============>................] - ETA: 3s - loss: 0.2962 - acc: 0.9363\u001b[0m\n",
      "\u001b[31m25280/50834 [=============>................] - ETA: 2s - loss: 0.2906 - acc: 0.9375\u001b[0m\n",
      "\u001b[31m26304/50834 [==============>...............] - ETA: 2s - loss: 0.2849 - acc: 0.9389\u001b[0m\n",
      "\u001b[31m27296/50834 [===============>..............] - ETA: 2s - loss: 0.2802 - acc: 0.9398\u001b[0m\n",
      "\u001b[31m28320/50834 [===============>..............] - ETA: 2s - loss: 0.2748 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m29344/50834 [================>.............] - ETA: 2s - loss: 0.2695 - acc: 0.9422\u001b[0m\n",
      "\u001b[31m30368/50834 [================>.............] - ETA: 2s - loss: 0.2647 - acc: 0.9431\u001b[0m\n",
      "\u001b[31m31392/50834 [=================>............] - ETA: 2s - loss: 0.2607 - acc: 0.9441\u001b[0m\n",
      "\u001b[31m32416/50834 [==================>...........] - ETA: 1s - loss: 0.2564 - acc: 0.9450\u001b[0m\n",
      "\u001b[31m33440/50834 [==================>...........] - ETA: 1s - loss: 0.2522 - acc: 0.9458\u001b[0m\n",
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      "\u001b[31m35488/50834 [===================>..........] - ETA: 1s - loss: 0.2458 - acc: 0.9473\u001b[0m\n",
      "\u001b[31m36512/50834 [====================>.........] - ETA: 1s - loss: 0.2423 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m37536/50834 [=====================>........] - ETA: 1s - loss: 0.2387 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m38560/50834 [=====================>........] - ETA: 1s - loss: 0.2356 - acc: 0.9489\u001b[0m\n",
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      "\u001b[31m40608/50834 [======================>.......] - ETA: 0s - loss: 0.2307 - acc: 0.9501\u001b[0m\n",
      "\u001b[31m41632/50834 [=======================>......] - ETA: 0s - loss: 0.2281 - acc: 0.9505\u001b[0m\n",
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      "\u001b[31m43616/50834 [========================>.....] - ETA: 0s - loss: 0.2234 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m44608/50834 [=========================>....] - ETA: 0s - loss: 0.2218 - acc: 0.9519\u001b[0m\n",
      "\u001b[31m45600/50834 [=========================>....] - ETA: 0s - loss: 0.2194 - acc: 0.9524\u001b[0m\n",
      "\u001b[31m46624/50834 [==========================>...] - ETA: 0s - loss: 0.2175 - acc: 0.9529\u001b[0m\n",
      "\u001b[31m47648/50834 [===========================>..] - ETA: 0s - loss: 0.2147 - acc: 0.9534\u001b[0m\n",
      "\u001b[31m48640/50834 [===========================>..] - ETA: 0s - loss: 0.2119 - acc: 0.9540\u001b[0m\n",
      "\u001b[31m49664/50834 [============================>.] - ETA: 0s - loss: 0.2094 - acc: 0.9544\u001b[0m\n",
      "\u001b[31m50688/50834 [============================>.] - ETA: 0s - loss: 0.2078 - acc: 0.9547\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 83us/step - loss: 0.2073 - acc: 0.9548\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50833 [..............................] - ETA: 45:17 - loss: 0.6932 - acc: 0.3125\n",
      " 1088/50833 [..............................] - ETA: 1:20 - loss: 0.6920 - acc: 0.6700 \n",
      " 2176/50833 [>.............................] - ETA: 40s - loss: 0.6882 - acc: 0.7518 \n",
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      " 8704/50833 [====>.........................] - ETA: 10s - loss: 0.5995 - acc: 0.8765\n",
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      "\u001b[31m10880/50833 [=====>........................] - ETA: 8s - loss: 0.5527 - acc: 0.8867\u001b[0m\n",
      "\u001b[31m11968/50833 [======>.......................] - ETA: 7s - loss: 0.5318 - acc: 0.8914\u001b[0m\n",
      "\u001b[31m12992/50833 [======>.......................] - ETA: 6s - loss: 0.5113 - acc: 0.8946\u001b[0m\n",
      "\u001b[31m14080/50833 [=======>......................] - ETA: 6s - loss: 0.4961 - acc: 0.8971\u001b[0m\n",
      "\u001b[31m15168/50833 [=======>......................] - ETA: 5s - loss: 0.4748 - acc: 0.9012\u001b[0m\n",
      "\u001b[31m16256/50833 [========>.....................] - ETA: 5s - loss: 0.4553 - acc: 0.9045\u001b[0m\n",
      "\u001b[31m17344/50833 [=========>....................] - ETA: 4s - loss: 0.4394 - acc: 0.9079\u001b[0m\n",
      "\u001b[31m18432/50833 [=========>....................] - ETA: 4s - loss: 0.4234 - acc: 0.9111\u001b[0m\n",
      "\u001b[31m19520/50833 [==========>...................] - ETA: 4s - loss: 0.4093 - acc: 0.9138\u001b[0m\n",
      "\u001b[31m20608/50833 [===========>..................] - ETA: 3s - loss: 0.3955 - acc: 0.9164\u001b[0m\n",
      "\u001b[31m21696/50833 [===========>..................] - ETA: 3s - loss: 0.3843 - acc: 0.9188\u001b[0m\n",
      "\u001b[31m22784/50833 [============>.................] - ETA: 3s - loss: 0.3715 - acc: 0.9210\u001b[0m\n",
      "\u001b[31m23872/50833 [=============>................] - ETA: 3s - loss: 0.3602 - acc: 0.9231\u001b[0m\n",
      "\u001b[31m24960/50833 [=============>................] - ETA: 2s - loss: 0.3489 - acc: 0.9252\u001b[0m\n",
      "\u001b[31m26048/50833 [==============>...............] - ETA: 2s - loss: 0.3400 - acc: 0.9269\u001b[0m\n",
      "\u001b[31m27136/50833 [===============>..............] - ETA: 2s - loss: 0.3322 - acc: 0.9286\u001b[0m\n",
      "\u001b[31m28224/50833 [===============>..............] - ETA: 2s - loss: 0.3255 - acc: 0.9300\u001b[0m\n",
      "\u001b[31m29312/50833 [================>.............] - ETA: 2s - loss: 0.3176 - acc: 0.9313\u001b[0m\n",
      "\u001b[31m30400/50833 [================>.............] - ETA: 2s - loss: 0.3114 - acc: 0.9328\u001b[0m\n",
      "\u001b[31m31488/50833 [=================>............] - ETA: 1s - loss: 0.3063 - acc: 0.9336\u001b[0m\n",
      "\u001b[31m32576/50833 [==================>...........] - ETA: 1s - loss: 0.3009 - acc: 0.9348\u001b[0m\n",
      "\u001b[31m33632/50833 [==================>...........] - ETA: 1s - loss: 0.2952 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m34720/50833 [===================>..........] - ETA: 1s - loss: 0.2898 - acc: 0.9373\u001b[0m\n",
      "\u001b[31m35808/50833 [====================>.........] - ETA: 1s - loss: 0.2856 - acc: 0.9384\u001b[0m\n",
      "\u001b[31m36896/50833 [====================>.........] - ETA: 1s - loss: 0.2808 - acc: 0.9393\u001b[0m\n",
      "\u001b[31m37952/50833 [=====================>........] - ETA: 1s - loss: 0.2780 - acc: 0.9402\u001b[0m\n",
      "\u001b[31m39040/50833 [======================>.......] - ETA: 1s - loss: 0.2747 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m40096/50833 [======================>.......] - ETA: 0s - loss: 0.2716 - acc: 0.9418\u001b[0m\n",
      "\u001b[31m41184/50833 [=======================>......] - ETA: 0s - loss: 0.2673 - acc: 0.9428\u001b[0m\n",
      "\u001b[31m42272/50833 [=======================>......] - ETA: 0s - loss: 0.2641 - acc: 0.9437\u001b[0m\n",
      "\u001b[31m43360/50833 [========================>.....] - ETA: 0s - loss: 0.2605 - acc: 0.9445\u001b[0m\n",
      "\u001b[31m44448/50833 [=========================>....] - ETA: 0s - loss: 0.2575 - acc: 0.9454\u001b[0m\n",
      "\u001b[31m45536/50833 [=========================>....] - ETA: 0s - loss: 0.2539 - acc: 0.9460\u001b[0m\n",
      "\u001b[31m46624/50833 [==========================>...] - ETA: 0s - loss: 0.2500 - acc: 0.9468\u001b[0m\n",
      "\u001b[31m47712/50833 [===========================>..] - ETA: 0s - loss: 0.2477 - acc: 0.9475\u001b[0m\n",
      "\u001b[31m48800/50833 [===========================>..] - ETA: 0s - loss: 0.2441 - acc: 0.9483\u001b[0m\n",
      "\u001b[31m49856/50833 [============================>.] - ETA: 0s - loss: 0.2406 - acc: 0.9490\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 4s 81us/step - loss: 0.2384 - acc: 0.9494\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50833 [..............................] - ETA: 45:32 - loss: 0.6931 - acc: 0.4375\n",
      " 1088/50833 [..............................] - ETA: 1:20 - loss: 0.6914 - acc: 0.5432 \n",
      " 2176/50833 [>.............................] - ETA: 40s - loss: 0.6862 - acc: 0.6783 \n",
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      " 5344/50833 [==>...........................] - ETA: 16s - loss: 0.6398 - acc: 0.8101\n",
      " 6432/50833 [==>...........................] - ETA: 13s - loss: 0.6152 - acc: 0.8265\u001b[0m\n",
      "\u001b[31m 7520/50833 [===>..........................] - ETA: 11s - loss: 0.5924 - acc: 0.8402\n",
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      "\u001b[31m10784/50833 [=====>........................] - ETA: 8s - loss: 0.5216 - acc: 0.8642\u001b[0m\n",
      "\u001b[31m11872/50833 [======>.......................] - ETA: 7s - loss: 0.5004 - acc: 0.8712\u001b[0m\n",
      "\u001b[31m12960/50833 [======>.......................] - ETA: 6s - loss: 0.4783 - acc: 0.8776\u001b[0m\n",
      "\u001b[31m14048/50833 [=======>......................] - ETA: 6s - loss: 0.4587 - acc: 0.8834\u001b[0m\n",
      "\u001b[31m15136/50833 [=======>......................] - ETA: 5s - loss: 0.4415 - acc: 0.8878\u001b[0m\n",
      "\u001b[31m16224/50833 [========>.....................] - ETA: 5s - loss: 0.4243 - acc: 0.8923\u001b[0m\n",
      "\u001b[31m17312/50833 [=========>....................] - ETA: 4s - loss: 0.4112 - acc: 0.8961\u001b[0m\n",
      "\u001b[31m18400/50833 [=========>....................] - ETA: 4s - loss: 0.3972 - acc: 0.9001\u001b[0m\n",
      "\u001b[31m19488/50833 [==========>...................] - ETA: 4s - loss: 0.3875 - acc: 0.9034\u001b[0m\n",
      "\u001b[31m20576/50833 [===========>..................] - ETA: 3s - loss: 0.3773 - acc: 0.9059\u001b[0m\n",
      "\u001b[31m21664/50833 [===========>..................] - ETA: 3s - loss: 0.3666 - acc: 0.9087\u001b[0m\n",
      "\u001b[31m22752/50833 [============>.................] - ETA: 3s - loss: 0.3556 - acc: 0.9111\u001b[0m\n",
      "\u001b[31m23840/50833 [=============>................] - ETA: 3s - loss: 0.3451 - acc: 0.9139\u001b[0m\n",
      "\u001b[31m24928/50833 [=============>................] - ETA: 3s - loss: 0.3357 - acc: 0.9160\u001b[0m\n",
      "\u001b[31m25984/50833 [==============>...............] - ETA: 2s - loss: 0.3284 - acc: 0.9180\u001b[0m\n",
      "\u001b[31m27040/50833 [==============>...............] - ETA: 2s - loss: 0.3225 - acc: 0.9194\u001b[0m\n",
      "\u001b[31m28128/50833 [===============>..............] - ETA: 2s - loss: 0.3154 - acc: 0.9216\u001b[0m\n",
      "\u001b[31m29184/50833 [================>.............] - ETA: 2s - loss: 0.3074 - acc: 0.9233\u001b[0m\n",
      "\u001b[31m30240/50833 [================>.............] - ETA: 2s - loss: 0.3031 - acc: 0.9246\u001b[0m\n",
      "\u001b[31m31328/50833 [=================>............] - ETA: 1s - loss: 0.2980 - acc: 0.9261\u001b[0m\n",
      "\u001b[31m32416/50833 [==================>...........] - ETA: 1s - loss: 0.2942 - acc: 0.9276\u001b[0m\n",
      "\u001b[31m33472/50833 [==================>...........] - ETA: 1s - loss: 0.2893 - acc: 0.9291\u001b[0m\n",
      "\u001b[31m34560/50833 [===================>..........] - ETA: 1s - loss: 0.2839 - acc: 0.9306\u001b[0m\n",
      "\u001b[31m35648/50833 [====================>.........] - ETA: 1s - loss: 0.2797 - acc: 0.9320\u001b[0m\n",
      "\u001b[31m36736/50833 [====================>.........] - ETA: 1s - loss: 0.2763 - acc: 0.9333\u001b[0m\n",
      "\u001b[31m37824/50833 [=====================>........] - ETA: 1s - loss: 0.2715 - acc: 0.9347\u001b[0m\n",
      "\u001b[31m38912/50833 [=====================>........] - ETA: 1s - loss: 0.2672 - acc: 0.9359\u001b[0m\n",
      "\u001b[31m39968/50833 [======================>.......] - ETA: 0s - loss: 0.2622 - acc: 0.9371\u001b[0m\n",
      "\u001b[31m41056/50833 [=======================>......] - ETA: 0s - loss: 0.2597 - acc: 0.9380\u001b[0m\n",
      "\u001b[31m42144/50833 [=======================>......] - ETA: 0s - loss: 0.2554 - acc: 0.9391\u001b[0m\n",
      "\u001b[31m43232/50833 [========================>.....] - ETA: 0s - loss: 0.2534 - acc: 0.9398\u001b[0m\n",
      "\u001b[31m44320/50833 [=========================>....] - ETA: 0s - loss: 0.2507 - acc: 0.9408\u001b[0m\n",
      "\u001b[31m45408/50833 [=========================>....] - ETA: 0s - loss: 0.2481 - acc: 0.9415\u001b[0m\n",
      "\u001b[31m46464/50833 [==========================>...] - ETA: 0s - loss: 0.2445 - acc: 0.9424\u001b[0m\n",
      "\u001b[31m47488/50833 [===========================>..] - ETA: 0s - loss: 0.2420 - acc: 0.9431\u001b[0m\n",
      "\u001b[31m48576/50833 [===========================>..] - ETA: 0s - loss: 0.2390 - acc: 0.9439\u001b[0m\n",
      "\u001b[31m49664/50833 [============================>.] - ETA: 0s - loss: 0.2371 - acc: 0.9447\u001b[0m\n",
      "\u001b[31m50720/50833 [============================>.] - ETA: 0s - loss: 0.2337 - acc: 0.9455\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 4s 81us/step - loss: 0.2333 - acc: 0.9456\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 46:06 - loss: 0.6932 - acc: 0.4062\n",
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      "\u001b[31m10784/50834 [=====>........................] - ETA: 8s - loss: 0.5158 - acc: 0.8967\u001b[0m\n",
      "\u001b[31m11872/50834 [======>.......................] - ETA: 7s - loss: 0.4935 - acc: 0.9004\u001b[0m\n",
      "\u001b[31m12960/50834 [======>.......................] - ETA: 6s - loss: 0.4708 - acc: 0.9052\u001b[0m\n",
      "\u001b[31m14048/50834 [=======>......................] - ETA: 6s - loss: 0.4524 - acc: 0.9089\u001b[0m\n",
      "\u001b[31m15136/50834 [=======>......................] - ETA: 5s - loss: 0.4329 - acc: 0.9125\u001b[0m\n",
      "\u001b[31m16192/50834 [========>.....................] - ETA: 5s - loss: 0.4190 - acc: 0.9143\u001b[0m\n",
      "\u001b[31m17248/50834 [=========>....................] - ETA: 4s - loss: 0.4052 - acc: 0.9169\u001b[0m\n",
      "\u001b[31m18336/50834 [=========>....................] - ETA: 4s - loss: 0.3926 - acc: 0.9184\u001b[0m\n",
      "\u001b[31m19424/50834 [==========>...................] - ETA: 4s - loss: 0.3785 - acc: 0.9210\u001b[0m\n",
      "\u001b[31m20512/50834 [===========>..................] - ETA: 4s - loss: 0.3673 - acc: 0.9229\u001b[0m\n",
      "\u001b[31m21600/50834 [===========>..................] - ETA: 3s - loss: 0.3547 - acc: 0.9250\u001b[0m\n",
      "\u001b[31m22688/50834 [============>.................] - ETA: 3s - loss: 0.3456 - acc: 0.9269\u001b[0m\n",
      "\u001b[31m23776/50834 [=============>................] - ETA: 3s - loss: 0.3379 - acc: 0.9290\u001b[0m\n",
      "\u001b[31m24864/50834 [=============>................] - ETA: 3s - loss: 0.3285 - acc: 0.9305\u001b[0m\n",
      "\u001b[31m25952/50834 [==============>...............] - ETA: 2s - loss: 0.3193 - acc: 0.9325\u001b[0m\n",
      "\u001b[31m27040/50834 [==============>...............] - ETA: 2s - loss: 0.3128 - acc: 0.9337\u001b[0m\n",
      "\u001b[31m28128/50834 [===============>..............] - ETA: 2s - loss: 0.3052 - acc: 0.9350\u001b[0m\n",
      "\u001b[31m29216/50834 [================>.............] - ETA: 2s - loss: 0.3006 - acc: 0.9364\u001b[0m\n",
      "\u001b[31m30304/50834 [================>.............] - ETA: 2s - loss: 0.2943 - acc: 0.9379\u001b[0m\n",
      "\u001b[31m31328/50834 [=================>............] - ETA: 2s - loss: 0.2901 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m32416/50834 [==================>...........] - ETA: 1s - loss: 0.2845 - acc: 0.9402\u001b[0m\n",
      "\u001b[31m33504/50834 [==================>...........] - ETA: 1s - loss: 0.2781 - acc: 0.9414\u001b[0m\n",
      "\u001b[31m34592/50834 [===================>..........] - ETA: 1s - loss: 0.2748 - acc: 0.9424\u001b[0m\n",
      "\u001b[31m35680/50834 [====================>.........] - ETA: 1s - loss: 0.2700 - acc: 0.9432\u001b[0m\n",
      "\u001b[31m36736/50834 [====================>.........] - ETA: 1s - loss: 0.2664 - acc: 0.9440\u001b[0m\n",
      "\u001b[31m37824/50834 [=====================>........] - ETA: 1s - loss: 0.2647 - acc: 0.9446\u001b[0m\n",
      "\u001b[31m38912/50834 [=====================>........] - ETA: 1s - loss: 0.2623 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m40000/50834 [======================>.......] - ETA: 0s - loss: 0.2593 - acc: 0.9458\u001b[0m\n",
      "\u001b[31m41088/50834 [=======================>......] - ETA: 0s - loss: 0.2564 - acc: 0.9465\u001b[0m\n",
      "\u001b[31m42176/50834 [=======================>......] - ETA: 0s - loss: 0.2519 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m43264/50834 [========================>.....] - ETA: 0s - loss: 0.2478 - acc: 0.9481\u001b[0m\n",
      "\u001b[31m44320/50834 [=========================>....] - ETA: 0s - loss: 0.2453 - acc: 0.9486\u001b[0m\n",
      "\u001b[31m45408/50834 [=========================>....] - ETA: 0s - loss: 0.2419 - acc: 0.9494\u001b[0m\n",
      "\u001b[31m46496/50834 [==========================>...] - ETA: 0s - loss: 0.2403 - acc: 0.9501\u001b[0m\n",
      "\u001b[31m47584/50834 [===========================>..] - ETA: 0s - loss: 0.2385 - acc: 0.9507\u001b[0m\n",
      "\u001b[31m48640/50834 [===========================>..] - ETA: 0s - loss: 0.2366 - acc: 0.9513\u001b[0m\n",
      "\u001b[31m49696/50834 [============================>.] - ETA: 0s - loss: 0.2335 - acc: 0.9519\u001b[0m\n",
      "\u001b[31m50784/50834 [============================>.] - ETA: 0s - loss: 0.2312 - acc: 0.9525\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 81us/step - loss: 0.2310 - acc: 0.9525\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 46:37 - loss: 0.6932 - acc: 0.3750\n",
      " 1088/50834 [..............................] - ETA: 1:22 - loss: 0.6919 - acc: 0.5028 \n",
      " 2176/50834 [>.............................] - ETA: 41s - loss: 0.6873 - acc: 0.6144 \u001b[0m\n",
      "\u001b[31m 3264/50834 [>.............................] - ETA: 27s - loss: 0.6786 - acc: 0.6832\n",
      " 4352/50834 [=>............................] - ETA: 21s - loss: 0.6673 - acc: 0.7351\n",
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      "\u001b[31m10816/50834 [=====>........................] - ETA: 8s - loss: 0.5514 - acc: 0.8454\u001b[0m\n",
      "\u001b[31m11872/50834 [======>.......................] - ETA: 7s - loss: 0.5312 - acc: 0.8538\u001b[0m\n",
      "\u001b[31m12960/50834 [======>.......................] - ETA: 6s - loss: 0.5117 - acc: 0.8616\u001b[0m\n",
      "\u001b[31m14048/50834 [=======>......................] - ETA: 6s - loss: 0.4936 - acc: 0.8680\u001b[0m\n",
      "\u001b[31m15136/50834 [=======>......................] - ETA: 5s - loss: 0.4761 - acc: 0.8740\u001b[0m\n",
      "\u001b[31m16192/50834 [========>.....................] - ETA: 5s - loss: 0.4610 - acc: 0.8789\u001b[0m\n",
      "\u001b[31m17280/50834 [=========>....................] - ETA: 5s - loss: 0.4455 - acc: 0.8841\u001b[0m\n",
      "\u001b[31m18336/50834 [=========>....................] - ETA: 4s - loss: 0.4315 - acc: 0.8884\u001b[0m\n",
      "\u001b[31m19424/50834 [==========>...................] - ETA: 4s - loss: 0.4179 - acc: 0.8923\u001b[0m\n",
      "\u001b[31m20512/50834 [===========>..................] - ETA: 4s - loss: 0.4051 - acc: 0.8958\u001b[0m\n",
      "\u001b[31m21536/50834 [===========>..................] - ETA: 3s - loss: 0.3934 - acc: 0.8991\u001b[0m\n",
      "\u001b[31m22496/50834 [============>.................] - ETA: 3s - loss: 0.3833 - acc: 0.9023\u001b[0m\n",
      "\u001b[31m23552/50834 [============>.................] - ETA: 3s - loss: 0.3734 - acc: 0.9049\u001b[0m\n",
      "\u001b[31m24608/50834 [=============>................] - ETA: 3s - loss: 0.3632 - acc: 0.9078\u001b[0m\n",
      "\u001b[31m25696/50834 [==============>...............] - ETA: 2s - loss: 0.3544 - acc: 0.9103\u001b[0m\n",
      "\u001b[31m26752/50834 [==============>...............] - ETA: 2s - loss: 0.3467 - acc: 0.9126\u001b[0m\n",
      "\u001b[31m27840/50834 [===============>..............] - ETA: 2s - loss: 0.3391 - acc: 0.9149\u001b[0m\n",
      "\u001b[31m28896/50834 [================>.............] - ETA: 2s - loss: 0.3324 - acc: 0.9171\u001b[0m\n",
      "\u001b[31m29952/50834 [================>.............] - ETA: 2s - loss: 0.3259 - acc: 0.9192\u001b[0m\n",
      "\u001b[31m31008/50834 [=================>............] - ETA: 2s - loss: 0.3187 - acc: 0.9210\u001b[0m\n",
      "\u001b[31m32096/50834 [=================>............] - ETA: 1s - loss: 0.3144 - acc: 0.9225\u001b[0m\n",
      "\u001b[31m33184/50834 [==================>...........] - ETA: 1s - loss: 0.3076 - acc: 0.9242\u001b[0m\n",
      "\u001b[31m34272/50834 [===================>..........] - ETA: 1s - loss: 0.3024 - acc: 0.9256\u001b[0m\n",
      "\u001b[31m35328/50834 [===================>..........] - ETA: 1s - loss: 0.2973 - acc: 0.9272\u001b[0m\n",
      "\u001b[31m36384/50834 [====================>.........] - ETA: 1s - loss: 0.2913 - acc: 0.9286\u001b[0m\n",
      "\u001b[31m37472/50834 [=====================>........] - ETA: 1s - loss: 0.2878 - acc: 0.9299\u001b[0m\n",
      "\u001b[31m38560/50834 [=====================>........] - ETA: 1s - loss: 0.2835 - acc: 0.9310\u001b[0m\n",
      "\u001b[31m39616/50834 [======================>.......] - ETA: 1s - loss: 0.2794 - acc: 0.9322\u001b[0m\n",
      "\u001b[31m40704/50834 [=======================>......] - ETA: 0s - loss: 0.2754 - acc: 0.9332\u001b[0m\n",
      "\u001b[31m41760/50834 [=======================>......] - ETA: 0s - loss: 0.2715 - acc: 0.9344\u001b[0m\n",
      "\u001b[31m42816/50834 [========================>.....] - ETA: 0s - loss: 0.2673 - acc: 0.9353\u001b[0m\n",
      "\u001b[31m43904/50834 [========================>.....] - ETA: 0s - loss: 0.2642 - acc: 0.9360\u001b[0m\n",
      "\u001b[31m44960/50834 [=========================>....] - ETA: 0s - loss: 0.2598 - acc: 0.9371\u001b[0m\n",
      "\u001b[31m46048/50834 [==========================>...] - ETA: 0s - loss: 0.2573 - acc: 0.9379\u001b[0m\n",
      "\u001b[31m47104/50834 [==========================>...] - ETA: 0s - loss: 0.2546 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m48160/50834 [===========================>..] - ETA: 0s - loss: 0.2511 - acc: 0.9398\u001b[0m\n",
      "\u001b[31m49216/50834 [============================>.] - ETA: 0s - loss: 0.2480 - acc: 0.9405\u001b[0m\n",
      "\u001b[31m50272/50834 [============================>.] - ETA: 0s - loss: 0.2447 - acc: 0.9414\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 82us/step - loss: 0.2431 - acc: 0.9418\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 48:19 - loss: 0.6932 - acc: 0.4062\n",
      " 1088/50834 [..............................] - ETA: 1:25 - loss: 0.6922 - acc: 0.6627 \n",
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      " 8640/50834 [====>.........................] - ETA: 10s - loss: 0.5915 - acc: 0.8652\n",
      " 9696/50834 [====>.........................] - ETA: 9s - loss: 0.5666 - acc: 0.8721 \u001b[0m\n",
      "\u001b[31m10752/50834 [=====>........................] - ETA: 8s - loss: 0.5468 - acc: 0.8778\u001b[0m\n",
      "\u001b[31m11808/50834 [=====>........................] - ETA: 7s - loss: 0.5263 - acc: 0.8825\u001b[0m\n",
      "\u001b[31m12896/50834 [======>.......................] - ETA: 7s - loss: 0.5051 - acc: 0.8869\u001b[0m\n",
      "\u001b[31m13984/50834 [=======>......................] - ETA: 6s - loss: 0.4847 - acc: 0.8909\u001b[0m\n",
      "\u001b[31m15072/50834 [=======>......................] - ETA: 6s - loss: 0.4685 - acc: 0.8946\u001b[0m\n",
      "\u001b[31m16128/50834 [========>.....................] - ETA: 5s - loss: 0.4523 - acc: 0.8979\u001b[0m\n",
      "\u001b[31m17216/50834 [=========>....................] - ETA: 5s - loss: 0.4374 - acc: 0.9018\u001b[0m\n",
      "\u001b[31m18304/50834 [=========>....................] - ETA: 4s - loss: 0.4209 - acc: 0.9052\u001b[0m\n",
      "\u001b[31m19392/50834 [==========>...................] - ETA: 4s - loss: 0.4080 - acc: 0.9075\u001b[0m\n",
      "\u001b[31m20480/50834 [===========>..................] - ETA: 4s - loss: 0.3955 - acc: 0.9099\u001b[0m\n",
      "\u001b[31m21568/50834 [===========>..................] - ETA: 3s - loss: 0.3842 - acc: 0.9121\u001b[0m\n",
      "\u001b[31m22656/50834 [============>.................] - ETA: 3s - loss: 0.3734 - acc: 0.9148\u001b[0m\n",
      "\u001b[31m23744/50834 [=============>................] - ETA: 3s - loss: 0.3648 - acc: 0.9167\u001b[0m\n",
      "\u001b[31m24832/50834 [=============>................] - ETA: 3s - loss: 0.3573 - acc: 0.9188\u001b[0m\n",
      "\u001b[31m25920/50834 [==============>...............] - ETA: 2s - loss: 0.3484 - acc: 0.9209\u001b[0m\n",
      "\u001b[31m27008/50834 [==============>...............] - ETA: 2s - loss: 0.3389 - acc: 0.9230\u001b[0m\n",
      "\u001b[31m28096/50834 [===============>..............] - ETA: 2s - loss: 0.3312 - acc: 0.9248\u001b[0m\n",
      "\u001b[31m29152/50834 [================>.............] - ETA: 2s - loss: 0.3251 - acc: 0.9265\u001b[0m\n",
      "\u001b[31m30144/50834 [================>.............] - ETA: 2s - loss: 0.3186 - acc: 0.9278\u001b[0m\n",
      "\u001b[31m31232/50834 [=================>............] - ETA: 2s - loss: 0.3111 - acc: 0.9294\u001b[0m\n",
      "\u001b[31m32320/50834 [==================>...........] - ETA: 1s - loss: 0.3051 - acc: 0.9305\u001b[0m\n",
      "\u001b[31m33408/50834 [==================>...........] - ETA: 1s - loss: 0.2991 - acc: 0.9315\u001b[0m\n",
      "\u001b[31m34496/50834 [===================>..........] - ETA: 1s - loss: 0.2922 - acc: 0.9329\u001b[0m\n",
      "\u001b[31m35584/50834 [====================>.........] - ETA: 1s - loss: 0.2883 - acc: 0.9343\u001b[0m\n",
      "\u001b[31m36640/50834 [====================>.........] - ETA: 1s - loss: 0.2849 - acc: 0.9352\u001b[0m\n",
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      "\u001b[31m38816/50834 [=====================>........] - ETA: 1s - loss: 0.2742 - acc: 0.9377\u001b[0m\n",
      "\u001b[31m39904/50834 [======================>.......] - ETA: 1s - loss: 0.2692 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m40960/50834 [=======================>......] - ETA: 0s - loss: 0.2661 - acc: 0.9396\u001b[0m\n",
      "\u001b[31m42048/50834 [=======================>......] - ETA: 0s - loss: 0.2617 - acc: 0.9408\u001b[0m\n",
      "\u001b[31m43136/50834 [========================>.....] - ETA: 0s - loss: 0.2588 - acc: 0.9415\u001b[0m\n",
      "\u001b[31m44224/50834 [=========================>....] - ETA: 0s - loss: 0.2549 - acc: 0.9426\u001b[0m\n",
      "\u001b[31m45312/50834 [=========================>....] - ETA: 0s - loss: 0.2518 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m46368/50834 [==========================>...] - ETA: 0s - loss: 0.2488 - acc: 0.9441\u001b[0m\n",
      "\u001b[31m47456/50834 [===========================>..] - ETA: 0s - loss: 0.2448 - acc: 0.9449\u001b[0m\n",
      "\u001b[31m48544/50834 [===========================>..] - ETA: 0s - loss: 0.2414 - acc: 0.9456\u001b[0m\n",
      "\u001b[31m49632/50834 [============================>.] - ETA: 0s - loss: 0.2382 - acc: 0.9464\u001b[0m\n",
      "\u001b[31m50656/50834 [============================>.] - ETA: 0s - loss: 0.2353 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 83us/step - loss: 0.2349 - acc: 0.9471\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 48:31 - loss: 0.6931 - acc: 0.5938\n",
      " 1088/50834 [..............................] - ETA: 1:26 - loss: 0.6916 - acc: 0.6636 \n",
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      "\u001b[31m10688/50834 [=====>........................] - ETA: 8s - loss: 0.5415 - acc: 0.8811\u001b[0m\n",
      "\u001b[31m11776/50834 [=====>........................] - ETA: 7s - loss: 0.5217 - acc: 0.8843\u001b[0m\n",
      "\u001b[31m12864/50834 [======>.......................] - ETA: 7s - loss: 0.5046 - acc: 0.8881\u001b[0m\n",
      "\u001b[31m13952/50834 [=======>......................] - ETA: 6s - loss: 0.4878 - acc: 0.8911\u001b[0m\n",
      "\u001b[31m15040/50834 [=======>......................] - ETA: 6s - loss: 0.4748 - acc: 0.8945\u001b[0m\n",
      "\u001b[31m16128/50834 [========>.....................] - ETA: 5s - loss: 0.4622 - acc: 0.8976\u001b[0m\n",
      "\u001b[31m17152/50834 [=========>....................] - ETA: 5s - loss: 0.4486 - acc: 0.9004\u001b[0m\n",
      "\u001b[31m18208/50834 [=========>....................] - ETA: 4s - loss: 0.4344 - acc: 0.9037\u001b[0m\n",
      "\u001b[31m19296/50834 [==========>...................] - ETA: 4s - loss: 0.4194 - acc: 0.9070\u001b[0m\n",
      "\u001b[31m20352/50834 [===========>..................] - ETA: 4s - loss: 0.4074 - acc: 0.9098\u001b[0m\n",
      "\u001b[31m21408/50834 [===========>..................] - ETA: 3s - loss: 0.3960 - acc: 0.9120\u001b[0m\n",
      "\u001b[31m22464/50834 [============>.................] - ETA: 3s - loss: 0.3872 - acc: 0.9142\u001b[0m\n",
      "\u001b[31m23520/50834 [============>.................] - ETA: 3s - loss: 0.3767 - acc: 0.9165\u001b[0m\n",
      "\u001b[31m24576/50834 [=============>................] - ETA: 3s - loss: 0.3658 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m25664/50834 [==============>...............] - ETA: 2s - loss: 0.3558 - acc: 0.9205\u001b[0m\n",
      "\u001b[31m26720/50834 [==============>...............] - ETA: 2s - loss: 0.3490 - acc: 0.9222\u001b[0m\n",
      "\u001b[31m27776/50834 [===============>..............] - ETA: 2s - loss: 0.3407 - acc: 0.9238\u001b[0m\n",
      "\u001b[31m28832/50834 [================>.............] - ETA: 2s - loss: 0.3342 - acc: 0.9252\u001b[0m\n",
      "\u001b[31m29888/50834 [================>.............] - ETA: 2s - loss: 0.3260 - acc: 0.9269\u001b[0m\n",
      "\u001b[31m30944/50834 [=================>............] - ETA: 2s - loss: 0.3199 - acc: 0.9282\u001b[0m\n",
      "\u001b[31m32032/50834 [=================>............] - ETA: 1s - loss: 0.3127 - acc: 0.9297\u001b[0m\n",
      "\u001b[31m33120/50834 [==================>...........] - ETA: 1s - loss: 0.3056 - acc: 0.9314\u001b[0m\n",
      "\u001b[31m34176/50834 [===================>..........] - ETA: 1s - loss: 0.3006 - acc: 0.9326\u001b[0m\n",
      "\u001b[31m35264/50834 [===================>..........] - ETA: 1s - loss: 0.2940 - acc: 0.9341\u001b[0m\n",
      "\u001b[31m36320/50834 [====================>.........] - ETA: 1s - loss: 0.2899 - acc: 0.9350\u001b[0m\n",
      "\u001b[31m37376/50834 [=====================>........] - ETA: 1s - loss: 0.2850 - acc: 0.9362\u001b[0m\n",
      "\u001b[31m38400/50834 [=====================>........] - ETA: 1s - loss: 0.2810 - acc: 0.9371\u001b[0m\n",
      "\u001b[31m39488/50834 [======================>.......] - ETA: 1s - loss: 0.2765 - acc: 0.9384\u001b[0m\n",
      "\u001b[31m40544/50834 [======================>.......] - ETA: 0s - loss: 0.2732 - acc: 0.9393\u001b[0m\n",
      "\u001b[31m41600/50834 [=======================>......] - ETA: 0s - loss: 0.2692 - acc: 0.9402\u001b[0m\n",
      "\u001b[31m42656/50834 [========================>.....] - ETA: 0s - loss: 0.2644 - acc: 0.9412\u001b[0m\n",
      "\u001b[31m43712/50834 [========================>.....] - ETA: 0s - loss: 0.2613 - acc: 0.9419\u001b[0m\n",
      "\u001b[31m44768/50834 [=========================>....] - ETA: 0s - loss: 0.2576 - acc: 0.9428\u001b[0m\n",
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      "\u001b[31m47936/50834 [===========================>..] - ETA: 0s - loss: 0.2507 - acc: 0.9448\u001b[0m\n",
      "\u001b[31m48992/50834 [===========================>..] - ETA: 0s - loss: 0.2481 - acc: 0.9455\u001b[0m\n",
      "\u001b[31m50048/50834 [============================>.] - ETA: 0s - loss: 0.2460 - acc: 0.9461\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 84us/step - loss: 0.2447 - acc: 0.9465\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 48:59 - loss: 0.6931 - acc: 0.5938\n",
      " 1088/50834 [..............................] - ETA: 1:26 - loss: 0.6914 - acc: 0.5735 \n",
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      "\u001b[31m 6432/50834 [==>...........................] - ETA: 14s - loss: 0.6115 - acc: 0.8462\n",
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      "\u001b[31m10752/50834 [=====>........................] - ETA: 8s - loss: 0.5041 - acc: 0.8777\u001b[0m\n",
      "\u001b[31m11840/50834 [=====>........................] - ETA: 7s - loss: 0.4808 - acc: 0.8825\u001b[0m\n",
      "\u001b[31m12896/50834 [======>.......................] - ETA: 7s - loss: 0.4628 - acc: 0.8870\u001b[0m\n",
      "\u001b[31m13952/50834 [=======>......................] - ETA: 6s - loss: 0.4434 - acc: 0.8923\u001b[0m\n",
      "\u001b[31m15040/50834 [=======>......................] - ETA: 6s - loss: 0.4245 - acc: 0.8969\u001b[0m\n",
      "\u001b[31m16128/50834 [========>.....................] - ETA: 5s - loss: 0.4078 - acc: 0.9005\u001b[0m\n",
      "\u001b[31m17216/50834 [=========>....................] - ETA: 5s - loss: 0.3930 - acc: 0.9040\u001b[0m\n",
      "\u001b[31m18304/50834 [=========>....................] - ETA: 4s - loss: 0.3803 - acc: 0.9069\u001b[0m\n",
      "\u001b[31m19360/50834 [==========>...................] - ETA: 4s - loss: 0.3650 - acc: 0.9105\u001b[0m\n",
      "\u001b[31m20448/50834 [===========>..................] - ETA: 4s - loss: 0.3526 - acc: 0.9135\u001b[0m\n",
      "\u001b[31m21504/50834 [===========>..................] - ETA: 3s - loss: 0.3435 - acc: 0.9157\u001b[0m\n",
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      "\u001b[31m26784/50834 [==============>...............] - ETA: 2s - loss: 0.3030 - acc: 0.9260\u001b[0m\n",
      "\u001b[31m27776/50834 [===============>..............] - ETA: 2s - loss: 0.2977 - acc: 0.9274\u001b[0m\n",
      "\u001b[31m28832/50834 [================>.............] - ETA: 2s - loss: 0.2922 - acc: 0.9287\u001b[0m\n",
      "\u001b[31m29888/50834 [================>.............] - ETA: 2s - loss: 0.2857 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m30976/50834 [=================>............] - ETA: 2s - loss: 0.2802 - acc: 0.9318\u001b[0m\n",
      "\u001b[31m32032/50834 [=================>............] - ETA: 1s - loss: 0.2757 - acc: 0.9330\u001b[0m\n",
      "\u001b[31m33120/50834 [==================>...........] - ETA: 1s - loss: 0.2702 - acc: 0.9345\u001b[0m\n",
      "\u001b[31m34208/50834 [===================>..........] - ETA: 1s - loss: 0.2675 - acc: 0.9357\u001b[0m\n",
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      "\u001b[31m43744/50834 [========================>.....] - ETA: 0s - loss: 0.2370 - acc: 0.9443\u001b[0m\n",
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      "\u001b[31m45856/50834 [==========================>...] - ETA: 0s - loss: 0.2327 - acc: 0.9456\u001b[0m\n",
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      "\u001b[31m47968/50834 [===========================>..] - ETA: 0s - loss: 0.2282 - acc: 0.9469\u001b[0m\n",
      "\u001b[31m48992/50834 [===========================>..] - ETA: 0s - loss: 0.2254 - acc: 0.9476\u001b[0m\n",
      "\u001b[31m50048/50834 [============================>.] - ETA: 0s - loss: 0.2240 - acc: 0.9481\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 84us/step - loss: 0.2239 - acc: 0.9484\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 51:17 - loss: 0.6932 - acc: 0.5312\n",
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      "\u001b[31m10624/50834 [=====>........................] - ETA: 9s - loss: 0.5486 - acc: 0.8497 \u001b[0m\n",
      "\u001b[31m11680/50834 [=====>........................] - ETA: 8s - loss: 0.5321 - acc: 0.8564\u001b[0m\n",
      "\u001b[31m12704/50834 [======>.......................] - ETA: 7s - loss: 0.5126 - acc: 0.8626\u001b[0m\n",
      "\u001b[31m13728/50834 [=======>......................] - ETA: 7s - loss: 0.4970 - acc: 0.8693\u001b[0m\n",
      "\u001b[31m14784/50834 [=======>......................] - ETA: 6s - loss: 0.4792 - acc: 0.8752\u001b[0m\n",
      "\u001b[31m15840/50834 [========>.....................] - ETA: 5s - loss: 0.4634 - acc: 0.8801\u001b[0m\n",
      "\u001b[31m16896/50834 [========>.....................] - ETA: 5s - loss: 0.4501 - acc: 0.8841\u001b[0m\n",
      "\u001b[31m17952/50834 [=========>....................] - ETA: 5s - loss: 0.4395 - acc: 0.8883\u001b[0m\n",
      "\u001b[31m19008/50834 [==========>...................] - ETA: 4s - loss: 0.4271 - acc: 0.8918\u001b[0m\n",
      "\u001b[31m20064/50834 [==========>...................] - ETA: 4s - loss: 0.4124 - acc: 0.8961\u001b[0m\n",
      "\u001b[31m21120/50834 [===========>..................] - ETA: 4s - loss: 0.4035 - acc: 0.8991\u001b[0m\n",
      "\u001b[31m22176/50834 [============>.................] - ETA: 3s - loss: 0.3936 - acc: 0.9024\u001b[0m\n",
      "\u001b[31m23232/50834 [============>.................] - ETA: 3s - loss: 0.3809 - acc: 0.9055\u001b[0m\n",
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      "\u001b[31m25376/50834 [=============>................] - ETA: 3s - loss: 0.3616 - acc: 0.9106\u001b[0m\n",
      "\u001b[31m26432/50834 [==============>...............] - ETA: 2s - loss: 0.3504 - acc: 0.9132\u001b[0m\n",
      "\u001b[31m27488/50834 [===============>..............] - ETA: 2s - loss: 0.3449 - acc: 0.9153\u001b[0m\n",
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      "\u001b[31m29568/50834 [================>.............] - ETA: 2s - loss: 0.3325 - acc: 0.9185\u001b[0m\n",
      "\u001b[31m30624/50834 [=================>............] - ETA: 2s - loss: 0.3255 - acc: 0.9204\u001b[0m\n",
      "\u001b[31m31680/50834 [=================>............] - ETA: 2s - loss: 0.3174 - acc: 0.9222\u001b[0m\n",
      "\u001b[31m32736/50834 [==================>...........] - ETA: 1s - loss: 0.3119 - acc: 0.9239\u001b[0m\n",
      "\u001b[31m33792/50834 [==================>...........] - ETA: 1s - loss: 0.3080 - acc: 0.9249\u001b[0m\n",
      "\u001b[31m34848/50834 [===================>..........] - ETA: 1s - loss: 0.3014 - acc: 0.9265\u001b[0m\n",
      "\u001b[31m35904/50834 [====================>.........] - ETA: 1s - loss: 0.2964 - acc: 0.9280\u001b[0m\n",
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      "\u001b[31m38016/50834 [=====================>........] - ETA: 1s - loss: 0.2860 - acc: 0.9307\u001b[0m\n",
      "\u001b[31m39072/50834 [======================>.......] - ETA: 1s - loss: 0.2827 - acc: 0.9319\u001b[0m\n",
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      "\u001b[31m41152/50834 [=======================>......] - ETA: 0s - loss: 0.2770 - acc: 0.9341\u001b[0m\n",
      "\u001b[31m42208/50834 [=======================>......] - ETA: 0s - loss: 0.2735 - acc: 0.9351\u001b[0m\n",
      "\u001b[31m43264/50834 [========================>.....] - ETA: 0s - loss: 0.2704 - acc: 0.9360\u001b[0m\n",
      "\u001b[31m44320/50834 [=========================>....] - ETA: 0s - loss: 0.2681 - acc: 0.9368\u001b[0m\n",
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      "\u001b[31m46432/50834 [==========================>...] - ETA: 0s - loss: 0.2612 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m47488/50834 [===========================>..] - ETA: 0s - loss: 0.2580 - acc: 0.9395\u001b[0m\n",
      "\u001b[31m48544/50834 [===========================>..] - ETA: 0s - loss: 0.2553 - acc: 0.9403\u001b[0m\n",
      "\u001b[31m49600/50834 [============================>.] - ETA: 0s - loss: 0.2513 - acc: 0.9413\u001b[0m\n",
      "\u001b[31m50624/50834 [============================>.] - ETA: 0s - loss: 0.2485 - acc: 0.9420\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 86us/step - loss: 0.2482 - acc: 0.9421\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 52:02 - loss: 0.6930 - acc: 0.5625\n",
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      "\u001b[31m11616/50834 [=====>........................] - ETA: 8s - loss: 0.4945 - acc: 0.8887\u001b[0m\n",
      "\u001b[31m12672/50834 [======>.......................] - ETA: 7s - loss: 0.4739 - acc: 0.8940\u001b[0m\n",
      "\u001b[31m13728/50834 [=======>......................] - ETA: 7s - loss: 0.4568 - acc: 0.8971\u001b[0m\n",
      "\u001b[31m14784/50834 [=======>......................] - ETA: 6s - loss: 0.4420 - acc: 0.9001\u001b[0m\n",
      "\u001b[31m15840/50834 [========>.....................] - ETA: 6s - loss: 0.4251 - acc: 0.9041\u001b[0m\n",
      "\u001b[31m16896/50834 [========>.....................] - ETA: 5s - loss: 0.4085 - acc: 0.9078\u001b[0m\n",
      "\u001b[31m17952/50834 [=========>....................] - ETA: 5s - loss: 0.3966 - acc: 0.9103\u001b[0m\n",
      "\u001b[31m19008/50834 [==========>...................] - ETA: 4s - loss: 0.3860 - acc: 0.9127\u001b[0m\n",
      "\u001b[31m20064/50834 [==========>...................] - ETA: 4s - loss: 0.3745 - acc: 0.9154\u001b[0m\n",
      "\u001b[31m21120/50834 [===========>..................] - ETA: 4s - loss: 0.3621 - acc: 0.9183\u001b[0m\n",
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      "\u001b[31m25280/50834 [=============>................] - ETA: 3s - loss: 0.3256 - acc: 0.9264\u001b[0m\n",
      "\u001b[31m26336/50834 [==============>...............] - ETA: 3s - loss: 0.3179 - acc: 0.9282\u001b[0m\n",
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      "\u001b[31m28448/50834 [===============>..............] - ETA: 2s - loss: 0.3046 - acc: 0.9314\u001b[0m\n",
      "\u001b[31m29504/50834 [================>.............] - ETA: 2s - loss: 0.2984 - acc: 0.9327\u001b[0m\n",
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      "\u001b[31m38912/50834 [=====================>........] - ETA: 1s - loss: 0.2567 - acc: 0.9429\u001b[0m\n",
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      "\u001b[31m41024/50834 [=======================>......] - ETA: 0s - loss: 0.2487 - acc: 0.9448\u001b[0m\n",
      "\u001b[31m42080/50834 [=======================>......] - ETA: 0s - loss: 0.2459 - acc: 0.9455\u001b[0m\n",
      "\u001b[31m43136/50834 [========================>.....] - ETA: 0s - loss: 0.2420 - acc: 0.9463\u001b[0m\n",
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      "\u001b[31m48416/50834 [===========================>..] - ETA: 0s - loss: 0.2268 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m49472/50834 [============================>.] - ETA: 0s - loss: 0.2240 - acc: 0.9504\u001b[0m\n",
      "\u001b[31m50528/50834 [============================>.] - ETA: 0s - loss: 0.2217 - acc: 0.9510\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 4s 87us/step - loss: 0.2209 - acc: 0.9512\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 52:12 - loss: 0.6932 - acc: 0.5938\n",
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      "\u001b[31m50834/50834 [==============================] - 4s 87us/step - loss: 0.2441 - acc: 0.9532\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50833 [..............................] - ETA: 54:35 - loss: 0.6931 - acc: 0.6875\n",
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      "\u001b[31m14624/50833 [=======>......................] - ETA: 6s - loss: 0.3792 - acc: 0.9104\u001b[0m\n",
      "\u001b[31m15616/50833 [========>.....................] - ETA: 6s - loss: 0.3648 - acc: 0.9138\u001b[0m\n",
      "\u001b[31m16608/50833 [========>.....................] - ETA: 6s - loss: 0.3521 - acc: 0.9171\u001b[0m\n",
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      "\u001b[31m19584/50833 [==========>...................] - ETA: 4s - loss: 0.3234 - acc: 0.9246\u001b[0m\n",
      "\u001b[31m20576/50833 [===========>..................] - ETA: 4s - loss: 0.3148 - acc: 0.9267\u001b[0m\n",
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      "\u001b[31m25504/50833 [==============>...............] - ETA: 3s - loss: 0.2830 - acc: 0.9349\u001b[0m\n",
      "\u001b[31m26464/50833 [==============>...............] - ETA: 3s - loss: 0.2777 - acc: 0.9361\u001b[0m\n",
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      "\u001b[31m41248/50833 [=======================>......] - ETA: 0s - loss: 0.2265 - acc: 0.9496\u001b[0m\n",
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      "\u001b[31m44192/50833 [=========================>....] - ETA: 0s - loss: 0.2201 - acc: 0.9510\u001b[0m\n",
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      "\u001b[31m46176/50833 [==========================>...] - ETA: 0s - loss: 0.2166 - acc: 0.9522\u001b[0m\n",
      "\u001b[31m47168/50833 [==========================>...] - ETA: 0s - loss: 0.2149 - acc: 0.9526\u001b[0m\n",
      "\u001b[31m48160/50833 [===========================>..] - ETA: 0s - loss: 0.2131 - acc: 0.9531\u001b[0m\n",
      "\u001b[31m49152/50833 [============================>.] - ETA: 0s - loss: 0.2109 - acc: 0.9537\u001b[0m\n",
      "\u001b[31m50112/50833 [============================>.] - ETA: 0s - loss: 0.2089 - acc: 0.9542\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 5s 93us/step - loss: 0.2078 - acc: 0.9545\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50833 [..............................] - ETA: 54:31 - loss: 0.6931 - acc: 0.5625\n",
      "  960/50833 [..............................] - ETA: 1:49 - loss: 0.6930 - acc: 0.5146 \n",
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      "\u001b[31m10752/50833 [=====>........................] - ETA: 9s - loss: 0.4862 - acc: 0.8399 \u001b[0m\n",
      "\u001b[31m11744/50833 [=====>........................] - ETA: 8s - loss: 0.4644 - acc: 0.8487\u001b[0m\n",
      "\u001b[31m12704/50833 [======>.......................] - ETA: 8s - loss: 0.4461 - acc: 0.8561\u001b[0m\n",
      "\u001b[31m13696/50833 [=======>......................] - ETA: 7s - loss: 0.4280 - acc: 0.8630\u001b[0m\n",
      "\u001b[31m14688/50833 [=======>......................] - ETA: 6s - loss: 0.4130 - acc: 0.8693\u001b[0m\n",
      "\u001b[31m15680/50833 [========>.....................] - ETA: 6s - loss: 0.3987 - acc: 0.8744\u001b[0m\n",
      "\u001b[31m16672/50833 [========>.....................] - ETA: 5s - loss: 0.3849 - acc: 0.8794\u001b[0m\n",
      "\u001b[31m17664/50833 [=========>....................] - ETA: 5s - loss: 0.3734 - acc: 0.8838\u001b[0m\n",
      "\u001b[31m18656/50833 [==========>...................] - ETA: 5s - loss: 0.3630 - acc: 0.8880\u001b[0m\n",
      "\u001b[31m19648/50833 [==========>...................] - ETA: 4s - loss: 0.3522 - acc: 0.8922\u001b[0m\n",
      "\u001b[31m20640/50833 [===========>..................] - ETA: 4s - loss: 0.3400 - acc: 0.8962\u001b[0m\n",
      "\u001b[31m21632/50833 [===========>..................] - ETA: 4s - loss: 0.3301 - acc: 0.8996\u001b[0m\n",
      "\u001b[31m22624/50833 [============>.................] - ETA: 4s - loss: 0.3219 - acc: 0.9026\u001b[0m\n",
      "\u001b[31m23616/50833 [============>.................] - ETA: 3s - loss: 0.3146 - acc: 0.9054\u001b[0m\n",
      "\u001b[31m24608/50833 [=============>................] - ETA: 3s - loss: 0.3094 - acc: 0.9078\u001b[0m\n",
      "\u001b[31m25600/50833 [==============>...............] - ETA: 3s - loss: 0.3033 - acc: 0.9102\u001b[0m\n",
      "\u001b[31m26560/50833 [==============>...............] - ETA: 3s - loss: 0.2978 - acc: 0.9123\u001b[0m\n",
      "\u001b[31m27552/50833 [===============>..............] - ETA: 2s - loss: 0.2912 - acc: 0.9145\u001b[0m\n",
      "\u001b[31m28544/50833 [===============>..............] - ETA: 2s - loss: 0.2851 - acc: 0.9164\u001b[0m\n",
      "\u001b[31m29504/50833 [================>.............] - ETA: 2s - loss: 0.2787 - acc: 0.9184\u001b[0m\n",
      "\u001b[31m30496/50833 [================>.............] - ETA: 2s - loss: 0.2738 - acc: 0.9203\u001b[0m\n",
      "\u001b[31m31488/50833 [=================>............] - ETA: 2s - loss: 0.2686 - acc: 0.9219\u001b[0m\n",
      "\u001b[31m32480/50833 [==================>...........] - ETA: 2s - loss: 0.2641 - acc: 0.9236\u001b[0m\n",
      "\u001b[31m33408/50833 [==================>...........] - ETA: 1s - loss: 0.2598 - acc: 0.9250\u001b[0m\n",
      "\u001b[31m34400/50833 [===================>..........] - ETA: 1s - loss: 0.2554 - acc: 0.9263\u001b[0m\n",
      "\u001b[31m35392/50833 [===================>..........] - ETA: 1s - loss: 0.2513 - acc: 0.9274\u001b[0m\n",
      "\u001b[31m36352/50833 [====================>.........] - ETA: 1s - loss: 0.2472 - acc: 0.9287\u001b[0m\n",
      "\u001b[31m37344/50833 [=====================>........] - ETA: 1s - loss: 0.2431 - acc: 0.9301\u001b[0m\n",
      "\u001b[31m38336/50833 [=====================>........] - ETA: 1s - loss: 0.2400 - acc: 0.9313\u001b[0m\n",
      "\u001b[31m39328/50833 [======================>.......] - ETA: 1s - loss: 0.2376 - acc: 0.9324\u001b[0m\n",
      "\u001b[31m40288/50833 [======================>.......] - ETA: 1s - loss: 0.2346 - acc: 0.9333\u001b[0m\n",
      "\u001b[31m41248/50833 [=======================>......] - ETA: 0s - loss: 0.2314 - acc: 0.9345\u001b[0m\n",
      "\u001b[31m42208/50833 [=======================>......] - ETA: 0s - loss: 0.2288 - acc: 0.9353\u001b[0m\n",
      "\u001b[31m43168/50833 [========================>.....] - ETA: 0s - loss: 0.2253 - acc: 0.9363\u001b[0m\n",
      "\u001b[31m44160/50833 [=========================>....] - ETA: 0s - loss: 0.2232 - acc: 0.9371\u001b[0m\n",
      "\u001b[31m45152/50833 [=========================>....] - ETA: 0s - loss: 0.2206 - acc: 0.9379\u001b[0m\n",
      "\u001b[31m46080/50833 [==========================>...] - ETA: 0s - loss: 0.2180 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m47072/50833 [==========================>...] - ETA: 0s - loss: 0.2154 - acc: 0.9394\u001b[0m\n",
      "\u001b[31m48064/50833 [===========================>..] - ETA: 0s - loss: 0.2129 - acc: 0.9402\u001b[0m\n",
      "\u001b[31m49056/50833 [===========================>..] - ETA: 0s - loss: 0.2101 - acc: 0.9411\u001b[0m\n",
      "\u001b[31m50016/50833 [============================>.] - ETA: 0s - loss: 0.2081 - acc: 0.9416\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 5s 93us/step - loss: 0.2063 - acc: 0.9422\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 55:34 - loss: 0.6931 - acc: 0.6875\n",
      "  960/50834 [..............................] - ETA: 1:51 - loss: 0.6931 - acc: 0.5042 \n",
      " 1920/50834 [>.............................] - ETA: 56s - loss: 0.6915 - acc: 0.6260 \n",
      " 2912/50834 [>.............................] - ETA: 37s - loss: 0.6853 - acc: 0.7194\u001b[0m\n",
      "\u001b[31m 3872/50834 [=>............................] - ETA: 27s - loss: 0.6691 - acc: 0.7694\n",
      " 4864/50834 [=>............................] - ETA: 22s - loss: 0.6409 - acc: 0.7989\n",
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      "\u001b[31m10752/50834 [=====>........................] - ETA: 9s - loss: 0.4542 - acc: 0.8763 \u001b[0m\n",
      "\u001b[31m11744/50834 [=====>........................] - ETA: 9s - loss: 0.4329 - acc: 0.8825\u001b[0m\n",
      "\u001b[31m12736/50834 [======>.......................] - ETA: 8s - loss: 0.4155 - acc: 0.8876\u001b[0m\n",
      "\u001b[31m13696/50834 [=======>......................] - ETA: 7s - loss: 0.3974 - acc: 0.8928\u001b[0m\n",
      "\u001b[31m14688/50834 [=======>......................] - ETA: 7s - loss: 0.3803 - acc: 0.8975\u001b[0m\n",
      "\u001b[31m15648/50834 [========>.....................] - ETA: 6s - loss: 0.3683 - acc: 0.9008\u001b[0m\n",
      "\u001b[31m16608/50834 [========>.....................] - ETA: 6s - loss: 0.3570 - acc: 0.9041\u001b[0m\n",
      "\u001b[31m17568/50834 [=========>....................] - ETA: 5s - loss: 0.3493 - acc: 0.9072\u001b[0m\n",
      "\u001b[31m18560/50834 [=========>....................] - ETA: 5s - loss: 0.3407 - acc: 0.9105\u001b[0m\n",
      "\u001b[31m19552/50834 [==========>...................] - ETA: 4s - loss: 0.3307 - acc: 0.9136\u001b[0m\n",
      "\u001b[31m20480/50834 [===========>..................] - ETA: 4s - loss: 0.3252 - acc: 0.9162\u001b[0m\n",
      "\u001b[31m21440/50834 [===========>..................] - ETA: 4s - loss: 0.3156 - acc: 0.9187\u001b[0m\n",
      "\u001b[31m22432/50834 [============>.................] - ETA: 4s - loss: 0.3094 - acc: 0.9208\u001b[0m\n",
      "\u001b[31m23424/50834 [============>.................] - ETA: 3s - loss: 0.3024 - acc: 0.9227\u001b[0m\n",
      "\u001b[31m24384/50834 [=============>................] - ETA: 3s - loss: 0.2964 - acc: 0.9244\u001b[0m\n",
      "\u001b[31m25344/50834 [=============>................] - ETA: 3s - loss: 0.2897 - acc: 0.9265\u001b[0m\n",
      "\u001b[31m26304/50834 [==============>...............] - ETA: 3s - loss: 0.2826 - acc: 0.9282\u001b[0m\n",
      "\u001b[31m27264/50834 [===============>..............] - ETA: 3s - loss: 0.2772 - acc: 0.9298\u001b[0m\n",
      "\u001b[31m28256/50834 [===============>..............] - ETA: 2s - loss: 0.2718 - acc: 0.9314\u001b[0m\n",
      "\u001b[31m29248/50834 [================>.............] - ETA: 2s - loss: 0.2665 - acc: 0.9327\u001b[0m\n",
      "\u001b[31m30208/50834 [================>.............] - ETA: 2s - loss: 0.2609 - acc: 0.9340\u001b[0m\n",
      "\u001b[31m31168/50834 [=================>............] - ETA: 2s - loss: 0.2581 - acc: 0.9353\u001b[0m\n",
      "\u001b[31m32160/50834 [=================>............] - ETA: 2s - loss: 0.2561 - acc: 0.9362\u001b[0m\n",
      "\u001b[31m33152/50834 [==================>...........] - ETA: 2s - loss: 0.2521 - acc: 0.9376\u001b[0m\n",
      "\u001b[31m34112/50834 [===================>..........] - ETA: 1s - loss: 0.2498 - acc: 0.9383\u001b[0m\n",
      "\u001b[31m35072/50834 [===================>..........] - ETA: 1s - loss: 0.2464 - acc: 0.9395\u001b[0m\n",
      "\u001b[31m36032/50834 [====================>.........] - ETA: 1s - loss: 0.2437 - acc: 0.9404\u001b[0m\n",
      "\u001b[31m37024/50834 [====================>.........] - ETA: 1s - loss: 0.2416 - acc: 0.9412\u001b[0m\n",
      "\u001b[31m37984/50834 [=====================>........] - ETA: 1s - loss: 0.2385 - acc: 0.9421\u001b[0m\n",
      "\u001b[31m38912/50834 [=====================>........] - ETA: 1s - loss: 0.2371 - acc: 0.9425\u001b[0m\n",
      "\u001b[31m39904/50834 [======================>.......] - ETA: 1s - loss: 0.2347 - acc: 0.9434\u001b[0m\n",
      "\u001b[31m40896/50834 [=======================>......] - ETA: 1s - loss: 0.2314 - acc: 0.9442\u001b[0m\n",
      "\u001b[31m41856/50834 [=======================>......] - ETA: 0s - loss: 0.2280 - acc: 0.9450\u001b[0m\n",
      "\u001b[31m42848/50834 [========================>.....] - ETA: 0s - loss: 0.2254 - acc: 0.9457\u001b[0m\n",
      "\u001b[31m43840/50834 [========================>.....] - ETA: 0s - loss: 0.2231 - acc: 0.9465\u001b[0m\n",
      "\u001b[31m44832/50834 [=========================>....] - ETA: 0s - loss: 0.2220 - acc: 0.9470\u001b[0m\n",
      "\u001b[31m45792/50834 [==========================>...] - ETA: 0s - loss: 0.2206 - acc: 0.9476\u001b[0m\n",
      "\u001b[31m46752/50834 [==========================>...] - ETA: 0s - loss: 0.2186 - acc: 0.9481\u001b[0m\n",
      "\u001b[31m47744/50834 [===========================>..] - ETA: 0s - loss: 0.2161 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m48704/50834 [===========================>..] - ETA: 0s - loss: 0.2146 - acc: 0.9490\u001b[0m\n",
      "\u001b[31m49664/50834 [============================>.] - ETA: 0s - loss: 0.2121 - acc: 0.9494\u001b[0m\n",
      "\u001b[31m50624/50834 [============================>.] - ETA: 0s - loss: 0.2105 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 94us/step - loss: 0.2102 - acc: 0.9499\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m   32/50834 [..............................] - ETA: 56:54 - loss: 0.6931 - acc: 0.4688\n",
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      "\u001b[31m10560/50834 [=====>........................] - ETA: 10s - loss: 0.4510 - acc: 0.8610\u001b[0m\n",
      "\u001b[31m11520/50834 [=====>........................] - ETA: 9s - loss: 0.4271 - acc: 0.8681 \u001b[0m\n",
      "\u001b[31m12416/50834 [======>.......................] - ETA: 8s - loss: 0.4103 - acc: 0.8742\u001b[0m\n",
      "\u001b[31m13376/50834 [======>.......................] - ETA: 8s - loss: 0.3907 - acc: 0.8811\u001b[0m\n",
      "\u001b[31m14336/50834 [=======>......................] - ETA: 7s - loss: 0.3725 - acc: 0.8866\u001b[0m\n",
      "\u001b[31m15296/50834 [========>.....................] - ETA: 6s - loss: 0.3601 - acc: 0.8915\u001b[0m\n",
      "\u001b[31m16256/50834 [========>.....................] - ETA: 6s - loss: 0.3492 - acc: 0.8955\u001b[0m\n",
      "\u001b[31m17216/50834 [=========>....................] - ETA: 5s - loss: 0.3389 - acc: 0.8996\u001b[0m\n",
      "\u001b[31m18176/50834 [=========>....................] - ETA: 5s - loss: 0.3314 - acc: 0.9027\u001b[0m\n",
      "\u001b[31m19136/50834 [==========>...................] - ETA: 5s - loss: 0.3215 - acc: 0.9060\u001b[0m\n",
      "\u001b[31m20096/50834 [==========>...................] - ETA: 4s - loss: 0.3112 - acc: 0.9092\u001b[0m\n",
      "\u001b[31m21056/50834 [===========>..................] - ETA: 4s - loss: 0.3048 - acc: 0.9117\u001b[0m\n",
      "\u001b[31m22016/50834 [===========>..................] - ETA: 4s - loss: 0.2970 - acc: 0.9142\u001b[0m\n",
      "\u001b[31m22976/50834 [============>.................] - ETA: 4s - loss: 0.2923 - acc: 0.9163\u001b[0m\n",
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      "\u001b[31m24896/50834 [=============>................] - ETA: 3s - loss: 0.2804 - acc: 0.9201\u001b[0m\n",
      "\u001b[31m25856/50834 [==============>...............] - ETA: 3s - loss: 0.2748 - acc: 0.9220\u001b[0m\n",
      "\u001b[31m26816/50834 [==============>...............] - ETA: 3s - loss: 0.2693 - acc: 0.9237\u001b[0m\n",
      "\u001b[31m27776/50834 [===============>..............] - ETA: 3s - loss: 0.2632 - acc: 0.9255\u001b[0m\n",
      "\u001b[31m28736/50834 [===============>..............] - ETA: 2s - loss: 0.2588 - acc: 0.9271\u001b[0m\n",
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      "\u001b[31m30624/50834 [=================>............] - ETA: 2s - loss: 0.2502 - acc: 0.9292\u001b[0m\n",
      "\u001b[31m31552/50834 [=================>............] - ETA: 2s - loss: 0.2458 - acc: 0.9307\u001b[0m\n",
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      "\u001b[31m33472/50834 [==================>...........] - ETA: 2s - loss: 0.2397 - acc: 0.9329\u001b[0m\n",
      "\u001b[31m34432/50834 [===================>..........] - ETA: 1s - loss: 0.2371 - acc: 0.9338\u001b[0m\n",
      "\u001b[31m35392/50834 [===================>..........] - ETA: 1s - loss: 0.2343 - acc: 0.9350\u001b[0m\n",
      "\u001b[31m36352/50834 [====================>.........] - ETA: 1s - loss: 0.2307 - acc: 0.9362\u001b[0m\n",
      "\u001b[31m37312/50834 [=====================>........] - ETA: 1s - loss: 0.2296 - acc: 0.9370\u001b[0m\n",
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      "\u001b[31m40128/50834 [======================>.......] - ETA: 1s - loss: 0.2203 - acc: 0.9400\u001b[0m\n",
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      "\u001b[31m42048/50834 [=======================>......] - ETA: 0s - loss: 0.2156 - acc: 0.9417\u001b[0m\n",
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      "\u001b[31m44928/50834 [=========================>....] - ETA: 0s - loss: 0.2082 - acc: 0.9440\u001b[0m\n",
      "\u001b[31m45888/50834 [==========================>...] - ETA: 0s - loss: 0.2058 - acc: 0.9448\u001b[0m\n",
      "\u001b[31m46848/50834 [==========================>...] - ETA: 0s - loss: 0.2036 - acc: 0.9456\u001b[0m\n",
      "\u001b[31m47808/50834 [===========================>..] - ETA: 0s - loss: 0.2012 - acc: 0.9463\u001b[0m\n",
      "\u001b[31m48768/50834 [===========================>..] - ETA: 0s - loss: 0.1995 - acc: 0.9469\u001b[0m\n",
      "\u001b[31m49696/50834 [============================>.] - ETA: 0s - loss: 0.1975 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m50656/50834 [============================>.] - ETA: 0s - loss: 0.1960 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 95us/step - loss: 0.1957 - acc: 0.9481\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 58:27 - loss: 0.6930 - acc: 0.5625\n",
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      "\u001b[31m 5728/50834 [==>...........................] - ETA: 19s - loss: 0.6180 - acc: 0.7703\n",
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      "\u001b[31m11488/50834 [=====>........................] - ETA: 9s - loss: 0.5045 - acc: 0.8497 \u001b[0m\n",
      "\u001b[31m12448/50834 [======>.......................] - ETA: 8s - loss: 0.4910 - acc: 0.8574\u001b[0m\n",
      "\u001b[31m13408/50834 [======>.......................] - ETA: 8s - loss: 0.4783 - acc: 0.8649\u001b[0m\n",
      "\u001b[31m14368/50834 [=======>......................] - ETA: 7s - loss: 0.4684 - acc: 0.8703\u001b[0m\n",
      "\u001b[31m15328/50834 [========>.....................] - ETA: 6s - loss: 0.4572 - acc: 0.8757\u001b[0m\n",
      "\u001b[31m16288/50834 [========>.....................] - ETA: 6s - loss: 0.4475 - acc: 0.8813\u001b[0m\n",
      "\u001b[31m17248/50834 [=========>....................] - ETA: 6s - loss: 0.4387 - acc: 0.8861\u001b[0m\n",
      "\u001b[31m18208/50834 [=========>....................] - ETA: 5s - loss: 0.4304 - acc: 0.8899\u001b[0m\n",
      "\u001b[31m19168/50834 [==========>...................] - ETA: 5s - loss: 0.4219 - acc: 0.8942\u001b[0m\n",
      "\u001b[31m20128/50834 [==========>...................] - ETA: 4s - loss: 0.4146 - acc: 0.8979\u001b[0m\n",
      "\u001b[31m21056/50834 [===========>..................] - ETA: 4s - loss: 0.4077 - acc: 0.9009\u001b[0m\n",
      "\u001b[31m22016/50834 [===========>..................] - ETA: 4s - loss: 0.3992 - acc: 0.9044\u001b[0m\n",
      "\u001b[31m22976/50834 [============>.................] - ETA: 4s - loss: 0.3909 - acc: 0.9075\u001b[0m\n",
      "\u001b[31m23936/50834 [=============>................] - ETA: 3s - loss: 0.3826 - acc: 0.9104\u001b[0m\n",
      "\u001b[31m24896/50834 [=============>................] - ETA: 3s - loss: 0.3751 - acc: 0.9129\u001b[0m\n",
      "\u001b[31m25856/50834 [==============>...............] - ETA: 3s - loss: 0.3675 - acc: 0.9148\u001b[0m\n",
      "\u001b[31m26816/50834 [==============>...............] - ETA: 3s - loss: 0.3596 - acc: 0.9170\u001b[0m\n",
      "\u001b[31m27776/50834 [===============>..............] - ETA: 3s - loss: 0.3531 - acc: 0.9187\u001b[0m\n",
      "\u001b[31m28736/50834 [===============>..............] - ETA: 2s - loss: 0.3458 - acc: 0.9209\u001b[0m\n",
      "\u001b[31m29696/50834 [================>.............] - ETA: 2s - loss: 0.3393 - acc: 0.9226\u001b[0m\n",
      "\u001b[31m30656/50834 [=================>............] - ETA: 2s - loss: 0.3330 - acc: 0.9244\u001b[0m\n",
      "\u001b[31m31616/50834 [=================>............] - ETA: 2s - loss: 0.3273 - acc: 0.9260\u001b[0m\n",
      "\u001b[31m32576/50834 [==================>...........] - ETA: 2s - loss: 0.3212 - acc: 0.9275\u001b[0m\n",
      "\u001b[31m33536/50834 [==================>...........] - ETA: 2s - loss: 0.3152 - acc: 0.9291\u001b[0m\n",
      "\u001b[31m34496/50834 [===================>..........] - ETA: 1s - loss: 0.3100 - acc: 0.9304\u001b[0m\n",
      "\u001b[31m35456/50834 [===================>..........] - ETA: 1s - loss: 0.3048 - acc: 0.9317\u001b[0m\n",
      "\u001b[31m36416/50834 [====================>.........] - ETA: 1s - loss: 0.3003 - acc: 0.9329\u001b[0m\n",
      "\u001b[31m37376/50834 [=====================>........] - ETA: 1s - loss: 0.2952 - acc: 0.9341\u001b[0m\n",
      "\u001b[31m38336/50834 [=====================>........] - ETA: 1s - loss: 0.2910 - acc: 0.9353\u001b[0m\n",
      "\u001b[31m39296/50834 [======================>.......] - ETA: 1s - loss: 0.2869 - acc: 0.9364\u001b[0m\n",
      "\u001b[31m40192/50834 [======================>.......] - ETA: 1s - loss: 0.2832 - acc: 0.9374\u001b[0m\n",
      "\u001b[31m41152/50834 [=======================>......] - ETA: 1s - loss: 0.2789 - acc: 0.9384\u001b[0m\n",
      "\u001b[31m42112/50834 [=======================>......] - ETA: 0s - loss: 0.2756 - acc: 0.9392\u001b[0m\n",
      "\u001b[31m43072/50834 [========================>.....] - ETA: 0s - loss: 0.2711 - acc: 0.9402\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m44032/50834 [========================>.....] - ETA: 0s - loss: 0.2678 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m44992/50834 [=========================>....] - ETA: 0s - loss: 0.2641 - acc: 0.9420\u001b[0m\n",
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      "\u001b[31m47872/50834 [===========================>..] - ETA: 0s - loss: 0.2546 - acc: 0.9441\u001b[0m\n",
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      "\u001b[31m50752/50834 [============================>.] - ETA: 0s - loss: 0.2467 - acc: 0.9461\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 96us/step - loss: 0.2467 - acc: 0.9461\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 59:29 - loss: 0.6929 - acc: 0.6562\n",
      "  960/50834 [..............................] - ETA: 1:59 - loss: 0.6927 - acc: 0.5031 \n",
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      "\u001b[31m11456/50834 [=====>........................] - ETA: 9s - loss: 0.4213 - acc: 0.8932 \u001b[0m\n",
      "\u001b[31m12416/50834 [======>.......................] - ETA: 8s - loss: 0.4068 - acc: 0.8972\u001b[0m\n",
      "\u001b[31m13376/50834 [======>.......................] - ETA: 8s - loss: 0.3909 - acc: 0.9008\u001b[0m\n",
      "\u001b[31m14336/50834 [=======>......................] - ETA: 7s - loss: 0.3764 - acc: 0.9049\u001b[0m\n",
      "\u001b[31m15296/50834 [========>.....................] - ETA: 7s - loss: 0.3623 - acc: 0.9086\u001b[0m\n",
      "\u001b[31m16256/50834 [========>.....................] - ETA: 6s - loss: 0.3489 - acc: 0.9122\u001b[0m\n",
      "\u001b[31m17216/50834 [=========>....................] - ETA: 6s - loss: 0.3362 - acc: 0.9155\u001b[0m\n",
      "\u001b[31m18176/50834 [=========>....................] - ETA: 5s - loss: 0.3268 - acc: 0.9180\u001b[0m\n",
      "\u001b[31m19136/50834 [==========>...................] - ETA: 5s - loss: 0.3170 - acc: 0.9205\u001b[0m\n",
      "\u001b[31m20096/50834 [==========>...................] - ETA: 5s - loss: 0.3098 - acc: 0.9228\u001b[0m\n",
      "\u001b[31m21056/50834 [===========>..................] - ETA: 4s - loss: 0.3013 - acc: 0.9250\u001b[0m\n",
      "\u001b[31m22016/50834 [===========>..................] - ETA: 4s - loss: 0.2959 - acc: 0.9266\u001b[0m\n",
      "\u001b[31m22976/50834 [============>.................] - ETA: 4s - loss: 0.2890 - acc: 0.9283\u001b[0m\n",
      "\u001b[31m23936/50834 [=============>................] - ETA: 3s - loss: 0.2821 - acc: 0.9302\u001b[0m\n",
      "\u001b[31m24896/50834 [=============>................] - ETA: 3s - loss: 0.2762 - acc: 0.9318\u001b[0m\n",
      "\u001b[31m25856/50834 [==============>...............] - ETA: 3s - loss: 0.2729 - acc: 0.9331\u001b[0m\n",
      "\u001b[31m26816/50834 [==============>...............] - ETA: 3s - loss: 0.2662 - acc: 0.9349\u001b[0m\n",
      "\u001b[31m27776/50834 [===============>..............] - ETA: 3s - loss: 0.2632 - acc: 0.9361\u001b[0m\n",
      "\u001b[31m28672/50834 [===============>..............] - ETA: 2s - loss: 0.2585 - acc: 0.9375\u001b[0m\n",
      "\u001b[31m29632/50834 [================>.............] - ETA: 2s - loss: 0.2541 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m30592/50834 [=================>............] - ETA: 2s - loss: 0.2499 - acc: 0.9401\u001b[0m\n",
      "\u001b[31m31552/50834 [=================>............] - ETA: 2s - loss: 0.2451 - acc: 0.9412\u001b[0m\n",
      "\u001b[31m32512/50834 [==================>...........] - ETA: 2s - loss: 0.2408 - acc: 0.9422\u001b[0m\n",
      "\u001b[31m33472/50834 [==================>...........] - ETA: 2s - loss: 0.2379 - acc: 0.9431\u001b[0m\n",
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      "\u001b[31m38176/50834 [=====================>........] - ETA: 1s - loss: 0.2231 - acc: 0.9470\u001b[0m\n",
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      "\u001b[31m40096/50834 [======================>.......] - ETA: 1s - loss: 0.2174 - acc: 0.9487\u001b[0m\n",
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      "\u001b[31m42016/50834 [=======================>......] - ETA: 0s - loss: 0.2122 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m42976/50834 [========================>.....] - ETA: 0s - loss: 0.2094 - acc: 0.9506\u001b[0m\n",
      "\u001b[31m43936/50834 [========================>.....] - ETA: 0s - loss: 0.2063 - acc: 0.9514\u001b[0m\n",
      "\u001b[31m44896/50834 [=========================>....] - ETA: 0s - loss: 0.2049 - acc: 0.9518\u001b[0m\n",
      "\u001b[31m45856/50834 [==========================>...] - ETA: 0s - loss: 0.2029 - acc: 0.9524\u001b[0m\n",
      "\u001b[31m46816/50834 [==========================>...] - ETA: 0s - loss: 0.2015 - acc: 0.9528\u001b[0m\n",
      "\u001b[31m47744/50834 [===========================>..] - ETA: 0s - loss: 0.1999 - acc: 0.9533\u001b[0m\n",
      "\u001b[31m48672/50834 [===========================>..] - ETA: 0s - loss: 0.1981 - acc: 0.9536\u001b[0m\n",
      "\u001b[31m49632/50834 [============================>.] - ETA: 0s - loss: 0.1975 - acc: 0.9539\u001b[0m\n",
      "\u001b[31m50592/50834 [============================>.] - ETA: 0s - loss: 0.1953 - acc: 0.9544\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 97us/step - loss: 0.1950 - acc: 0.9545\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:01:02 - loss: 0.6931 - acc: 0.5625\n",
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      "\u001b[31m10496/50834 [=====>........................] - ETA: 11s - loss: 0.4820 - acc: 0.8325\u001b[0m\n",
      "\u001b[31m11456/50834 [=====>........................] - ETA: 10s - loss: 0.4635 - acc: 0.8418\u001b[0m\n",
      "\u001b[31m12416/50834 [======>.......................] - ETA: 9s - loss: 0.4458 - acc: 0.8504 \u001b[0m\n",
      "\u001b[31m13376/50834 [======>.......................] - ETA: 8s - loss: 0.4290 - acc: 0.8575\u001b[0m\n",
      "\u001b[31m14336/50834 [=======>......................] - ETA: 7s - loss: 0.4165 - acc: 0.8636\u001b[0m\n",
      "\u001b[31m15296/50834 [========>.....................] - ETA: 7s - loss: 0.4018 - acc: 0.8695\u001b[0m\n",
      "\u001b[31m16256/50834 [========>.....................] - ETA: 6s - loss: 0.3888 - acc: 0.8746\u001b[0m\n",
      "\u001b[31m17216/50834 [=========>....................] - ETA: 6s - loss: 0.3784 - acc: 0.8788\u001b[0m\n",
      "\u001b[31m18176/50834 [=========>....................] - ETA: 5s - loss: 0.3681 - acc: 0.8833\u001b[0m\n",
      "\u001b[31m19136/50834 [==========>...................] - ETA: 5s - loss: 0.3572 - acc: 0.8874\u001b[0m\n",
      "\u001b[31m20096/50834 [==========>...................] - ETA: 5s - loss: 0.3459 - acc: 0.8912\u001b[0m\n",
      "\u001b[31m21056/50834 [===========>..................] - ETA: 4s - loss: 0.3369 - acc: 0.8942\u001b[0m\n",
      "\u001b[31m22016/50834 [===========>..................] - ETA: 4s - loss: 0.3301 - acc: 0.8971\u001b[0m\n",
      "\u001b[31m22944/50834 [============>.................] - ETA: 4s - loss: 0.3216 - acc: 0.9000\u001b[0m\n",
      "\u001b[31m23904/50834 [=============>................] - ETA: 4s - loss: 0.3148 - acc: 0.9028\u001b[0m\n",
      "\u001b[31m24864/50834 [=============>................] - ETA: 3s - loss: 0.3098 - acc: 0.9054\u001b[0m\n",
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      "\u001b[31m26784/50834 [==============>...............] - ETA: 3s - loss: 0.2994 - acc: 0.9102\u001b[0m\n",
      "\u001b[31m27712/50834 [===============>..............] - ETA: 3s - loss: 0.2940 - acc: 0.9123\u001b[0m\n",
      "\u001b[31m28672/50834 [===============>..............] - ETA: 2s - loss: 0.2894 - acc: 0.9141\u001b[0m\n",
      "\u001b[31m29632/50834 [================>.............] - ETA: 2s - loss: 0.2850 - acc: 0.9160\u001b[0m\n",
      "\u001b[31m30560/50834 [=================>............] - ETA: 2s - loss: 0.2791 - acc: 0.9176\u001b[0m\n",
      "\u001b[31m31520/50834 [=================>............] - ETA: 2s - loss: 0.2755 - acc: 0.9190\u001b[0m\n",
      "\u001b[31m32448/50834 [==================>...........] - ETA: 2s - loss: 0.2724 - acc: 0.9203\u001b[0m\n",
      "\u001b[31m33408/50834 [==================>...........] - ETA: 2s - loss: 0.2709 - acc: 0.9214\u001b[0m\n",
      "\u001b[31m34368/50834 [===================>..........] - ETA: 1s - loss: 0.2684 - acc: 0.9227\u001b[0m\n",
      "\u001b[31m35328/50834 [===================>..........] - ETA: 1s - loss: 0.2658 - acc: 0.9240\u001b[0m\n",
      "\u001b[31m36288/50834 [====================>.........] - ETA: 1s - loss: 0.2611 - acc: 0.9255\u001b[0m\n",
      "\u001b[31m37248/50834 [====================>.........] - ETA: 1s - loss: 0.2568 - acc: 0.9267\u001b[0m\n",
      "\u001b[31m38208/50834 [=====================>........] - ETA: 1s - loss: 0.2553 - acc: 0.9276\u001b[0m\n",
      "\u001b[31m39168/50834 [======================>.......] - ETA: 1s - loss: 0.2516 - acc: 0.9287\u001b[0m\n",
      "\u001b[31m40128/50834 [======================>.......] - ETA: 1s - loss: 0.2481 - acc: 0.9297\u001b[0m\n",
      "\u001b[31m41088/50834 [=======================>......] - ETA: 1s - loss: 0.2460 - acc: 0.9305\u001b[0m\n",
      "\u001b[31m42048/50834 [=======================>......] - ETA: 0s - loss: 0.2432 - acc: 0.9315\u001b[0m\n",
      "\u001b[31m43008/50834 [========================>.....] - ETA: 0s - loss: 0.2401 - acc: 0.9325\u001b[0m\n",
      "\u001b[31m43968/50834 [========================>.....] - ETA: 0s - loss: 0.2381 - acc: 0.9332\u001b[0m\n",
      "\u001b[31m44928/50834 [=========================>....] - ETA: 0s - loss: 0.2354 - acc: 0.9339\u001b[0m\n",
      "\u001b[31m45856/50834 [==========================>...] - ETA: 0s - loss: 0.2333 - acc: 0.9345\u001b[0m\n",
      "\u001b[31m46784/50834 [==========================>...] - ETA: 0s - loss: 0.2307 - acc: 0.9353\u001b[0m\n",
      "\u001b[31m47744/50834 [===========================>..] - ETA: 0s - loss: 0.2290 - acc: 0.9359\u001b[0m\n",
      "\u001b[31m48704/50834 [===========================>..] - ETA: 0s - loss: 0.2272 - acc: 0.9366\u001b[0m\n",
      "\u001b[31m49664/50834 [============================>.] - ETA: 0s - loss: 0.2249 - acc: 0.9373\u001b[0m\n",
      "\u001b[31m50624/50834 [============================>.] - ETA: 0s - loss: 0.2237 - acc: 0.9379\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 99us/step - loss: 0.2232 - acc: 0.9380\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:01:18 - loss: 0.6931 - acc: 0.5625\n",
      "  960/50834 [..............................] - ETA: 2:03 - loss: 0.6927 - acc: 0.7052   \n",
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      " 2880/50834 [>.............................] - ETA: 41s - loss: 0.6818 - acc: 0.8069 \n",
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      "\u001b[31m10560/50834 [=====>........................] - ETA: 10s - loss: 0.5039 - acc: 0.8671\u001b[0m\n",
      "\u001b[31m11520/50834 [=====>........................] - ETA: 9s - loss: 0.4864 - acc: 0.8744 \u001b[0m\n",
      "\u001b[31m12480/50834 [======>.......................] - ETA: 9s - loss: 0.4696 - acc: 0.8812\u001b[0m\n",
      "\u001b[31m13408/50834 [======>.......................] - ETA: 8s - loss: 0.4557 - acc: 0.8864\u001b[0m\n",
      "\u001b[31m14368/50834 [=======>......................] - ETA: 7s - loss: 0.4411 - acc: 0.8918\u001b[0m\n",
      "\u001b[31m15328/50834 [========>.....................] - ETA: 7s - loss: 0.4260 - acc: 0.8969\u001b[0m\n",
      "\u001b[31m16256/50834 [========>.....................] - ETA: 6s - loss: 0.4133 - acc: 0.9012\u001b[0m\n",
      "\u001b[31m17216/50834 [=========>....................] - ETA: 6s - loss: 0.4003 - acc: 0.9050\u001b[0m\n",
      "\u001b[31m18176/50834 [=========>....................] - ETA: 5s - loss: 0.3887 - acc: 0.9084\u001b[0m\n",
      "\u001b[31m19136/50834 [==========>...................] - ETA: 5s - loss: 0.3780 - acc: 0.9111\u001b[0m\n",
      "\u001b[31m20096/50834 [==========>...................] - ETA: 5s - loss: 0.3673 - acc: 0.9141\u001b[0m\n",
      "\u001b[31m21056/50834 [===========>..................] - ETA: 4s - loss: 0.3576 - acc: 0.9168\u001b[0m\n",
      "\u001b[31m22016/50834 [===========>..................] - ETA: 4s - loss: 0.3491 - acc: 0.9190\u001b[0m\n",
      "\u001b[31m22976/50834 [============>.................] - ETA: 4s - loss: 0.3405 - acc: 0.9210\u001b[0m\n",
      "\u001b[31m23936/50834 [=============>................] - ETA: 4s - loss: 0.3333 - acc: 0.9230\u001b[0m\n",
      "\u001b[31m24864/50834 [=============>................] - ETA: 3s - loss: 0.3260 - acc: 0.9250\u001b[0m\n",
      "\u001b[31m25824/50834 [==============>...............] - ETA: 3s - loss: 0.3191 - acc: 0.9267\u001b[0m\n",
      "\u001b[31m26784/50834 [==============>...............] - ETA: 3s - loss: 0.3123 - acc: 0.9282\u001b[0m\n",
      "\u001b[31m27744/50834 [===============>..............] - ETA: 3s - loss: 0.3059 - acc: 0.9300\u001b[0m\n",
      "\u001b[31m28704/50834 [===============>..............] - ETA: 2s - loss: 0.2995 - acc: 0.9316\u001b[0m\n",
      "\u001b[31m29664/50834 [================>.............] - ETA: 2s - loss: 0.2946 - acc: 0.9328\u001b[0m\n",
      "\u001b[31m30624/50834 [=================>............] - ETA: 2s - loss: 0.2888 - acc: 0.9343\u001b[0m\n",
      "\u001b[31m31552/50834 [=================>............] - ETA: 2s - loss: 0.2832 - acc: 0.9356\u001b[0m\n",
      "\u001b[31m32480/50834 [==================>...........] - ETA: 2s - loss: 0.2785 - acc: 0.9367\u001b[0m\n",
      "\u001b[31m33440/50834 [==================>...........] - ETA: 2s - loss: 0.2744 - acc: 0.9377\u001b[0m\n",
      "\u001b[31m34400/50834 [===================>..........] - ETA: 1s - loss: 0.2693 - acc: 0.9389\u001b[0m\n",
      "\u001b[31m35360/50834 [===================>..........] - ETA: 1s - loss: 0.2650 - acc: 0.9399\u001b[0m\n",
      "\u001b[31m36320/50834 [====================>.........] - ETA: 1s - loss: 0.2606 - acc: 0.9411\u001b[0m\n",
      "\u001b[31m37280/50834 [=====================>........] - ETA: 1s - loss: 0.2569 - acc: 0.9420\u001b[0m\n",
      "\u001b[31m38240/50834 [=====================>........] - ETA: 1s - loss: 0.2552 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m39200/50834 [======================>.......] - ETA: 1s - loss: 0.2523 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m40160/50834 [======================>.......] - ETA: 1s - loss: 0.2503 - acc: 0.9438\u001b[0m\n",
      "\u001b[31m41120/50834 [=======================>......] - ETA: 1s - loss: 0.2472 - acc: 0.9446\u001b[0m\n",
      "\u001b[31m42080/50834 [=======================>......] - ETA: 0s - loss: 0.2438 - acc: 0.9455\u001b[0m\n",
      "\u001b[31m43040/50834 [========================>.....] - ETA: 0s - loss: 0.2409 - acc: 0.9463\u001b[0m\n",
      "\u001b[31m44000/50834 [========================>.....] - ETA: 0s - loss: 0.2382 - acc: 0.9469\u001b[0m\n",
      "\u001b[31m44960/50834 [=========================>....] - ETA: 0s - loss: 0.2354 - acc: 0.9475\u001b[0m\n",
      "\u001b[31m45920/50834 [==========================>...] - ETA: 0s - loss: 0.2335 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m46848/50834 [==========================>...] - ETA: 0s - loss: 0.2311 - acc: 0.9486\u001b[0m\n",
      "\u001b[31m47776/50834 [===========================>..] - ETA: 0s - loss: 0.2287 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m48736/50834 [===========================>..] - ETA: 0s - loss: 0.2262 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m49696/50834 [============================>.] - ETA: 0s - loss: 0.2240 - acc: 0.9505\u001b[0m\n",
      "\u001b[31m50624/50834 [============================>.] - ETA: 0s - loss: 0.2223 - acc: 0.9510\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 99us/step - loss: 0.2220 - acc: 0.9511\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:02:22 - loss: 0.6932 - acc: 0.3438\n",
      "  960/50834 [..............................] - ETA: 2:05 - loss: 0.6927 - acc: 0.5104   \u001b[0m\n",
      "\u001b[31m 1920/50834 [>.............................] - ETA: 1:02 - loss: 0.6909 - acc: 0.6010\n",
      " 2880/50834 [>.............................] - ETA: 41s - loss: 0.6844 - acc: 0.6937 \n",
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      " 8640/50834 [====>.........................] - ETA: 13s - loss: 0.5222 - acc: 0.8391\n",
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      "\u001b[31m10560/50834 [=====>........................] - ETA: 11s - loss: 0.4743 - acc: 0.8567\u001b[0m\n",
      "\u001b[31m11520/50834 [=====>........................] - ETA: 10s - loss: 0.4503 - acc: 0.8653\u001b[0m\n",
      "\u001b[31m12480/50834 [======>.......................] - ETA: 9s - loss: 0.4314 - acc: 0.8724 \u001b[0m\n",
      "\u001b[31m13408/50834 [======>.......................] - ETA: 8s - loss: 0.4133 - acc: 0.8781\u001b[0m\n",
      "\u001b[31m14368/50834 [=======>......................] - ETA: 7s - loss: 0.3974 - acc: 0.8838\u001b[0m\n",
      "\u001b[31m15328/50834 [========>.....................] - ETA: 7s - loss: 0.3846 - acc: 0.8878\u001b[0m\n",
      "\u001b[31m16288/50834 [========>.....................] - ETA: 6s - loss: 0.3704 - acc: 0.8920\u001b[0m\n",
      "\u001b[31m17248/50834 [=========>....................] - ETA: 6s - loss: 0.3599 - acc: 0.8956\u001b[0m\n",
      "\u001b[31m18208/50834 [=========>....................] - ETA: 5s - loss: 0.3495 - acc: 0.8992\u001b[0m\n",
      "\u001b[31m19168/50834 [==========>...................] - ETA: 5s - loss: 0.3391 - acc: 0.9029\u001b[0m\n",
      "\u001b[31m20128/50834 [==========>...................] - ETA: 5s - loss: 0.3314 - acc: 0.9059\u001b[0m\n",
      "\u001b[31m21056/50834 [===========>..................] - ETA: 4s - loss: 0.3237 - acc: 0.9087\u001b[0m\n",
      "\u001b[31m22016/50834 [===========>..................] - ETA: 4s - loss: 0.3164 - acc: 0.9113\u001b[0m\n",
      "\u001b[31m22976/50834 [============>.................] - ETA: 4s - loss: 0.3111 - acc: 0.9133\u001b[0m\n",
      "\u001b[31m23936/50834 [=============>................] - ETA: 4s - loss: 0.3031 - acc: 0.9157\u001b[0m\n",
      "\u001b[31m24896/50834 [=============>................] - ETA: 3s - loss: 0.2949 - acc: 0.9178\u001b[0m\n",
      "\u001b[31m25856/50834 [==============>...............] - ETA: 3s - loss: 0.2882 - acc: 0.9197\u001b[0m\n",
      "\u001b[31m26816/50834 [==============>...............] - ETA: 3s - loss: 0.2850 - acc: 0.9214\u001b[0m\n",
      "\u001b[31m27776/50834 [===============>..............] - ETA: 3s - loss: 0.2812 - acc: 0.9228\u001b[0m\n",
      "\u001b[31m28736/50834 [===============>..............] - ETA: 2s - loss: 0.2765 - acc: 0.9245\u001b[0m\n",
      "\u001b[31m29696/50834 [================>.............] - ETA: 2s - loss: 0.2717 - acc: 0.9260\u001b[0m\n",
      "\u001b[31m30656/50834 [=================>............] - ETA: 2s - loss: 0.2686 - acc: 0.9273\u001b[0m\n",
      "\u001b[31m31616/50834 [=================>............] - ETA: 2s - loss: 0.2647 - acc: 0.9286\u001b[0m\n",
      "\u001b[31m32576/50834 [==================>...........] - ETA: 2s - loss: 0.2624 - acc: 0.9297\u001b[0m\n",
      "\u001b[31m33536/50834 [==================>...........] - ETA: 2s - loss: 0.2575 - acc: 0.9310\u001b[0m\n",
      "\u001b[31m34496/50834 [===================>..........] - ETA: 1s - loss: 0.2544 - acc: 0.9321\u001b[0m\n",
      "\u001b[31m35392/50834 [===================>..........] - ETA: 1s - loss: 0.2518 - acc: 0.9330\u001b[0m\n",
      "\u001b[31m36352/50834 [====================>.........] - ETA: 1s - loss: 0.2481 - acc: 0.9341\u001b[0m\n",
      "\u001b[31m37312/50834 [=====================>........] - ETA: 1s - loss: 0.2448 - acc: 0.9351\u001b[0m\n",
      "\u001b[31m38272/50834 [=====================>........] - ETA: 1s - loss: 0.2413 - acc: 0.9362\u001b[0m\n",
      "\u001b[31m39232/50834 [======================>.......] - ETA: 1s - loss: 0.2374 - acc: 0.9372\u001b[0m\n",
      "\u001b[31m40192/50834 [======================>.......] - ETA: 1s - loss: 0.2344 - acc: 0.9380\u001b[0m\n",
      "\u001b[31m41152/50834 [=======================>......] - ETA: 1s - loss: 0.2319 - acc: 0.9390\u001b[0m\n",
      "\u001b[31m42112/50834 [=======================>......] - ETA: 0s - loss: 0.2300 - acc: 0.9399\u001b[0m\n",
      "\u001b[31m43072/50834 [========================>.....] - ETA: 0s - loss: 0.2279 - acc: 0.9406\u001b[0m\n",
      "\u001b[31m44032/50834 [========================>.....] - ETA: 0s - loss: 0.2249 - acc: 0.9414\u001b[0m\n",
      "\u001b[31m44992/50834 [=========================>....] - ETA: 0s - loss: 0.2223 - acc: 0.9422\u001b[0m\n",
      "\u001b[31m45952/50834 [==========================>...] - ETA: 0s - loss: 0.2209 - acc: 0.9428\u001b[0m\n",
      "\u001b[31m46912/50834 [==========================>...] - ETA: 0s - loss: 0.2196 - acc: 0.9434\u001b[0m\n",
      "\u001b[31m47872/50834 [===========================>..] - ETA: 0s - loss: 0.2173 - acc: 0.9441\u001b[0m\n",
      "\u001b[31m48832/50834 [===========================>..] - ETA: 0s - loss: 0.2158 - acc: 0.9446\u001b[0m\n",
      "\u001b[31m49792/50834 [============================>.] - ETA: 0s - loss: 0.2145 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m50752/50834 [============================>.] - ETA: 0s - loss: 0.2125 - acc: 0.9456\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 100us/step - loss: 0.2122 - acc: 0.9457\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:03:01 - loss: 0.6932 - acc: 0.3438\n",
      "  960/50834 [..............................] - ETA: 2:06 - loss: 0.6929 - acc: 0.5427   \n",
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      " 2816/50834 [>.............................] - ETA: 43s - loss: 0.6872 - acc: 0.7152 \u001b[0m\n",
      "\u001b[31m 3776/50834 [=>............................] - ETA: 32s - loss: 0.6764 - acc: 0.7582\n",
      " 4736/50834 [=>............................] - ETA: 25s - loss: 0.6558 - acc: 0.7872\n",
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      "\u001b[31m10368/50834 [=====>........................] - ETA: 11s - loss: 0.4766 - acc: 0.8669\u001b[0m\n",
      "\u001b[31m11328/50834 [=====>........................] - ETA: 10s - loss: 0.4546 - acc: 0.8736\u001b[0m\n",
      "\u001b[31m12256/50834 [======>.......................] - ETA: 9s - loss: 0.4356 - acc: 0.8801 \u001b[0m\n",
      "\u001b[31m13120/50834 [======>.......................] - ETA: 8s - loss: 0.4228 - acc: 0.8843\u001b[0m\n",
      "\u001b[31m14080/50834 [=======>......................] - ETA: 8s - loss: 0.4039 - acc: 0.8895\u001b[0m\n",
      "\u001b[31m15008/50834 [=======>......................] - ETA: 7s - loss: 0.3916 - acc: 0.8939\u001b[0m\n",
      "\u001b[31m15936/50834 [========>.....................] - ETA: 7s - loss: 0.3796 - acc: 0.8975\u001b[0m\n",
      "\u001b[31m16864/50834 [========>.....................] - ETA: 6s - loss: 0.3661 - acc: 0.9013\u001b[0m\n",
      "\u001b[31m17824/50834 [=========>....................] - ETA: 6s - loss: 0.3554 - acc: 0.9043\u001b[0m\n",
      "\u001b[31m18752/50834 [==========>...................] - ETA: 5s - loss: 0.3461 - acc: 0.9076\u001b[0m\n",
      "\u001b[31m19712/50834 [==========>...................] - ETA: 5s - loss: 0.3366 - acc: 0.9107\u001b[0m\n",
      "\u001b[31m20672/50834 [===========>..................] - ETA: 5s - loss: 0.3251 - acc: 0.9136\u001b[0m\n",
      "\u001b[31m21600/50834 [===========>..................] - ETA: 4s - loss: 0.3179 - acc: 0.9157\u001b[0m\n",
      "\u001b[31m22560/50834 [============>.................] - ETA: 4s - loss: 0.3099 - acc: 0.9184\u001b[0m\n",
      "\u001b[31m23520/50834 [============>.................] - ETA: 4s - loss: 0.3022 - acc: 0.9206\u001b[0m\n",
      "\u001b[31m24448/50834 [=============>................] - ETA: 3s - loss: 0.2962 - acc: 0.9225\u001b[0m\n",
      "\u001b[31m25376/50834 [=============>................] - ETA: 3s - loss: 0.2900 - acc: 0.9243\u001b[0m\n",
      "\u001b[31m26304/50834 [==============>...............] - ETA: 3s - loss: 0.2851 - acc: 0.9259\u001b[0m\n",
      "\u001b[31m27232/50834 [===============>..............] - ETA: 3s - loss: 0.2803 - acc: 0.9276\u001b[0m\n",
      "\u001b[31m28192/50834 [===============>..............] - ETA: 3s - loss: 0.2740 - acc: 0.9293\u001b[0m\n",
      "\u001b[31m29120/50834 [================>.............] - ETA: 2s - loss: 0.2695 - acc: 0.9309\u001b[0m\n",
      "\u001b[31m30080/50834 [================>.............] - ETA: 2s - loss: 0.2649 - acc: 0.9324\u001b[0m\n",
      "\u001b[31m31040/50834 [=================>............] - ETA: 2s - loss: 0.2601 - acc: 0.9336\u001b[0m\n",
      "\u001b[31m32000/50834 [=================>............] - ETA: 2s - loss: 0.2574 - acc: 0.9347\u001b[0m\n",
      "\u001b[31m32928/50834 [==================>...........] - ETA: 2s - loss: 0.2539 - acc: 0.9358\u001b[0m\n",
      "\u001b[31m33856/50834 [==================>...........] - ETA: 2s - loss: 0.2498 - acc: 0.9369\u001b[0m\n",
      "\u001b[31m34784/50834 [===================>..........] - ETA: 1s - loss: 0.2463 - acc: 0.9379\u001b[0m\n",
      "\u001b[31m35712/50834 [====================>.........] - ETA: 1s - loss: 0.2442 - acc: 0.9388\u001b[0m\n",
      "\u001b[31m36672/50834 [====================>.........] - ETA: 1s - loss: 0.2405 - acc: 0.9399\u001b[0m\n",
      "\u001b[31m37600/50834 [=====================>........] - ETA: 1s - loss: 0.2386 - acc: 0.9406\u001b[0m\n",
      "\u001b[31m38560/50834 [=====================>........] - ETA: 1s - loss: 0.2369 - acc: 0.9412\u001b[0m\n",
      "\u001b[31m39520/50834 [======================>.......] - ETA: 1s - loss: 0.2353 - acc: 0.9420\u001b[0m\n",
      "\u001b[31m40480/50834 [======================>.......] - ETA: 1s - loss: 0.2341 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m41440/50834 [=======================>......] - ETA: 1s - loss: 0.2315 - acc: 0.9435\u001b[0m\n",
      "\u001b[31m42368/50834 [========================>.....] - ETA: 0s - loss: 0.2295 - acc: 0.9442\u001b[0m\n",
      "\u001b[31m43328/50834 [========================>.....] - ETA: 0s - loss: 0.2264 - acc: 0.9449\u001b[0m\n",
      "\u001b[31m44288/50834 [=========================>....] - ETA: 0s - loss: 0.2254 - acc: 0.9454\u001b[0m\n",
      "\u001b[31m45216/50834 [=========================>....] - ETA: 0s - loss: 0.2225 - acc: 0.9461\u001b[0m\n",
      "\u001b[31m46176/50834 [==========================>...] - ETA: 0s - loss: 0.2209 - acc: 0.9466\u001b[0m\n",
      "\u001b[31m47136/50834 [==========================>...] - ETA: 0s - loss: 0.2192 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m48096/50834 [===========================>..] - ETA: 0s - loss: 0.2171 - acc: 0.9476\u001b[0m\n",
      "\u001b[31m49056/50834 [===========================>..] - ETA: 0s - loss: 0.2144 - acc: 0.9484\u001b[0m\n",
      "\u001b[31m50016/50834 [============================>.] - ETA: 0s - loss: 0.2137 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 101us/step - loss: 0.2122 - acc: 0.9492\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50833 [..............................] - ETA: 1:03:10 - loss: 0.6931 - acc: 0.5000\n",
      " 1024/50833 [..............................] - ETA: 1:58 - loss: 0.6923 - acc: 0.5186   \n",
      " 2016/50833 [>.............................] - ETA: 1:00 - loss: 0.6893 - acc: 0.6190\n",
      " 2976/50833 [>.............................] - ETA: 40s - loss: 0.6837 - acc: 0.7090 \n",
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      "\u001b[31m11904/50833 [======>.......................] - ETA: 9s - loss: 0.5076 - acc: 0.8747 \u001b[0m\n",
      "\u001b[31m12896/50833 [======>.......................] - ETA: 8s - loss: 0.4866 - acc: 0.8802\u001b[0m\n",
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      "\u001b[31m15904/50833 [========>.....................] - ETA: 7s - loss: 0.4334 - acc: 0.8929\u001b[0m\n",
      "\u001b[31m16896/50833 [========>.....................] - ETA: 6s - loss: 0.4189 - acc: 0.8968\u001b[0m\n",
      "\u001b[31m17888/50833 [=========>....................] - ETA: 6s - loss: 0.4048 - acc: 0.9001\u001b[0m\n",
      "\u001b[31m18880/50833 [==========>...................] - ETA: 5s - loss: 0.3918 - acc: 0.9033\u001b[0m\n",
      "\u001b[31m19904/50833 [==========>...................] - ETA: 5s - loss: 0.3794 - acc: 0.9067\u001b[0m\n",
      "\u001b[31m20896/50833 [===========>..................] - ETA: 4s - loss: 0.3696 - acc: 0.9092\u001b[0m\n",
      "\u001b[31m21888/50833 [===========>..................] - ETA: 4s - loss: 0.3606 - acc: 0.9113\u001b[0m\n",
      "\u001b[31m22880/50833 [============>.................] - ETA: 4s - loss: 0.3529 - acc: 0.9132\u001b[0m\n",
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      "\u001b[31m24864/50833 [=============>................] - ETA: 3s - loss: 0.3363 - acc: 0.9173\u001b[0m\n",
      "\u001b[31m25856/50833 [==============>...............] - ETA: 3s - loss: 0.3284 - acc: 0.9193\u001b[0m\n",
      "\u001b[31m26880/50833 [==============>...............] - ETA: 3s - loss: 0.3228 - acc: 0.9208\u001b[0m\n",
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      "\u001b[31m28864/50833 [================>.............] - ETA: 2s - loss: 0.3112 - acc: 0.9241\u001b[0m\n",
      "\u001b[31m29824/50833 [================>.............] - ETA: 2s - loss: 0.3050 - acc: 0.9257\u001b[0m\n",
      "\u001b[31m30816/50833 [=================>............] - ETA: 2s - loss: 0.2989 - acc: 0.9274\u001b[0m\n",
      "\u001b[31m31808/50833 [=================>............] - ETA: 2s - loss: 0.2944 - acc: 0.9288\u001b[0m\n",
      "\u001b[31m32800/50833 [==================>...........] - ETA: 2s - loss: 0.2887 - acc: 0.9300\u001b[0m\n",
      "\u001b[31m33824/50833 [==================>...........] - ETA: 2s - loss: 0.2845 - acc: 0.9313\u001b[0m\n",
      "\u001b[31m34816/50833 [===================>..........] - ETA: 1s - loss: 0.2822 - acc: 0.9320\u001b[0m\n",
      "\u001b[31m35808/50833 [====================>.........] - ETA: 1s - loss: 0.2769 - acc: 0.9334\u001b[0m\n",
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      "\u001b[31m41824/50833 [=======================>......] - ETA: 0s - loss: 0.2572 - acc: 0.9391\u001b[0m\n",
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      "\u001b[31m43840/50833 [========================>.....] - ETA: 0s - loss: 0.2504 - acc: 0.9408\u001b[0m\n",
      "\u001b[31m44832/50833 [=========================>....] - ETA: 0s - loss: 0.2468 - acc: 0.9416\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m45856/50833 [==========================>...] - ETA: 0s - loss: 0.2444 - acc: 0.9423\u001b[0m\n",
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      "\u001b[31m49888/50833 [============================>.] - ETA: 0s - loss: 0.2346 - acc: 0.9448\u001b[0m\n",
      "\u001b[31m50833/50833 [==============================] - 5s 98us/step - loss: 0.2318 - acc: 0.9453\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50833 [..............................] - ETA: 1:04:38 - loss: 0.6931 - acc: 0.5000\n",
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      "\u001b[31m50833/50833 [==============================] - 5s 99us/step - loss: 0.2478 - acc: 0.9467\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:04:29 - loss: 0.6931 - acc: 0.7188\n",
      " 1024/50834 [..............................] - ETA: 2:01 - loss: 0.6909 - acc: 0.6357   \n",
      " 2016/50834 [>.............................] - ETA: 1:01 - loss: 0.6860 - acc: 0.7480\n",
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      "\u001b[31m11968/50834 [======>.......................] - ETA: 9s - loss: 0.4853 - acc: 0.9007 \u001b[0m\n",
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      "\u001b[31m14944/50834 [=======>......................] - ETA: 7s - loss: 0.4346 - acc: 0.9103\u001b[0m\n",
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      "\u001b[31m18912/50834 [==========>...................] - ETA: 5s - loss: 0.3776 - acc: 0.9199\u001b[0m\n",
      "\u001b[31m19904/50834 [==========>...................] - ETA: 5s - loss: 0.3671 - acc: 0.9222\u001b[0m\n",
      "\u001b[31m20896/50834 [===========>..................] - ETA: 5s - loss: 0.3560 - acc: 0.9246\u001b[0m\n",
      "\u001b[31m21888/50834 [===========>..................] - ETA: 4s - loss: 0.3457 - acc: 0.9265\u001b[0m\n",
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      "\u001b[31m24864/50834 [=============>................] - ETA: 3s - loss: 0.3201 - acc: 0.9319\u001b[0m\n",
      "\u001b[31m25856/50834 [==============>...............] - ETA: 3s - loss: 0.3133 - acc: 0.9333\u001b[0m\n",
      "\u001b[31m26880/50834 [==============>...............] - ETA: 3s - loss: 0.3064 - acc: 0.9348\u001b[0m\n",
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      "\u001b[31m28864/50834 [================>.............] - ETA: 2s - loss: 0.2925 - acc: 0.9374\u001b[0m\n",
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      "\u001b[31m41792/50834 [=======================>......] - ETA: 0s - loss: 0.2365 - acc: 0.9498\u001b[0m\n",
      "\u001b[31m42784/50834 [========================>.....] - ETA: 0s - loss: 0.2339 - acc: 0.9503\u001b[0m\n",
      "\u001b[31m43808/50834 [========================>.....] - ETA: 0s - loss: 0.2314 - acc: 0.9511\u001b[0m\n",
      "\u001b[31m44736/50834 [=========================>....] - ETA: 0s - loss: 0.2285 - acc: 0.9517\u001b[0m\n",
      "\u001b[31m45728/50834 [=========================>....] - ETA: 0s - loss: 0.2254 - acc: 0.9523\u001b[0m\n",
      "\u001b[31m46720/50834 [==========================>...] - ETA: 0s - loss: 0.2226 - acc: 0.9528\u001b[0m\n",
      "\u001b[31m47712/50834 [===========================>..] - ETA: 0s - loss: 0.2202 - acc: 0.9533\u001b[0m\n",
      "\u001b[31m48704/50834 [===========================>..] - ETA: 0s - loss: 0.2170 - acc: 0.9539\u001b[0m\n",
      "\u001b[31m49696/50834 [============================>.] - ETA: 0s - loss: 0.2147 - acc: 0.9544\u001b[0m\n",
      "\u001b[31m50688/50834 [============================>.] - ETA: 0s - loss: 0.2118 - acc: 0.9550\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 99us/step - loss: 0.2117 - acc: 0.9550\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m   32/50834 [..............................] - ETA: 1:05:25 - loss: 0.6932 - acc: 0.3438\n",
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      " 9920/50834 [====>.........................] - ETA: 12s - loss: 0.5495 - acc: 0.8740\u001b[0m\n",
      "\u001b[31m10912/50834 [=====>........................] - ETA: 11s - loss: 0.5306 - acc: 0.8793\u001b[0m\n",
      "\u001b[31m11904/50834 [======>.......................] - ETA: 10s - loss: 0.5124 - acc: 0.8848\u001b[0m\n",
      "\u001b[31m12896/50834 [======>.......................] - ETA: 9s - loss: 0.4951 - acc: 0.8902 \u001b[0m\n",
      "\u001b[31m13888/50834 [=======>......................] - ETA: 8s - loss: 0.4765 - acc: 0.8953\u001b[0m\n",
      "\u001b[31m14880/50834 [=======>......................] - ETA: 7s - loss: 0.4617 - acc: 0.8987\u001b[0m\n",
      "\u001b[31m15872/50834 [========>.....................] - ETA: 7s - loss: 0.4473 - acc: 0.9027\u001b[0m\n",
      "\u001b[31m16864/50834 [========>.....................] - ETA: 6s - loss: 0.4337 - acc: 0.9058\u001b[0m\n",
      "\u001b[31m17856/50834 [=========>....................] - ETA: 6s - loss: 0.4220 - acc: 0.9086\u001b[0m\n",
      "\u001b[31m18848/50834 [==========>...................] - ETA: 5s - loss: 0.4089 - acc: 0.9119\u001b[0m\n",
      "\u001b[31m19840/50834 [==========>...................] - ETA: 5s - loss: 0.3975 - acc: 0.9148\u001b[0m\n",
      "\u001b[31m20832/50834 [===========>..................] - ETA: 5s - loss: 0.3867 - acc: 0.9173\u001b[0m\n",
      "\u001b[31m21824/50834 [===========>..................] - ETA: 4s - loss: 0.3772 - acc: 0.9195\u001b[0m\n",
      "\u001b[31m22816/50834 [============>.................] - ETA: 4s - loss: 0.3678 - acc: 0.9216\u001b[0m\n",
      "\u001b[31m23808/50834 [=============>................] - ETA: 4s - loss: 0.3575 - acc: 0.9236\u001b[0m\n",
      "\u001b[31m24800/50834 [=============>................] - ETA: 3s - loss: 0.3486 - acc: 0.9256\u001b[0m\n",
      "\u001b[31m25792/50834 [==============>...............] - ETA: 3s - loss: 0.3411 - acc: 0.9274\u001b[0m\n",
      "\u001b[31m26816/50834 [==============>...............] - ETA: 3s - loss: 0.3332 - acc: 0.9290\u001b[0m\n",
      "\u001b[31m27808/50834 [===============>..............] - ETA: 3s - loss: 0.3265 - acc: 0.9303\u001b[0m\n",
      "\u001b[31m28800/50834 [===============>..............] - ETA: 3s - loss: 0.3189 - acc: 0.9321\u001b[0m\n",
      "\u001b[31m29760/50834 [================>.............] - ETA: 2s - loss: 0.3130 - acc: 0.9335\u001b[0m\n",
      "\u001b[31m30752/50834 [=================>............] - ETA: 2s - loss: 0.3068 - acc: 0.9350\u001b[0m\n",
      "\u001b[31m31744/50834 [=================>............] - ETA: 2s - loss: 0.3001 - acc: 0.9364\u001b[0m\n",
      "\u001b[31m32736/50834 [==================>...........] - ETA: 2s - loss: 0.2964 - acc: 0.9375\u001b[0m\n",
      "\u001b[31m33728/50834 [==================>...........] - ETA: 2s - loss: 0.2922 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m34720/50834 [===================>..........] - ETA: 1s - loss: 0.2874 - acc: 0.9399\u001b[0m\n",
      "\u001b[31m35712/50834 [====================>.........] - ETA: 1s - loss: 0.2832 - acc: 0.9407\u001b[0m\n",
      "\u001b[31m36704/50834 [====================>.........] - ETA: 1s - loss: 0.2773 - acc: 0.9419\u001b[0m\n",
      "\u001b[31m37696/50834 [=====================>........] - ETA: 1s - loss: 0.2735 - acc: 0.9426\u001b[0m\n",
      "\u001b[31m38688/50834 [=====================>........] - ETA: 1s - loss: 0.2700 - acc: 0.9434\u001b[0m\n",
      "\u001b[31m39680/50834 [======================>.......] - ETA: 1s - loss: 0.2665 - acc: 0.9442\u001b[0m\n",
      "\u001b[31m40672/50834 [=======================>......] - ETA: 1s - loss: 0.2626 - acc: 0.9449\u001b[0m\n",
      "\u001b[31m41664/50834 [=======================>......] - ETA: 1s - loss: 0.2602 - acc: 0.9455\u001b[0m\n",
      "\u001b[31m42688/50834 [========================>.....] - ETA: 0s - loss: 0.2563 - acc: 0.9463\u001b[0m\n",
      "\u001b[31m43680/50834 [========================>.....] - ETA: 0s - loss: 0.2523 - acc: 0.9471\u001b[0m\n",
      "\u001b[31m44672/50834 [=========================>....] - ETA: 0s - loss: 0.2489 - acc: 0.9479\u001b[0m\n",
      "\u001b[31m45664/50834 [=========================>....] - ETA: 0s - loss: 0.2467 - acc: 0.9485\u001b[0m\n",
      "\u001b[31m46656/50834 [==========================>...] - ETA: 0s - loss: 0.2439 - acc: 0.9492\u001b[0m\n",
      "\u001b[31m47648/50834 [===========================>..] - ETA: 0s - loss: 0.2408 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m48640/50834 [===========================>..] - ETA: 0s - loss: 0.2383 - acc: 0.9504\u001b[0m\n",
      "\u001b[31m49568/50834 [============================>.] - ETA: 0s - loss: 0.2357 - acc: 0.9509\u001b[0m\n",
      "\u001b[31m50560/50834 [============================>.] - ETA: 0s - loss: 0.2332 - acc: 0.9516\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 100us/step - loss: 0.2325 - acc: 0.9518\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:06:13 - loss: 0.6932 - acc: 0.4688\n",
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      "\u001b[31m10912/50834 [=====>........................] - ETA: 11s - loss: 0.5033 - acc: 0.8882\u001b[0m\n",
      "\u001b[31m11872/50834 [======>.......................] - ETA: 10s - loss: 0.4833 - acc: 0.8926\u001b[0m\n",
      "\u001b[31m12864/50834 [======>.......................] - ETA: 9s - loss: 0.4643 - acc: 0.8966 \u001b[0m\n",
      "\u001b[31m13856/50834 [=======>......................] - ETA: 8s - loss: 0.4448 - acc: 0.9013\u001b[0m\n",
      "\u001b[31m14848/50834 [=======>......................] - ETA: 7s - loss: 0.4268 - acc: 0.9050\u001b[0m\n",
      "\u001b[31m15840/50834 [========>.....................] - ETA: 7s - loss: 0.4120 - acc: 0.9081\u001b[0m\n",
      "\u001b[31m16832/50834 [========>.....................] - ETA: 6s - loss: 0.3999 - acc: 0.9100\u001b[0m\n",
      "\u001b[31m17824/50834 [=========>....................] - ETA: 6s - loss: 0.3863 - acc: 0.9125\u001b[0m\n",
      "\u001b[31m18816/50834 [==========>...................] - ETA: 5s - loss: 0.3753 - acc: 0.9149\u001b[0m\n",
      "\u001b[31m19840/50834 [==========>...................] - ETA: 5s - loss: 0.3625 - acc: 0.9179\u001b[0m\n",
      "\u001b[31m20832/50834 [===========>..................] - ETA: 5s - loss: 0.3520 - acc: 0.9203\u001b[0m\n",
      "\u001b[31m21824/50834 [===========>..................] - ETA: 4s - loss: 0.3435 - acc: 0.9221\u001b[0m\n",
      "\u001b[31m22816/50834 [============>.................] - ETA: 4s - loss: 0.3336 - acc: 0.9243\u001b[0m\n",
      "\u001b[31m23808/50834 [=============>................] - ETA: 4s - loss: 0.3261 - acc: 0.9261\u001b[0m\n",
      "\u001b[31m24800/50834 [=============>................] - ETA: 3s - loss: 0.3184 - acc: 0.9279\u001b[0m\n",
      "\u001b[31m25792/50834 [==============>...............] - ETA: 3s - loss: 0.3113 - acc: 0.9298\u001b[0m\n",
      "\u001b[31m26784/50834 [==============>...............] - ETA: 3s - loss: 0.3040 - acc: 0.9316\u001b[0m\n",
      "\u001b[31m27776/50834 [===============>..............] - ETA: 3s - loss: 0.2998 - acc: 0.9329\u001b[0m\n",
      "\u001b[31m28672/50834 [===============>..............] - ETA: 3s - loss: 0.2947 - acc: 0.9340\u001b[0m\n",
      "\u001b[31m29600/50834 [================>.............] - ETA: 2s - loss: 0.2886 - acc: 0.9354\u001b[0m\n",
      "\u001b[31m30528/50834 [=================>............] - ETA: 2s - loss: 0.2839 - acc: 0.9365\u001b[0m\n",
      "\u001b[31m31520/50834 [=================>............] - ETA: 2s - loss: 0.2793 - acc: 0.9374\u001b[0m\n",
      "\u001b[31m32512/50834 [==================>...........] - ETA: 2s - loss: 0.2736 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m33504/50834 [==================>...........] - ETA: 2s - loss: 0.2682 - acc: 0.9400\u001b[0m\n",
      "\u001b[31m34496/50834 [===================>..........] - ETA: 2s - loss: 0.2644 - acc: 0.9410\u001b[0m\n",
      "\u001b[31m35488/50834 [===================>..........] - ETA: 1s - loss: 0.2617 - acc: 0.9417\u001b[0m\n",
      "\u001b[31m36480/50834 [====================>.........] - ETA: 1s - loss: 0.2579 - acc: 0.9427\u001b[0m\n",
      "\u001b[31m37472/50834 [=====================>........] - ETA: 1s - loss: 0.2528 - acc: 0.9437\u001b[0m\n",
      "\u001b[31m38464/50834 [=====================>........] - ETA: 1s - loss: 0.2508 - acc: 0.9444\u001b[0m\n",
      "\u001b[31m39456/50834 [======================>.......] - ETA: 1s - loss: 0.2479 - acc: 0.9452\u001b[0m\n",
      "\u001b[31m40448/50834 [======================>.......] - ETA: 1s - loss: 0.2445 - acc: 0.9460\u001b[0m\n",
      "\u001b[31m41440/50834 [=======================>......] - ETA: 1s - loss: 0.2416 - acc: 0.9467\u001b[0m\n",
      "\u001b[31m42432/50834 [========================>.....] - ETA: 0s - loss: 0.2391 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m43392/50834 [========================>.....] - ETA: 0s - loss: 0.2363 - acc: 0.9482\u001b[0m\n",
      "\u001b[31m44384/50834 [=========================>....] - ETA: 0s - loss: 0.2338 - acc: 0.9488\u001b[0m\n",
      "\u001b[31m45376/50834 [=========================>....] - ETA: 0s - loss: 0.2307 - acc: 0.9496\u001b[0m\n",
      "\u001b[31m46368/50834 [==========================>...] - ETA: 0s - loss: 0.2284 - acc: 0.9501\u001b[0m\n",
      "\u001b[31m47360/50834 [==========================>...] - ETA: 0s - loss: 0.2270 - acc: 0.9505\u001b[0m\n",
      "\u001b[31m48352/50834 [===========================>..] - ETA: 0s - loss: 0.2248 - acc: 0.9508\u001b[0m\n",
      "\u001b[31m49344/50834 [============================>.] - ETA: 0s - loss: 0.2228 - acc: 0.9514\u001b[0m\n",
      "\u001b[31m50304/50834 [============================>.] - ETA: 0s - loss: 0.2209 - acc: 0.9518\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 101us/step - loss: 0.2197 - acc: 0.9521\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:07:11 - loss: 0.6931 - acc: 0.6562\n",
      "  992/50834 [..............................] - ETA: 2:10 - loss: 0.6912 - acc: 0.5655   \n",
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      " 2976/50834 [>.............................] - ETA: 43s - loss: 0.6766 - acc: 0.7695 \n",
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      " 8896/50834 [====>.........................] - ETA: 14s - loss: 0.5608 - acc: 0.8667\n",
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      "\u001b[31m10848/50834 [=====>........................] - ETA: 11s - loss: 0.5173 - acc: 0.8791\u001b[0m\n",
      "\u001b[31m11840/50834 [=====>........................] - ETA: 10s - loss: 0.4991 - acc: 0.8836\u001b[0m\n",
      "\u001b[31m12832/50834 [======>.......................] - ETA: 9s - loss: 0.4797 - acc: 0.8891 \u001b[0m\n",
      "\u001b[31m13824/50834 [=======>......................] - ETA: 8s - loss: 0.4604 - acc: 0.8950\u001b[0m\n",
      "\u001b[31m14816/50834 [=======>......................] - ETA: 8s - loss: 0.4436 - acc: 0.8994\u001b[0m\n",
      "\u001b[31m15808/50834 [========>.....................] - ETA: 7s - loss: 0.4269 - acc: 0.9034\u001b[0m\n",
      "\u001b[31m16800/50834 [========>.....................] - ETA: 6s - loss: 0.4128 - acc: 0.9064\u001b[0m\n",
      "\u001b[31m17792/50834 [=========>....................] - ETA: 6s - loss: 0.3984 - acc: 0.9100\u001b[0m\n",
      "\u001b[31m18784/50834 [==========>...................] - ETA: 5s - loss: 0.3853 - acc: 0.9128\u001b[0m\n",
      "\u001b[31m19776/50834 [==========>...................] - ETA: 5s - loss: 0.3727 - acc: 0.9156\u001b[0m\n",
      "\u001b[31m20768/50834 [===========>..................] - ETA: 5s - loss: 0.3622 - acc: 0.9178\u001b[0m\n",
      "\u001b[31m21760/50834 [===========>..................] - ETA: 4s - loss: 0.3541 - acc: 0.9195\u001b[0m\n",
      "\u001b[31m22752/50834 [============>.................] - ETA: 4s - loss: 0.3444 - acc: 0.9215\u001b[0m\n",
      "\u001b[31m23744/50834 [=============>................] - ETA: 4s - loss: 0.3347 - acc: 0.9237\u001b[0m\n",
      "\u001b[31m24736/50834 [=============>................] - ETA: 4s - loss: 0.3258 - acc: 0.9257\u001b[0m\n",
      "\u001b[31m25728/50834 [==============>...............] - ETA: 3s - loss: 0.3180 - acc: 0.9275\u001b[0m\n",
      "\u001b[31m26720/50834 [==============>...............] - ETA: 3s - loss: 0.3100 - acc: 0.9292\u001b[0m\n",
      "\u001b[31m27712/50834 [===============>..............] - ETA: 3s - loss: 0.3037 - acc: 0.9307\u001b[0m\n",
      "\u001b[31m28704/50834 [===============>..............] - ETA: 3s - loss: 0.2962 - acc: 0.9326\u001b[0m\n",
      "\u001b[31m29696/50834 [================>.............] - ETA: 2s - loss: 0.2902 - acc: 0.9338\u001b[0m\n",
      "\u001b[31m30688/50834 [=================>............] - ETA: 2s - loss: 0.2857 - acc: 0.9349\u001b[0m\n",
      "\u001b[31m31680/50834 [=================>............] - ETA: 2s - loss: 0.2811 - acc: 0.9359\u001b[0m\n",
      "\u001b[31m32672/50834 [==================>...........] - ETA: 2s - loss: 0.2759 - acc: 0.9372\u001b[0m\n",
      "\u001b[31m33664/50834 [==================>...........] - ETA: 2s - loss: 0.2708 - acc: 0.9385\u001b[0m\n",
      "\u001b[31m34624/50834 [===================>..........] - ETA: 2s - loss: 0.2680 - acc: 0.9395\u001b[0m\n",
      "\u001b[31m35616/50834 [====================>.........] - ETA: 1s - loss: 0.2649 - acc: 0.9404\u001b[0m\n",
      "\u001b[31m36608/50834 [====================>.........] - ETA: 1s - loss: 0.2595 - acc: 0.9416\u001b[0m\n",
      "\u001b[31m37600/50834 [=====================>........] - ETA: 1s - loss: 0.2548 - acc: 0.9426\u001b[0m\n",
      "\u001b[31m38592/50834 [=====================>........] - ETA: 1s - loss: 0.2506 - acc: 0.9434\u001b[0m\n",
      "\u001b[31m39584/50834 [======================>.......] - ETA: 1s - loss: 0.2467 - acc: 0.9443\u001b[0m\n",
      "\u001b[31m40576/50834 [======================>.......] - ETA: 1s - loss: 0.2433 - acc: 0.9451\u001b[0m\n",
      "\u001b[31m41568/50834 [=======================>......] - ETA: 1s - loss: 0.2407 - acc: 0.9458\u001b[0m\n",
      "\u001b[31m42560/50834 [========================>.....] - ETA: 0s - loss: 0.2373 - acc: 0.9466\u001b[0m\n",
      "\u001b[31m43552/50834 [========================>.....] - ETA: 0s - loss: 0.2344 - acc: 0.9474\u001b[0m\n",
      "\u001b[31m44544/50834 [=========================>....] - ETA: 0s - loss: 0.2313 - acc: 0.9481\u001b[0m\n",
      "\u001b[31m45536/50834 [=========================>....] - ETA: 0s - loss: 0.2283 - acc: 0.9487\u001b[0m\n",
      "\u001b[31m46528/50834 [==========================>...] - ETA: 0s - loss: 0.2257 - acc: 0.9493\u001b[0m\n",
      "\u001b[31m47520/50834 [===========================>..] - ETA: 0s - loss: 0.2241 - acc: 0.9499\u001b[0m\n",
      "\u001b[31m48512/50834 [===========================>..] - ETA: 0s - loss: 0.2214 - acc: 0.9505\u001b[0m\n",
      "\u001b[31m49472/50834 [============================>.] - ETA: 0s - loss: 0.2184 - acc: 0.9513\u001b[0m\n",
      "\u001b[31m50464/50834 [============================>.] - ETA: 0s - loss: 0.2170 - acc: 0.9518\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 101us/step - loss: 0.2167 - acc: 0.9519\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:07:29 - loss: 0.6931 - acc: 0.6875\n",
      "  992/50834 [..............................] - ETA: 2:10 - loss: 0.6911 - acc: 0.5675   \n",
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      " 2976/50834 [>.............................] - ETA: 43s - loss: 0.6737 - acc: 0.8091 \n",
      " 3968/50834 [=>............................] - ETA: 32s - loss: 0.6587 - acc: 0.8397\n",
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      " 8832/50834 [====>.........................] - ETA: 14s - loss: 0.5430 - acc: 0.8910\n",
      " 9792/50834 [====>.........................] - ETA: 12s - loss: 0.5186 - acc: 0.8954\u001b[0m\n",
      "\u001b[31m10784/50834 [=====>........................] - ETA: 11s - loss: 0.4946 - acc: 0.9000\u001b[0m\n",
      "\u001b[31m11776/50834 [=====>........................] - ETA: 10s - loss: 0.4725 - acc: 0.9035\u001b[0m\n",
      "\u001b[31m12768/50834 [======>.......................] - ETA: 9s - loss: 0.4519 - acc: 0.9069 \u001b[0m\n",
      "\u001b[31m13760/50834 [=======>......................] - ETA: 8s - loss: 0.4337 - acc: 0.9100\u001b[0m\n",
      "\u001b[31m14752/50834 [=======>......................] - ETA: 8s - loss: 0.4165 - acc: 0.9128\u001b[0m\n",
      "\u001b[31m15744/50834 [========>.....................] - ETA: 7s - loss: 0.4005 - acc: 0.9161\u001b[0m\n",
      "\u001b[31m16736/50834 [========>.....................] - ETA: 6s - loss: 0.3857 - acc: 0.9187\u001b[0m\n",
      "\u001b[31m17696/50834 [=========>....................] - ETA: 6s - loss: 0.3712 - acc: 0.9214\u001b[0m\n",
      "\u001b[31m18688/50834 [==========>...................] - ETA: 6s - loss: 0.3576 - acc: 0.9242\u001b[0m\n",
      "\u001b[31m19680/50834 [==========>...................] - ETA: 5s - loss: 0.3476 - acc: 0.9260\u001b[0m\n",
      "\u001b[31m20672/50834 [===========>..................] - ETA: 5s - loss: 0.3363 - acc: 0.9282\u001b[0m\n",
      "\u001b[31m21664/50834 [===========>..................] - ETA: 4s - loss: 0.3266 - acc: 0.9304\u001b[0m\n",
      "\u001b[31m22656/50834 [============>.................] - ETA: 4s - loss: 0.3191 - acc: 0.9317\u001b[0m\n",
      "\u001b[31m23648/50834 [============>.................] - ETA: 4s - loss: 0.3123 - acc: 0.9332\u001b[0m\n",
      "\u001b[31m24608/50834 [=============>................] - ETA: 4s - loss: 0.3061 - acc: 0.9344\u001b[0m\n",
      "\u001b[31m25600/50834 [==============>...............] - ETA: 3s - loss: 0.2973 - acc: 0.9362\u001b[0m\n",
      "\u001b[31m26592/50834 [==============>...............] - ETA: 3s - loss: 0.2920 - acc: 0.9374\u001b[0m\n",
      "\u001b[31m27584/50834 [===============>..............] - ETA: 3s - loss: 0.2861 - acc: 0.9387\u001b[0m\n",
      "\u001b[31m28544/50834 [===============>..............] - ETA: 3s - loss: 0.2816 - acc: 0.9396\u001b[0m\n",
      "\u001b[31m29536/50834 [================>.............] - ETA: 2s - loss: 0.2764 - acc: 0.9407\u001b[0m\n",
      "\u001b[31m30528/50834 [=================>............] - ETA: 2s - loss: 0.2708 - acc: 0.9417\u001b[0m\n",
      "\u001b[31m31520/50834 [=================>............] - ETA: 2s - loss: 0.2659 - acc: 0.9429\u001b[0m\n",
      "\u001b[31m32512/50834 [==================>...........] - ETA: 2s - loss: 0.2607 - acc: 0.9441\u001b[0m\n",
      "\u001b[31m33504/50834 [==================>...........] - ETA: 2s - loss: 0.2572 - acc: 0.9449\u001b[0m\n",
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      "\u001b[31m44352/50834 [=========================>....] - ETA: 0s - loss: 0.2279 - acc: 0.9522\u001b[0m\n",
      "\u001b[31m45344/50834 [=========================>....] - ETA: 0s - loss: 0.2265 - acc: 0.9526\u001b[0m\n",
      "\u001b[31m46336/50834 [==========================>...] - ETA: 0s - loss: 0.2236 - acc: 0.9532\u001b[0m\n",
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      "\u001b[31m48288/50834 [===========================>..] - ETA: 0s - loss: 0.2193 - acc: 0.9543\u001b[0m\n",
      "\u001b[31m49280/50834 [============================>.] - ETA: 0s - loss: 0.2174 - acc: 0.9547\u001b[0m\n",
      "\u001b[31m50272/50834 [============================>.] - ETA: 0s - loss: 0.2156 - acc: 0.9552\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 102us/step - loss: 0.2143 - acc: 0.9554\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:09:01 - loss: 0.6932 - acc: 0.5000\n",
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      "\u001b[31m10848/50834 [=====>........................] - ETA: 11s - loss: 0.5196 - acc: 0.8647\u001b[0m\n",
      "\u001b[31m11840/50834 [=====>........................] - ETA: 10s - loss: 0.4984 - acc: 0.8714\u001b[0m\n",
      "\u001b[31m12832/50834 [======>.......................] - ETA: 9s - loss: 0.4813 - acc: 0.8763 \u001b[0m\n",
      "\u001b[31m13792/50834 [=======>......................] - ETA: 8s - loss: 0.4632 - acc: 0.8818\u001b[0m\n",
      "\u001b[31m14784/50834 [=======>......................] - ETA: 8s - loss: 0.4465 - acc: 0.8866\u001b[0m\n",
      "\u001b[31m15776/50834 [========>.....................] - ETA: 7s - loss: 0.4303 - acc: 0.8910\u001b[0m\n",
      "\u001b[31m16768/50834 [========>.....................] - ETA: 7s - loss: 0.4161 - acc: 0.8949\u001b[0m\n",
      "\u001b[31m17760/50834 [=========>....................] - ETA: 6s - loss: 0.4010 - acc: 0.8986\u001b[0m\n",
      "\u001b[31m18720/50834 [==========>...................] - ETA: 6s - loss: 0.3893 - acc: 0.9021\u001b[0m\n",
      "\u001b[31m19712/50834 [==========>...................] - ETA: 5s - loss: 0.3776 - acc: 0.9049\u001b[0m\n",
      "\u001b[31m20672/50834 [===========>..................] - ETA: 5s - loss: 0.3678 - acc: 0.9076\u001b[0m\n",
      "\u001b[31m21664/50834 [===========>..................] - ETA: 5s - loss: 0.3602 - acc: 0.9100\u001b[0m\n",
      "\u001b[31m22656/50834 [============>.................] - ETA: 4s - loss: 0.3501 - acc: 0.9127\u001b[0m\n",
      "\u001b[31m23648/50834 [============>.................] - ETA: 4s - loss: 0.3404 - acc: 0.9150\u001b[0m\n",
      "\u001b[31m24640/50834 [=============>................] - ETA: 4s - loss: 0.3312 - acc: 0.9170\u001b[0m\n",
      "\u001b[31m25600/50834 [==============>...............] - ETA: 3s - loss: 0.3246 - acc: 0.9189\u001b[0m\n",
      "\u001b[31m26592/50834 [==============>...............] - ETA: 3s - loss: 0.3160 - acc: 0.9208\u001b[0m\n",
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      "\u001b[31m29568/50834 [================>.............] - ETA: 2s - loss: 0.2990 - acc: 0.9261\u001b[0m\n",
      "\u001b[31m30560/50834 [=================>............] - ETA: 2s - loss: 0.2942 - acc: 0.9277\u001b[0m\n",
      "\u001b[31m31552/50834 [=================>............] - ETA: 2s - loss: 0.2889 - acc: 0.9291\u001b[0m\n",
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      "\u001b[31m33504/50834 [==================>...........] - ETA: 2s - loss: 0.2785 - acc: 0.9319\u001b[0m\n",
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      "\u001b[31m41440/50834 [=======================>......] - ETA: 1s - loss: 0.2463 - acc: 0.9405\u001b[0m\n",
      "\u001b[31m42400/50834 [========================>.....] - ETA: 0s - loss: 0.2439 - acc: 0.9413\u001b[0m\n",
      "\u001b[31m43392/50834 [========================>.....] - ETA: 0s - loss: 0.2416 - acc: 0.9420\u001b[0m\n",
      "\u001b[31m44384/50834 [=========================>....] - ETA: 0s - loss: 0.2382 - acc: 0.9428\u001b[0m\n",
      "\u001b[31m45184/50834 [=========================>....] - ETA: 0s - loss: 0.2358 - acc: 0.9433\u001b[0m\n",
      "\u001b[31m46144/50834 [==========================>...] - ETA: 0s - loss: 0.2328 - acc: 0.9441\u001b[0m\n",
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      "\u001b[31m48128/50834 [===========================>..] - ETA: 0s - loss: 0.2263 - acc: 0.9458\u001b[0m\n",
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      "\u001b[31m50112/50834 [============================>.] - ETA: 0s - loss: 0.2213 - acc: 0.9472\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 103us/step - loss: 0.2199 - acc: 0.9477\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:10:03 - loss: 0.6932 - acc: 0.5625\n",
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      "\u001b[31m 6912/50834 [===>..........................] - ETA: 19s - loss: 0.6214 - acc: 0.8786\n",
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      "\u001b[31m11776/50834 [=====>........................] - ETA: 10s - loss: 0.5097 - acc: 0.9047\u001b[0m\n",
      "\u001b[31m12768/50834 [======>.......................] - ETA: 9s - loss: 0.4897 - acc: 0.9075 \u001b[0m\n",
      "\u001b[31m13728/50834 [=======>......................] - ETA: 9s - loss: 0.4718 - acc: 0.9096\u001b[0m\n",
      "\u001b[31m14720/50834 [=======>......................] - ETA: 8s - loss: 0.4530 - acc: 0.9132\u001b[0m\n",
      "\u001b[31m15712/50834 [========>.....................] - ETA: 7s - loss: 0.4379 - acc: 0.9156\u001b[0m\n",
      "\u001b[31m16704/50834 [========>.....................] - ETA: 7s - loss: 0.4223 - acc: 0.9181\u001b[0m\n",
      "\u001b[31m17696/50834 [=========>....................] - ETA: 6s - loss: 0.4095 - acc: 0.9202\u001b[0m\n",
      "\u001b[31m18688/50834 [==========>...................] - ETA: 6s - loss: 0.3978 - acc: 0.9217\u001b[0m\n",
      "\u001b[31m19680/50834 [==========>...................] - ETA: 5s - loss: 0.3878 - acc: 0.9234\u001b[0m\n",
      "\u001b[31m20640/50834 [===========>..................] - ETA: 5s - loss: 0.3762 - acc: 0.9250\u001b[0m\n",
      "\u001b[31m21600/50834 [===========>..................] - ETA: 5s - loss: 0.3655 - acc: 0.9268\u001b[0m\n",
      "\u001b[31m22592/50834 [============>.................] - ETA: 4s - loss: 0.3545 - acc: 0.9286\u001b[0m\n",
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      "\u001b[31m24576/50834 [=============>................] - ETA: 4s - loss: 0.3363 - acc: 0.9321\u001b[0m\n",
      "\u001b[31m25568/50834 [==============>...............] - ETA: 3s - loss: 0.3273 - acc: 0.9337\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m26560/50834 [==============>...............] - ETA: 3s - loss: 0.3187 - acc: 0.9355\u001b[0m\n",
      "\u001b[31m27552/50834 [===============>..............] - ETA: 3s - loss: 0.3117 - acc: 0.9368\u001b[0m\n",
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      "\u001b[31m29536/50834 [================>.............] - ETA: 3s - loss: 0.2988 - acc: 0.9392\u001b[0m\n",
      "\u001b[31m30528/50834 [=================>............] - ETA: 2s - loss: 0.2957 - acc: 0.9402\u001b[0m\n",
      "\u001b[31m31520/50834 [=================>............] - ETA: 2s - loss: 0.2892 - acc: 0.9416\u001b[0m\n",
      "\u001b[31m32512/50834 [==================>...........] - ETA: 2s - loss: 0.2840 - acc: 0.9424\u001b[0m\n",
      "\u001b[31m33504/50834 [==================>...........] - ETA: 2s - loss: 0.2778 - acc: 0.9436\u001b[0m\n",
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      "\u001b[31m35488/50834 [===================>..........] - ETA: 1s - loss: 0.2683 - acc: 0.9458\u001b[0m\n",
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      "\u001b[31m38464/50834 [=====================>........] - ETA: 1s - loss: 0.2594 - acc: 0.9481\u001b[0m\n",
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      "\u001b[31m42368/50834 [========================>.....] - ETA: 0s - loss: 0.2481 - acc: 0.9508\u001b[0m\n",
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      "\u001b[31m44352/50834 [=========================>....] - ETA: 0s - loss: 0.2434 - acc: 0.9519\u001b[0m\n",
      "\u001b[31m45344/50834 [=========================>....] - ETA: 0s - loss: 0.2413 - acc: 0.9524\u001b[0m\n",
      "\u001b[31m46336/50834 [==========================>...] - ETA: 0s - loss: 0.2388 - acc: 0.9530\u001b[0m\n",
      "\u001b[31m47328/50834 [==========================>...] - ETA: 0s - loss: 0.2364 - acc: 0.9535\u001b[0m\n",
      "\u001b[31m48320/50834 [===========================>..] - ETA: 0s - loss: 0.2331 - acc: 0.9541\u001b[0m\n",
      "\u001b[31m49312/50834 [============================>.] - ETA: 0s - loss: 0.2309 - acc: 0.9545\u001b[0m\n",
      "\u001b[31m50304/50834 [============================>.] - ETA: 0s - loss: 0.2292 - acc: 0.9549\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 104us/step - loss: 0.2280 - acc: 0.9551\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   32/50834 [..............................] - ETA: 1:10:46 - loss: 0.6932 - acc: 0.2500\n",
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      "\u001b[31m 1952/50834 [>.............................] - ETA: 1:09 - loss: 0.6895 - acc: 0.7802\n",
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      "\u001b[31m11424/50834 [=====>........................] - ETA: 11s - loss: 0.5461 - acc: 0.8830\u001b[0m\n",
      "\u001b[31m12384/50834 [======>.......................] - ETA: 10s - loss: 0.5289 - acc: 0.8874\u001b[0m\n",
      "\u001b[31m13312/50834 [======>.......................] - ETA: 9s - loss: 0.5104 - acc: 0.8912 \u001b[0m\n",
      "\u001b[31m14272/50834 [=======>......................] - ETA: 8s - loss: 0.4964 - acc: 0.8942\u001b[0m\n",
      "\u001b[31m15232/50834 [=======>......................] - ETA: 8s - loss: 0.4777 - acc: 0.8987\u001b[0m\n",
      "\u001b[31m16128/50834 [========>.....................] - ETA: 7s - loss: 0.4620 - acc: 0.9009\u001b[0m\n",
      "\u001b[31m17088/50834 [=========>....................] - ETA: 7s - loss: 0.4505 - acc: 0.9036\u001b[0m\n",
      "\u001b[31m18016/50834 [=========>....................] - ETA: 6s - loss: 0.4387 - acc: 0.9059\u001b[0m\n",
      "\u001b[31m18976/50834 [==========>...................] - ETA: 6s - loss: 0.4273 - acc: 0.9085\u001b[0m\n",
      "\u001b[31m19936/50834 [==========>...................] - ETA: 5s - loss: 0.4163 - acc: 0.9102\u001b[0m\n",
      "\u001b[31m20896/50834 [===========>..................] - ETA: 5s - loss: 0.4055 - acc: 0.9123\u001b[0m\n",
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      "\u001b[31m48192/50834 [===========================>..] - ETA: 0s - loss: 0.2516 - acc: 0.9469\u001b[0m\n",
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      "\u001b[31m50080/50834 [============================>.] - ETA: 0s - loss: 0.2469 - acc: 0.9480\u001b[0m\n",
      "\u001b[31m50834/50834 [==============================] - 5s 107us/step - loss: 0.2441 - acc: 0.9486\u001b[0m\n",
      "\u001b[31mEpoch 1/1\u001b[0m\n",
      "\u001b[31m   25/56482 [..............................] - ETA: 1:44:53 - loss: 0.6932 - acc: 0.4000\n",
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      "\u001b[31m50600/56482 [=========================>....] - ETA: 0s - loss: 0.2102 - acc: 0.9538\u001b[0m\n",
      "\u001b[31m51325/56482 [==========================>...] - ETA: 0s - loss: 0.2092 - acc: 0.9541\u001b[0m\n",
      "\u001b[31m52075/56482 [==========================>...] - ETA: 0s - loss: 0.2076 - acc: 0.9544\u001b[0m\n",
      "\u001b[31m52850/56482 [===========================>..] - ETA: 0s - loss: 0.2055 - acc: 0.9549\u001b[0m\n",
      "\u001b[31m53625/56482 [===========================>..] - ETA: 0s - loss: 0.2041 - acc: 0.9552\u001b[0m\n",
      "\u001b[31m54400/56482 [===========================>..] - ETA: 0s - loss: 0.2021 - acc: 0.9557\u001b[0m\n",
      "\u001b[31m55150/56482 [============================>.] - ETA: 0s - loss: 0.2010 - acc: 0.9559\u001b[0m\n",
      "\u001b[31m55925/56482 [============================>.] - ETA: 0s - loss: 0.1991 - acc: 0.9564\u001b[0m\n",
      "\u001b[31m56482/56482 [==============================] - 7s 116us/step - loss: 0.1981 - acc: 0.9566\u001b[0m\n",
      "\u001b[31mTraining is complete.\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Job Complete =====\n",
      "Billable seconds: 560\n"
     ]
    }
   ],
   "source": [
    "account = sess.boto_session.client('sts').get_caller_identity()['Account']\n",
    "region = sess.boto_session.region_name\n",
    "image = f'{account}.dkr.ecr.{region}.amazonaws.com/{prefix}:latest'\n",
    "\n",
    "classifier = sage.estimator.Estimator(\n",
    "    image, \n",
    "    role, \n",
    "    1, \n",
    "    'ml.c4.2xlarge', \n",
    "    output_path=\"s3://{}/output\".format(sess.default_bucket()),\n",
    "    sagemaker_session=sess)\n",
    "\n",
    "classifier.fit(data_location)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Deploy the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sagemaker:Creating model with name: ann-churn-2018-05-27-18-49-07-013\n",
      "INFO:sagemaker:Creating endpoint with name ann-churn-2018-05-27-18-29-21-010\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------------------------------!"
     ]
    }
   ],
   "source": [
    "from sagemaker.predictor import csv_serializer\n",
    "predictor = classifier.deploy(1, 'ml.m4.xlarge', serializer=csv_serializer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choose some data and use it for a prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/lib/python3.6/site-packages/sklearn/utils/validation.py:475: DataConversionWarning: Data with input dtype object was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "shape=pd.read_csv(\"data/churn.csv\", header=None)\n",
    "\n",
    "import itertools\n",
    "\n",
    "a = [50*i for i in range(3)]\n",
    "b = [40+i for i in range(10)]\n",
    "indices = [i+j for i,j in itertools.product(a,b)]\n",
    "\n",
    "test_data=shape.iloc[indices[:-1]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.027434496\n",
      "0.37452298\n",
      "0.025588198\n",
      "0.026960442\n",
      "0.03179186\n",
      "0.04434355\n",
      "0.0278371\n",
      "1.0\n",
      "0.11551658\n",
      "1.0\n",
      "0.026616087\n",
      "0.032466426\n",
      "0.026545195\n",
      "1.0\n",
      "0.02555298\n",
      "0.049248382\n",
      "0.032999154\n",
      "1.0\n",
      "1.0\n",
      "0.029439388\n",
      "1.0\n",
      "0.9999908\n",
      "0.036826607\n",
      "1.0\n",
      "0.026471052\n",
      "0.03185896\n",
      "0.037169527\n",
      "1.0\n",
      "1.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# # dict_test = {col: [val] for col, val in zip(dataset.columns, X_test[1])}\n",
    "# # dict_test = pd.DataFrame.from_dict(dict_test, orient = 'index')\n",
    "# # s = pd.Series(dict_test, name = 'test')\n",
    "# df = pd.DataFrame(X_test[1])\n",
    "print(predictor.predict(test_data.values).decode('utf-8'))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optional cleanup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sagemaker:Deleting endpoint with name: ann-churn-2018-05-27-18-29-21-010\n"
     ]
    }
   ],
   "source": [
    "sess.delete_endpoint(predictor.endpoint)"
   ]
  }
 ],
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