Glasses_TensorFlow_Classifier1.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Glasses_TensorFlow_Classifier1.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/ZackPashkin/tensorflow_glasses_classifier_plus_tflite/blob/master/Glasses_TensorFlow_Classifier1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "nwvndECNkiXH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 139
        },
        "outputId": "fc8f0f93-d727-4e5b-cda2-a656cbd741d0"
      },
      "cell_type": "code",
      "source": [
        "!git clone https://github.com/ZackPashkin/tensorflow_glasses_classifier_plus_tflite"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'tensorflow_glasses_classifier_plus_tflite'...\n",
            "remote: Enumerating objects: 39, done.\u001b[K\n",
            "remote: Counting objects:   2% (1/39)   \u001b[K\rremote: Counting objects:   5% (2/39)   \u001b[K\rremote: Counting objects:   7% (3/39)   \u001b[K\rremote: Counting objects:  10% (4/39)   \u001b[K\rremote: Counting objects:  12% (5/39)   \u001b[K\rremote: Counting objects:  15% (6/39)   \u001b[K\rremote: Counting objects:  17% (7/39)   \u001b[K\rremote: Counting objects:  20% (8/39)   \u001b[K\rremote: Counting objects:  23% (9/39)   \u001b[K\rremote: Counting objects:  25% (10/39)   \u001b[K\rremote: Counting objects:  28% (11/39)   \u001b[K\rremote: Counting objects:  30% (12/39)   \u001b[K\rremote: Counting objects:  33% (13/39)   \u001b[K\rremote: Counting objects:  35% (14/39)   \u001b[K\rremote: Counting objects:  38% (15/39)   \u001b[K\rremote: Counting objects:  41% (16/39)   \u001b[K\rremote: Counting objects:  43% (17/39)   \u001b[K\rremote: Counting objects:  46% (18/39)   \u001b[K\rremote: Counting objects:  48% (19/39)   \u001b[K\rremote: Counting objects:  51% (20/39)   \u001b[K\rremote: Counting objects:  53% (21/39)   \u001b[K\rremote: Counting objects:  56% (22/39)   \u001b[K\rremote: Counting objects:  58% (23/39)   \u001b[K\rremote: Counting objects:  61% (24/39)   \u001b[K\rremote: Counting objects:  64% (25/39)   \u001b[K\rremote: Counting objects:  66% (26/39)   \u001b[K\rremote: Counting objects:  69% (27/39)   \u001b[K\rremote: Counting objects:  71% (28/39)   \u001b[K\rremote: Counting objects:  74% (29/39)   \u001b[K\rremote: Counting objects:  76% (30/39)   \u001b[K\rremote: Counting objects:  79% (31/39)   \u001b[K\rremote: Counting objects:  82% (32/39)   \u001b[K\rremote: Counting objects:  84% (33/39)   \u001b[K\rremote: Counting objects:  87% (34/39)   \u001b[K\rremote: Counting objects:  89% (35/39)   \u001b[K\rremote: Counting objects:  92% (36/39)   \u001b[K\rremote: Counting objects:  94% (37/39)   \u001b[K\rremote: Counting objects:  97% (38/39)   \u001b[K\rremote: Counting objects: 100% (39/39)   \u001b[K\rremote: Counting objects: 100% (39/39), done.\u001b[K\n",
            "remote: Compressing objects: 100% (14/14), done.\u001b[K\n",
            "remote: Total 2035 (delta 30), reused 24 (delta 23), pack-reused 1996\u001b[K\n",
            "Receiving objects: 100% (2035/2035), 87.34 MiB | 41.38 MiB/s, done.\n",
            "Resolving deltas: 100% (829/829), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "S2GYiStUkxCP",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#extract and move images to dataset directory\n",
        "!unzip -qq tensorflow_glasses_classifier_plus_tflite/with_glasses.zip\n",
        "!unzip -qq tensorflow_glasses_classifier_plus_tflite/without_glasses.zip\n",
        "!mkdir tensorflow_glasses_classifier_plus_tflite/tf_files/dataset\n",
        "!mv with_glasses tensorflow_glasses_classifier_plus_tflite/tf_files/dataset\n",
        "!mv without_glasses tensorflow_glasses_classifier_plus_tflite/tf_files/dataset"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "ocx0vHc_llcv",
        "colab_type": "code",
        "outputId": "fc515728-df33-438a-9490-7b91629479f3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 39433
        }
      },
      "cell_type": "code",
      "source": [
        "# MobileNet is available 0.25; 0,5; 0.75 and 1.0\n",
        "# Image size can be 128 or 224\n",
        "!python -m tensorflow-for-poets-2.scripts.retrain \\\n",
        "  --bottleneck_dir=tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks \\\n",
        "  --how_many_training_steps=15000 \\\n",
        "  --model_dir=tensorflow_glasses_classifier_plus_tflite/tf_files/models/ \\\n",
        "  --summaries_dir=tensorflow_glasses_classifier_plus_tflite/tf_files/training_summaries/\"mobilenet_0.25_224\" \\\n",
        "  --output_graph=tensorflow_glasses_classifier_plus_tflite/tf_files/retrained_graph.pb \\\n",
        "  --output_labels=tensorflow_glasses_classifier_plus_tflite/tf_files/retrained_labels.txt \\\n",
        "  --architecture=\"mobilenet_0.25_224\" \\\n",
        "  --image_dir=tensorflow_glasses_classifier_plus_tflite/tf_files/dataset"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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mobilenet_v1_0.25_224_frozen.tgz 95.6%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 95.9%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 96.2%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 96.6%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 96.9%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 97.2%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 97.5%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 97.8%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 98.1%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 98.4%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 98.7%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 99.1%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 99.4%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 99.7%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 100.0%\r>> Downloading mobilenet_v1_0.25_224_frozen.tgz 100.3%\n",
            "--- Logging error ---\n",
            "Traceback (most recent call last):\n",
            "  File \"/usr/lib/python3.6/logging/__init__.py\", line 994, in emit\n",
            "    msg = self.format(record)\n",
            "  File \"/usr/lib/python3.6/logging/__init__.py\", line 840, in format\n",
            "    return fmt.format(record)\n",
            "  File \"/usr/lib/python3.6/logging/__init__.py\", line 577, in format\n",
            "    record.message = record.getMessage()\n",
            "  File \"/usr/lib/python3.6/logging/__init__.py\", line 338, in getMessage\n",
            "    msg = msg % self.args\n",
            "TypeError: not all arguments converted during string formatting\n",
            "Call stack:\n",
            "  File \"/usr/lib/python3.6/runpy.py\", line 193, in _run_module_as_main\n",
            "    \"__main__\", mod_spec)\n",
            "  File \"/usr/lib/python3.6/runpy.py\", line 85, in _run_code\n",
            "    exec(code, run_globals)\n",
            "  File \"/content/tensorflow-for-poets-2/scripts/retrain.py\", line 1326, in <module>\n",
            "    tf.app.run(main=main, argv=[sys.argv[0]] + unparsed)\n",
            "  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/platform/app.py\", line 125, in run\n",
            "    _sys.exit(main(argv))\n",
            "  File \"/content/tensorflow-for-poets-2/scripts/retrain.py\", line 982, in main\n",
            "    maybe_download_and_extract(model_info['data_url'])\n",
            "  File \"/content/tensorflow-for-poets-2/scripts/retrain.py\", line 339, in maybe_download_and_extract\n",
            "    'bytes.')\n",
            "  File \"/usr/local/lib/python3.6/dist-packages/tensorflow/python/platform/tf_logging.py\", line 115, in info\n",
            "    _get_logger().info(msg, *args, **kwargs)\n",
            "Message: 'Successfully downloaded'\n",
            "Arguments: ('mobilenet_v1_0.25_224_frozen.tgz', 2621521, 'bytes.')\n",
            "WARNING:tensorflow:From /content/tensorflow-for-poets-2/scripts/retrain.py:274: FastGFile.__init__ (from tensorflow.python.platform.gfile) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.gfile.GFile.\n",
            "INFO:tensorflow:Looking for images in 'with_glasses'\n",
            "INFO:tensorflow:Looking for images in 'without_glasses'\n",
            "2018-12-10 01:10:54.461497: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:964] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2018-12-10 01:10:54.462015: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432] Found device 0 with properties: \n",
            "name: Tesla K80 major: 3 minor: 7 memoryClockRate(GHz): 0.8235\n",
            "pciBusID: 0000:00:04.0\n",
            "totalMemory: 11.17GiB freeMemory: 11.10GiB\n",
            "2018-12-10 01:10:54.462084: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0\n",
            "2018-12-10 01:10:54.909387: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
            "2018-12-10 01:10:54.909450: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988]      0 \n",
            "2018-12-10 01:10:54.909486: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0:   N \n",
            "2018-12-10 01:10:54.909843: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
            "2018-12-10 01:10:54.909911: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10758 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:04.0, compute capability: 3.7)\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/11517220272461-Pepe-Jeans-Unisex-Square-Sunglasses-PJ7307-3121517220272373-1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/ccf77a13ca9bd7e448c354c6816507f4.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/62-copy-1024x1024.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000676.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Smart_Eyeglasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/0aab948b482d9a3afe7d93fb167b64de.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/2017+Jensen+Eyewear_JN8017+C2.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/seo-statement-pg-w-desktop.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/vpavic_171204_2182_0072.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/116631183-56a0834c5f9b58eba4b12d03.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Luxury-Aviator-Sunglasses-Women-Men-Brand-Designer-Reflective-Mirror-Sunglass-Female-Male-Lady-Sun-Glasses-Vintage-1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/best-men-sunglasses-trends.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/2018-cat-eyespectacle-frame-glasses-frame.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/78fcc694c38031a6f6ec8722daa7a0ee.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/bef5e818dc7b3bf0b460c14c80c31238.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/6.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/aaobrandpageimage_XXL.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/slider_passion_750.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/mens-sunglasses-April-2016.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Newly-Fashion-Trends-Eye-Glasses-for-Guys.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/wholesale-rivet-women-optical-glasses-frame.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/man-with-glasses-smiling-looking-into-distance.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/s-l1000.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000202.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/children.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/vari_carousel1_2048x2048.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/15.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Woman-wearing-round-rimless-glasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/shutterstock_722234899.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Progressive_lenses_Homepage_Rodenstock_desktop.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/737x369_0.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/12.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/8.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/glasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/27864-1-studentdiscount-737x369.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/1r.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/LandingMedium_0000_CDP_Romy-Crepuscule.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/seo-vintage-pg-m-desktop.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/clear-lens-cat-eye-glasses-frame-women-fashion.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/sergeybringlass.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000093.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Glasses_Brands_Frames_640x320_SVP.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/TM66J23ITOR_M_1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/16.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/0.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/specs.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/mens-eyeglasses-tile2.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/woman.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/13.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/buy-_africa_18_large.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/square-glasses-round-face.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/woman-glasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/unique-eyeglass-frames-main1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/27864-1_teens_767x737.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/7.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Stone-header-image-resized.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/137693029-56a083473df78cafdaa256f8.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/18.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/movies-tiny-sunglasses-trend-11.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/VEW-1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/QUANTUM_2017_03_OSKAR_338-1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/three_tile_homepage_c-md.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/14.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/sm9907aat2x.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/10-Best-Sunglasses-for-Women.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000575.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/main_2add471e-c08e-4a8d-94dc-c2fa8b7d5ba1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Vietnam-era_GI_glasses,_1969-1970.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/a39dd4cbc5874a70031c3ddd74711389--david-duchovny-hot-dudes.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/sunglasses-hp-gq-30may18_getty_b.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/maxresdefault.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/001559.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/costa-mens-polarized-sunglasses-angler.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Titanium_Twitter.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/4.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/edison 1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/superdry-women-764x555.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/men.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/shauna-fashion-women-round-glasses-frame.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/bigstock-Portrait-of-a-beautiful-young--38857861.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/5.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/9.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000053.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/womens-combination-frame.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/EP1_01_eyewear_landing.jpg.scale.624.high.santos-de-cartier-sunglasses-metal.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Choosing-the-perfect-glasses-frame-1280x720.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000144.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000373.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/01_take_abuse_eyeglasses_PeopleImages.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/dewerf-vy-020-700x700.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/GP_KU-1024x650.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000193.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/2.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/1db1ca5585198900a579d2b082703452--funky-glasses-pretty-girls-with-glasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/01-secrets-eye-doctor-sunglasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/williampainterFINALS.1.16.18_WR-5843_2048x.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Portrait_Gandhi.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/navbar_glasses_men.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/LIND-NOW.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:100 bottleneck files created.\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000705.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/williampainterFINALS.1.16.18_WR-5467_2048x.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/women-eyeglasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/mark-zuckerberg-sunglasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/women-optical.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/11.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/VP2_eyewear_women_panthere.jpg.scale.624.medium.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/19.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/5086ed30298f661506e0131ba724991c--glasses-for-men-oakley-sunglasses.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/10.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/1848x900-ALL-OPTICAL_1440x.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/mensFrames.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/17.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/luxottican_0.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000310.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/seo-details-pg-m-desktop.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000102.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Mo+eyewear.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/brand_wrangler_mobile.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/3.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/04_box.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Classic-Sunglasses-for-Men-banner.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/1900042_bigsix_vytt8_48-21-140_person3_3.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/Chinese_woman_with_glasses_and_white_shirt.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/pm2335aat2x.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/workspace-progressives-md.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/000675.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/with_glasses/14-stylish-sunglasses-women-can-buy-for-under-100.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000092.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000050.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000105.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000035.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000077.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000017.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000064.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000134.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000076.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000123.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000128.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000029.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000038.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000034.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000025.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000023.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000024.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/6.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000117.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000051.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000001.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000083.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000040.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000121.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000131.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000049.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000116.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000006.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000026.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000094.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000075.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000129.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000115.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/15.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000124.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000081.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000082.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000104.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/12.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/8.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000119.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000030.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000135.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/11.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000132.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000107.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000021.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000010.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000089.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000114.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000018.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000085.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000056.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000096.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000048.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/19.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000022.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000005.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000074.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000101.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000055.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/16.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/0.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000067.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000047.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000106.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000070.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000060.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000031.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000013.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/13.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000111.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:200 bottleneck files created.\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000125.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000042.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000078.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000009.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000112.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/17.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/7.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000109.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/18.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000072.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/14.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000004.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000037.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000103.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000127.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000007.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000110.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/4.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000079.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000136.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000095.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000046.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000016.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000008.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000033.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000019.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000041.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000065.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/5.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000097.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/9.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000014.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000052.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000098.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000057.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000068.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000118.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000087.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000090.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000027.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000054.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000011.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000066.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/2.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000032.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000088.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000028.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000043.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000108.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000061.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000120.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000122.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000113.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000003.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000063.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/3.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000045.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000062.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000002.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000058.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000012.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000020.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/10.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000091.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000084.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000100.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000039.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000133.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000069.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000130.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000015.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000073.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000086.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000044.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000099.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000059.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000126.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000080.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000071.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/1.jpg_mobilenet_0.25_224.txt\n",
            "INFO:tensorflow:Creating bottleneck at tensorflow_glasses_classifier_plus_tflite/tf_files/bottlenecks/without_glasses/000036.jpg_mobilenet_0.25_224.txt\n",
            "WARNING:tensorflow:From /content/tensorflow-for-poets-2/scripts/retrain.py:790: softmax_cross_entropy_with_logits (from tensorflow.python.ops.nn_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "\n",
            "Future major versions of TensorFlow will allow gradients to flow\n",
            "into the labels input on backprop by default.\n",
            "\n",
            "See `tf.nn.softmax_cross_entropy_with_logits_v2`.\n",
            "\n",
            "INFO:tensorflow:2018-12-10 01:10:59.892686: Step 0: Train accuracy = 53.0%\n",
            "INFO:tensorflow:2018-12-10 01:10:59.892977: Step 0: Cross entropy = 2.550975\n",
            "INFO:tensorflow:2018-12-10 01:11:00.057134: Step 0: Validation accuracy = 43.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:00.579501: Step 10: Train accuracy = 91.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:00.579740: Step 10: Cross entropy = 0.752437\n",
            "INFO:tensorflow:2018-12-10 01:11:00.629161: Step 10: Validation accuracy = 100.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:01.137200: Step 20: Train accuracy = 98.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:01.137429: Step 20: Cross entropy = 0.036278\n",
            "INFO:tensorflow:2018-12-10 01:11:01.187008: Step 20: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:01.690213: Step 30: Train accuracy = 97.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:01.690421: Step 30: Cross entropy = 0.106438\n",
            "INFO:tensorflow:2018-12-10 01:11:01.737078: Step 30: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:02.241317: Step 40: Train accuracy = 99.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:02.241536: Step 40: Cross entropy = 0.026214\n",
            "INFO:tensorflow:2018-12-10 01:11:02.291425: Step 40: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:02.787182: Step 50: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:02.787394: Step 50: Cross entropy = 0.017264\n",
            "INFO:tensorflow:2018-12-10 01:11:02.843004: Step 50: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:03.331515: Step 60: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:03.331749: Step 60: Cross entropy = 0.015296\n",
            "INFO:tensorflow:2018-12-10 01:11:03.380733: Step 60: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:03.871593: Step 70: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:03.871866: Step 70: Cross entropy = 0.007541\n",
            "INFO:tensorflow:2018-12-10 01:11:03.925486: Step 70: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:04.407076: Step 80: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:04.407281: Step 80: Cross entropy = 0.007877\n",
            "INFO:tensorflow:2018-12-10 01:11:04.453599: Step 80: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:04.945218: Step 90: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:04.945432: Step 90: Cross entropy = 0.004867\n",
            "INFO:tensorflow:2018-12-10 01:11:04.994645: Step 90: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:05.480775: Step 100: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:05.481013: Step 100: Cross entropy = 0.005494\n",
            "INFO:tensorflow:2018-12-10 01:11:05.528110: Step 100: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:06.017512: Step 110: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:06.017737: Step 110: Cross entropy = 0.007837\n",
            "INFO:tensorflow:2018-12-10 01:11:06.062960: Step 110: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:06.541541: Step 120: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:06.541784: Step 120: Cross entropy = 0.006474\n",
            "INFO:tensorflow:2018-12-10 01:11:06.588134: Step 120: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:07.077839: Step 130: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:07.078054: Step 130: Cross entropy = 0.007891\n",
            "INFO:tensorflow:2018-12-10 01:11:07.125418: Step 130: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:07.607842: Step 140: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:07.608066: Step 140: Cross entropy = 0.007080\n",
            "INFO:tensorflow:2018-12-10 01:11:07.654814: Step 140: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:08.148161: Step 150: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:08.148375: Step 150: Cross entropy = 0.005533\n",
            "INFO:tensorflow:2018-12-10 01:11:08.195671: Step 150: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:08.674609: Step 160: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:08.674839: Step 160: Cross entropy = 0.003562\n",
            "INFO:tensorflow:2018-12-10 01:11:08.721339: Step 160: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:09.220671: Step 170: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:09.220900: Step 170: Cross entropy = 0.006606\n",
            "INFO:tensorflow:2018-12-10 01:11:09.268345: Step 170: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:09.751381: Step 180: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:09.751627: Step 180: Cross entropy = 0.002937\n",
            "INFO:tensorflow:2018-12-10 01:11:09.799260: Step 180: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:10.286193: Step 190: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:10.286400: Step 190: Cross entropy = 0.002546\n",
            "INFO:tensorflow:2018-12-10 01:11:10.333277: Step 190: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:10.819289: Step 200: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:10.819535: Step 200: Cross entropy = 0.003715\n",
            "INFO:tensorflow:2018-12-10 01:11:10.866839: Step 200: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:11.362588: Step 210: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:11.362869: Step 210: Cross entropy = 0.002870\n",
            "INFO:tensorflow:2018-12-10 01:11:11.411522: Step 210: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:11.889621: Step 220: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:11.889862: Step 220: Cross entropy = 0.003556\n",
            "INFO:tensorflow:2018-12-10 01:11:11.937452: Step 220: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:12.435319: Step 230: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:12.435528: Step 230: Cross entropy = 0.002731\n",
            "INFO:tensorflow:2018-12-10 01:11:12.484690: Step 230: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:12.970203: Step 240: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:12.970404: Step 240: Cross entropy = 0.002967\n",
            "INFO:tensorflow:2018-12-10 01:11:13.017355: Step 240: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:13.512294: Step 250: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:13.512522: Step 250: Cross entropy = 0.002927\n",
            "INFO:tensorflow:2018-12-10 01:11:13.558774: Step 250: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:14.045805: Step 260: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:14.046022: Step 260: Cross entropy = 0.002794\n",
            "INFO:tensorflow:2018-12-10 01:11:14.094642: Step 260: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:14.594280: Step 270: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:14.594505: Step 270: Cross entropy = 0.002746\n",
            "INFO:tensorflow:2018-12-10 01:11:14.641874: Step 270: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:15.128022: Step 280: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:15.128269: Step 280: Cross entropy = 0.003396\n",
            "INFO:tensorflow:2018-12-10 01:11:15.176892: Step 280: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:15.681113: Step 290: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:15.681326: Step 290: Cross entropy = 0.004540\n",
            "INFO:tensorflow:2018-12-10 01:11:15.729086: Step 290: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:16.217397: Step 300: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:16.217646: Step 300: Cross entropy = 0.003374\n",
            "INFO:tensorflow:2018-12-10 01:11:16.264792: Step 300: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:16.756933: Step 310: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:16.757164: Step 310: Cross entropy = 0.002004\n",
            "INFO:tensorflow:2018-12-10 01:11:16.804347: Step 310: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:17.294802: Step 320: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:17.295012: Step 320: Cross entropy = 0.002305\n",
            "INFO:tensorflow:2018-12-10 01:11:17.354274: Step 320: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:17.835275: Step 330: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:17.835508: Step 330: Cross entropy = 0.002164\n",
            "INFO:tensorflow:2018-12-10 01:11:17.883793: Step 330: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:18.383976: Step 340: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:18.384200: Step 340: Cross entropy = 0.003543\n",
            "INFO:tensorflow:2018-12-10 01:11:18.431325: Step 340: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:18.913135: Step 350: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:18.913338: Step 350: Cross entropy = 0.002905\n",
            "INFO:tensorflow:2018-12-10 01:11:18.961633: Step 350: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:19.460093: Step 360: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:19.460310: Step 360: Cross entropy = 0.002935\n",
            "INFO:tensorflow:2018-12-10 01:11:19.506787: Step 360: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:19.992205: Step 370: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:19.992417: Step 370: Cross entropy = 0.003450\n",
            "INFO:tensorflow:2018-12-10 01:11:20.039104: Step 370: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:20.540241: Step 380: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:20.540471: Step 380: Cross entropy = 0.002792\n",
            "INFO:tensorflow:2018-12-10 01:11:20.589289: Step 380: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:21.072184: Step 390: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:21.072382: Step 390: Cross entropy = 0.002179\n",
            "INFO:tensorflow:2018-12-10 01:11:21.119212: Step 390: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:21.616732: Step 400: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:21.616982: Step 400: Cross entropy = 0.001144\n",
            "INFO:tensorflow:2018-12-10 01:11:21.663438: Step 400: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:22.144203: Step 410: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:22.144417: Step 410: Cross entropy = 0.001804\n",
            "INFO:tensorflow:2018-12-10 01:11:22.191533: Step 410: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:22.686285: Step 420: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:22.686508: Step 420: Cross entropy = 0.003338\n",
            "INFO:tensorflow:2018-12-10 01:11:22.732630: Step 420: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:23.218229: Step 430: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:23.218433: Step 430: Cross entropy = 0.001780\n",
            "INFO:tensorflow:2018-12-10 01:11:23.265618: Step 430: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:23.761125: Step 440: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:23.761347: Step 440: Cross entropy = 0.002143\n",
            "INFO:tensorflow:2018-12-10 01:11:23.809314: Step 440: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:24.292897: Step 450: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:24.293161: Step 450: Cross entropy = 0.001974\n",
            "INFO:tensorflow:2018-12-10 01:11:24.339937: Step 450: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:24.834129: Step 460: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:24.834353: Step 460: Cross entropy = 0.001989\n",
            "INFO:tensorflow:2018-12-10 01:11:24.882240: Step 460: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:25.374206: Step 470: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:25.374418: Step 470: Cross entropy = 0.002530\n",
            "INFO:tensorflow:2018-12-10 01:11:25.421479: Step 470: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:25.909474: Step 480: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:25.909700: Step 480: Cross entropy = 0.002154\n",
            "INFO:tensorflow:2018-12-10 01:11:25.957231: Step 480: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:26.436786: Step 490: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:26.437119: Step 490: Cross entropy = 0.002132\n",
            "INFO:tensorflow:2018-12-10 01:11:26.482684: Step 490: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:26.974862: Step 500: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:26.975155: Step 500: Cross entropy = 0.001317\n",
            "INFO:tensorflow:2018-12-10 01:11:27.023437: Step 500: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:27.508910: Step 510: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:27.509168: Step 510: Cross entropy = 0.002249\n",
            "INFO:tensorflow:2018-12-10 01:11:27.555629: Step 510: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:28.056542: Step 520: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:28.056809: Step 520: Cross entropy = 0.001386\n",
            "INFO:tensorflow:2018-12-10 01:11:28.104137: Step 520: Validation accuracy = 94.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:11:28.582206: Step 530: Cross entropy = 0.002355\n",
            "INFO:tensorflow:2018-12-10 01:11:28.628783: Step 530: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:29.125003: Step 540: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:29.125247: Step 540: Cross entropy = 0.001091\n",
            "INFO:tensorflow:2018-12-10 01:11:29.172419: Step 540: Validation accuracy = 87.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:11:29.703590: Step 550: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:30.205696: Step 560: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:30.205918: Step 560: Cross entropy = 0.001908\n",
            "INFO:tensorflow:2018-12-10 01:11:30.253176: Step 560: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:30.741532: Step 570: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:30.741751: Step 570: Cross entropy = 0.001731\n",
            "INFO:tensorflow:2018-12-10 01:11:30.801045: Step 570: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:31.284477: Step 580: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:31.284704: Step 580: Cross entropy = 0.002114\n",
            "INFO:tensorflow:2018-12-10 01:11:31.332846: Step 580: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:31.825772: Step 590: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:31.826027: Step 590: Cross entropy = 0.001678\n",
            "INFO:tensorflow:2018-12-10 01:11:31.873606: Step 590: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:32.361535: Step 600: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:32.361792: Step 600: Cross entropy = 0.001613\n",
            "INFO:tensorflow:2018-12-10 01:11:32.410438: Step 600: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:32.917312: Step 610: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:32.917514: Step 610: Cross entropy = 0.002022\n",
            "INFO:tensorflow:2018-12-10 01:11:32.964209: Step 610: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:33.446196: Step 620: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:33.446402: Step 620: Cross entropy = 0.002231\n",
            "INFO:tensorflow:2018-12-10 01:11:33.492875: Step 620: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:33.985171: Step 630: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:33.985380: Step 630: Cross entropy = 0.001764\n",
            "INFO:tensorflow:2018-12-10 01:11:34.031631: Step 630: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:34.507923: Step 640: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:34.508139: Step 640: Cross entropy = 0.001845\n",
            "INFO:tensorflow:2018-12-10 01:11:34.554400: Step 640: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:35.050776: Step 650: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:35.050969: Step 650: Cross entropy = 0.002242\n",
            "INFO:tensorflow:2018-12-10 01:11:35.098948: Step 650: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:35.584065: Step 660: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:35.584274: Step 660: Cross entropy = 0.001061\n",
            "INFO:tensorflow:2018-12-10 01:11:35.630363: Step 660: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:36.129181: Step 670: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:36.129387: Step 670: Cross entropy = 0.001182\n",
            "INFO:tensorflow:2018-12-10 01:11:36.181178: Step 670: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:36.671066: Step 680: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:36.671287: Step 680: Cross entropy = 0.002056\n",
            "INFO:tensorflow:2018-12-10 01:11:36.718141: Step 680: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:37.221175: Step 690: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:37.221386: Step 690: Cross entropy = 0.001359\n",
            "INFO:tensorflow:2018-12-10 01:11:37.269367: Step 690: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:37.755657: Step 700: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:37.755910: Step 700: Cross entropy = 0.001712\n",
            "INFO:tensorflow:2018-12-10 01:11:37.803537: Step 700: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:38.296927: Step 710: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:38.297157: Step 710: Cross entropy = 0.002117\n",
            "INFO:tensorflow:2018-12-10 01:11:38.344599: Step 710: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:38.822188: Step 720: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:38.822396: Step 720: Cross entropy = 0.000913\n",
            "INFO:tensorflow:2018-12-10 01:11:38.869118: Step 720: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:39.358455: Step 730: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:39.358680: Step 730: Cross entropy = 0.001415\n",
            "INFO:tensorflow:2018-12-10 01:11:39.405521: Step 730: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:39.880469: Step 740: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:39.880679: Step 740: Cross entropy = 0.000940\n",
            "INFO:tensorflow:2018-12-10 01:11:39.926752: Step 740: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:40.421242: Step 750: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:40.421440: Step 750: Cross entropy = 0.001980\n",
            "INFO:tensorflow:2018-12-10 01:11:40.470402: Step 750: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:40.966611: Step 760: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:40.966831: Step 760: Cross entropy = 0.001681\n",
            "INFO:tensorflow:2018-12-10 01:11:41.014602: Step 760: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:41.531228: Step 770: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:41.531425: Step 770: Cross entropy = 0.001919\n",
            "INFO:tensorflow:2018-12-10 01:11:41.579843: Step 770: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:42.073278: Step 780: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:42.073493: Step 780: Cross entropy = 0.001586\n",
            "INFO:tensorflow:2018-12-10 01:11:42.122790: Step 780: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:42.627152: Step 790: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:42.627365: Step 790: Cross entropy = 0.001432\n",
            "INFO:tensorflow:2018-12-10 01:11:42.676140: Step 790: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:43.167370: Step 800: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:43.167571: Step 800: Cross entropy = 0.001707\n",
            "INFO:tensorflow:2018-12-10 01:11:43.228073: Step 800: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:43.724550: Step 810: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:43.724850: Step 810: Cross entropy = 0.001248\n",
            "INFO:tensorflow:2018-12-10 01:11:43.773225: Step 810: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:44.284726: Step 820: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:44.284950: Step 820: Cross entropy = 0.001171\n",
            "INFO:tensorflow:2018-12-10 01:11:44.333946: Step 820: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:44.830506: Step 830: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:44.830735: Step 830: Cross entropy = 0.001669\n",
            "INFO:tensorflow:2018-12-10 01:11:44.879657: Step 830: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:45.387147: Step 840: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:45.387364: Step 840: Cross entropy = 0.000987\n",
            "INFO:tensorflow:2018-12-10 01:11:45.435210: Step 840: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:45.923186: Step 850: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:45.923385: Step 850: Cross entropy = 0.001164\n",
            "INFO:tensorflow:2018-12-10 01:11:45.971085: Step 850: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:46.474968: Step 860: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:46.475214: Step 860: Cross entropy = 0.001966\n",
            "INFO:tensorflow:2018-12-10 01:11:46.522572: Step 860: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:47.012733: Step 870: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:47.012939: Step 870: Cross entropy = 0.001351\n",
            "INFO:tensorflow:2018-12-10 01:11:47.061253: Step 870: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:47.588684: Step 880: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:47.588918: Step 880: Cross entropy = 0.000906\n",
            "INFO:tensorflow:2018-12-10 01:11:47.636703: Step 880: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:48.126343: Step 890: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:48.126562: Step 890: Cross entropy = 0.001710\n",
            "INFO:tensorflow:2018-12-10 01:11:48.173862: Step 890: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:48.680672: Step 900: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:48.680914: Step 900: Cross entropy = 0.001797\n",
            "INFO:tensorflow:2018-12-10 01:11:48.729753: Step 900: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:49.225591: Step 910: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:49.225858: Step 910: Cross entropy = 0.001647\n",
            "INFO:tensorflow:2018-12-10 01:11:49.276486: Step 910: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:49.777566: Step 920: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:49.777821: Step 920: Cross entropy = 0.001661\n",
            "INFO:tensorflow:2018-12-10 01:11:49.825149: Step 920: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:50.313949: Step 930: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:50.314194: Step 930: Cross entropy = 0.001051\n",
            "INFO:tensorflow:2018-12-10 01:11:50.361365: Step 930: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:50.844590: Step 940: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:50.844828: Step 940: Cross entropy = 0.001436\n",
            "INFO:tensorflow:2018-12-10 01:11:50.890497: Step 940: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:51.363205: Step 950: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:51.363432: Step 950: Cross entropy = 0.001692\n",
            "INFO:tensorflow:2018-12-10 01:11:51.409646: Step 950: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:51.894176: Step 960: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:51.894387: Step 960: Cross entropy = 0.001581\n",
            "INFO:tensorflow:2018-12-10 01:11:51.940509: Step 960: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:52.417943: Step 970: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:52.418176: Step 970: Cross entropy = 0.001514\n",
            "INFO:tensorflow:2018-12-10 01:11:52.465765: Step 970: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:52.958512: Step 980: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:52.958751: Step 980: Cross entropy = 0.001759\n",
            "INFO:tensorflow:2018-12-10 01:11:53.011452: Step 980: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:53.495852: Step 990: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:53.496070: Step 990: Cross entropy = 0.001353\n",
            "INFO:tensorflow:2018-12-10 01:11:53.554733: Step 990: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:54.038364: Step 1000: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:54.038609: Step 1000: Cross entropy = 0.001866\n",
            "INFO:tensorflow:2018-12-10 01:11:54.085999: Step 1000: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:54.573104: Step 1010: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:54.574343: Step 1010: Cross entropy = 0.001082\n",
            "INFO:tensorflow:2018-12-10 01:11:54.626093: Step 1010: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:55.108607: Step 1020: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:55.108854: Step 1020: Cross entropy = 0.001727\n",
            "INFO:tensorflow:2018-12-10 01:11:55.156662: Step 1020: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:55.655755: Step 1030: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:55.656024: Step 1030: Cross entropy = 0.001149\n",
            "INFO:tensorflow:2018-12-10 01:11:55.704352: Step 1030: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:56.189560: Step 1040: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:56.189858: Step 1040: Cross entropy = 0.001239\n",
            "INFO:tensorflow:2018-12-10 01:11:56.236342: Step 1040: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:56.734680: Step 1050: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:56.734953: Step 1050: Cross entropy = 0.001458\n",
            "INFO:tensorflow:2018-12-10 01:11:56.783989: Step 1050: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:57.268887: Step 1060: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:57.269124: Step 1060: Cross entropy = 0.001021\n",
            "INFO:tensorflow:2018-12-10 01:11:57.317838: Step 1060: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:57.816169: Step 1070: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:57.816387: Step 1070: Cross entropy = 0.001512\n",
            "INFO:tensorflow:2018-12-10 01:11:57.863469: Step 1070: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:58.350856: Step 1080: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:58.351061: Step 1080: Cross entropy = 0.001751\n",
            "INFO:tensorflow:2018-12-10 01:11:58.397683: Step 1080: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:58.889657: Step 1090: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:58.889900: Step 1090: Cross entropy = 0.001230\n",
            "INFO:tensorflow:2018-12-10 01:11:58.939320: Step 1090: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:59.418562: Step 1100: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:59.418842: Step 1100: Cross entropy = 0.000928\n",
            "INFO:tensorflow:2018-12-10 01:11:59.466494: Step 1100: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:11:59.959446: Step 1110: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:11:59.959671: Step 1110: Cross entropy = 0.001444\n",
            "INFO:tensorflow:2018-12-10 01:12:00.006895: Step 1110: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:00.506323: Step 1120: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:00.506558: Step 1120: Cross entropy = 0.001049\n",
            "INFO:tensorflow:2018-12-10 01:12:00.554107: Step 1120: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:01.051962: Step 1130: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:01.052214: Step 1130: Cross entropy = 0.001083\n",
            "INFO:tensorflow:2018-12-10 01:12:01.098908: Step 1130: Validation accuracy = 97.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:01.575671: Step 1140: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:01.575902: Step 1140: Cross entropy = 0.001684\n",
            "INFO:tensorflow:2018-12-10 01:12:01.621189: Step 1140: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:02.105266: Step 1150: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:02.105477: Step 1150: Cross entropy = 0.001017\n",
            "INFO:tensorflow:2018-12-10 01:12:02.151653: Step 1150: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:02.640178: Step 1160: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:02.640381: Step 1160: Cross entropy = 0.001357\n",
            "INFO:tensorflow:2018-12-10 01:12:02.688230: Step 1160: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:03.182347: Step 1170: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:03.182554: Step 1170: Cross entropy = 0.001385\n",
            "INFO:tensorflow:2018-12-10 01:12:03.228195: Step 1170: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:03.713559: Step 1180: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:03.713794: Step 1180: Cross entropy = 0.001111\n",
            "INFO:tensorflow:2018-12-10 01:12:03.759877: Step 1180: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:04.252866: Step 1190: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:04.253077: Step 1190: Cross entropy = 0.001136\n",
            "INFO:tensorflow:2018-12-10 01:12:04.301417: Step 1190: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:04.783514: Step 1200: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:04.783768: Step 1200: Cross entropy = 0.001091\n",
            "INFO:tensorflow:2018-12-10 01:12:04.830144: Step 1200: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:05.323421: Step 1210: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:05.323645: Step 1210: Cross entropy = 0.001462\n",
            "INFO:tensorflow:2018-12-10 01:12:05.370957: Step 1210: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:05.853538: Step 1220: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:05.853756: Step 1220: Cross entropy = 0.001030\n",
            "INFO:tensorflow:2018-12-10 01:12:05.900749: Step 1220: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:06.399430: Step 1230: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:06.399654: Step 1230: Cross entropy = 0.001235\n",
            "INFO:tensorflow:2018-12-10 01:12:06.445930: Step 1230: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:06.925330: Step 1240: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:06.925537: Step 1240: Cross entropy = 0.001238\n",
            "INFO:tensorflow:2018-12-10 01:12:06.978067: Step 1240: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:07.468831: Step 1250: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:07.469060: Step 1250: Cross entropy = 0.001212\n",
            "INFO:tensorflow:2018-12-10 01:12:07.515094: Step 1250: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:07.988045: Step 1260: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:07.988271: Step 1260: Cross entropy = 0.001397\n",
            "INFO:tensorflow:2018-12-10 01:12:08.048755: Step 1260: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:08.529894: Step 1270: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:08.530132: Step 1270: Cross entropy = 0.001216\n",
            "INFO:tensorflow:2018-12-10 01:12:08.576267: Step 1270: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:09.064411: Step 1280: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:09.064694: Step 1280: Cross entropy = 0.000846\n",
            "INFO:tensorflow:2018-12-10 01:12:09.119592: Step 1280: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:09.603319: Step 1290: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:09.603543: Step 1290: Cross entropy = 0.001677\n",
            "INFO:tensorflow:2018-12-10 01:12:09.650012: Step 1290: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:10.143107: Step 1300: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:10.143319: Step 1300: Cross entropy = 0.000864\n",
            "INFO:tensorflow:2018-12-10 01:12:10.190433: Step 1300: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:10.680366: Step 1310: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:10.680596: Step 1310: Cross entropy = 0.001297\n",
            "INFO:tensorflow:2018-12-10 01:12:10.727108: Step 1310: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:11.224167: Step 1320: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:11.224404: Step 1320: Cross entropy = 0.001295\n",
            "INFO:tensorflow:2018-12-10 01:12:11.272796: Step 1320: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:11.755305: Step 1330: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:11.755534: Step 1330: Cross entropy = 0.000856\n",
            "INFO:tensorflow:2018-12-10 01:12:11.802467: Step 1330: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:12.301197: Step 1340: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:12.301443: Step 1340: Cross entropy = 0.001099\n",
            "INFO:tensorflow:2018-12-10 01:12:12.349078: Step 1340: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:12.833418: Step 1350: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:12.833658: Step 1350: Cross entropy = 0.001197\n",
            "INFO:tensorflow:2018-12-10 01:12:12.881558: Step 1350: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:13.380785: Step 1360: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:13.381020: Step 1360: Cross entropy = 0.001111\n",
            "INFO:tensorflow:2018-12-10 01:12:13.427762: Step 1360: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:13.911489: Step 1370: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:13.911730: Step 1370: Cross entropy = 0.001419\n",
            "INFO:tensorflow:2018-12-10 01:12:13.961753: Step 1370: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:14.462408: Step 1380: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:14.462633: Step 1380: Cross entropy = 0.000981\n",
            "INFO:tensorflow:2018-12-10 01:12:14.510217: Step 1380: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:14.994381: Step 1390: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:14.994586: Step 1390: Cross entropy = 0.001307\n",
            "INFO:tensorflow:2018-12-10 01:12:15.042034: Step 1390: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:15.538616: Step 1400: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:15.538839: Step 1400: Cross entropy = 0.000587\n",
            "INFO:tensorflow:2018-12-10 01:12:15.586964: Step 1400: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:16.069190: Step 1410: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:16.069422: Step 1410: Cross entropy = 0.001052\n",
            "INFO:tensorflow:2018-12-10 01:12:16.117646: Step 1410: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:16.616259: Step 1420: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:16.616469: Step 1420: Cross entropy = 0.000901\n",
            "INFO:tensorflow:2018-12-10 01:12:16.662457: Step 1420: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:17.146545: Step 1430: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:17.146763: Step 1430: Cross entropy = 0.001064\n",
            "INFO:tensorflow:2018-12-10 01:12:17.194152: Step 1430: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:17.694501: Step 1440: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:17.694760: Step 1440: Cross entropy = 0.001002\n",
            "INFO:tensorflow:2018-12-10 01:12:17.742229: Step 1440: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:18.225256: Step 1450: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:18.225477: Step 1450: Cross entropy = 0.000940\n",
            "INFO:tensorflow:2018-12-10 01:12:18.273301: Step 1450: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:18.771399: Step 1460: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:18.771657: Step 1460: Cross entropy = 0.001180\n",
            "INFO:tensorflow:2018-12-10 01:12:18.818631: Step 1460: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:19.305322: Step 1470: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:19.305541: Step 1470: Cross entropy = 0.001238\n",
            "INFO:tensorflow:2018-12-10 01:12:19.351899: Step 1470: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:19.848448: Step 1480: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:19.848645: Step 1480: Cross entropy = 0.000877\n",
            "INFO:tensorflow:2018-12-10 01:12:19.896226: Step 1480: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:20.377363: Step 1490: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:20.377567: Step 1490: Cross entropy = 0.000973\n",
            "INFO:tensorflow:2018-12-10 01:12:20.424424: Step 1490: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:20.923173: Step 1500: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:20.923383: Step 1500: Cross entropy = 0.000946\n",
            "INFO:tensorflow:2018-12-10 01:12:20.971675: Step 1500: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:21.457226: Step 1510: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:21.457456: Step 1510: Cross entropy = 0.000921\n",
            "INFO:tensorflow:2018-12-10 01:12:21.517676: Step 1510: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:22.002879: Step 1520: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:22.003077: Step 1520: Cross entropy = 0.001168\n",
            "INFO:tensorflow:2018-12-10 01:12:22.049995: Step 1520: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:22.546260: Step 1530: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:22.546480: Step 1530: Cross entropy = 0.001112\n",
            "INFO:tensorflow:2018-12-10 01:12:22.594165: Step 1530: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:23.082007: Step 1540: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:23.082257: Step 1540: Cross entropy = 0.000620\n",
            "INFO:tensorflow:2018-12-10 01:12:23.129269: Step 1540: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:23.626141: Step 1550: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:23.626364: Step 1550: Cross entropy = 0.001354\n",
            "INFO:tensorflow:2018-12-10 01:12:23.673400: Step 1550: Validation accuracy = 81.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:24.152340: Step 1560: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:24.152609: Step 1560: Cross entropy = 0.001061\n",
            "INFO:tensorflow:2018-12-10 01:12:24.199273: Step 1560: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:24.697321: Step 1570: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:24.697561: Step 1570: Cross entropy = 0.000952\n",
            "INFO:tensorflow:2018-12-10 01:12:24.743681: Step 1570: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:25.231519: Step 1580: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:25.231763: Step 1580: Cross entropy = 0.001015\n",
            "INFO:tensorflow:2018-12-10 01:12:25.280606: Step 1580: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:25.773887: Step 1590: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:25.774098: Step 1590: Cross entropy = 0.001057\n",
            "INFO:tensorflow:2018-12-10 01:12:25.820337: Step 1590: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:26.302968: Step 1600: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:26.303186: Step 1600: Cross entropy = 0.001242\n",
            "INFO:tensorflow:2018-12-10 01:12:26.352137: Step 1600: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:26.845271: Step 1610: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:26.845513: Step 1610: Cross entropy = 0.000821\n",
            "INFO:tensorflow:2018-12-10 01:12:26.893261: Step 1610: Validation accuracy = 82.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:27.381667: Step 1620: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:27.381914: Step 1620: Cross entropy = 0.000936\n",
            "INFO:tensorflow:2018-12-10 01:12:27.429376: Step 1620: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:27.924364: Step 1630: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:27.924590: Step 1630: Cross entropy = 0.000859\n",
            "INFO:tensorflow:2018-12-10 01:12:27.975506: Step 1630: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:28.460857: Step 1640: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:28.461066: Step 1640: Cross entropy = 0.001230\n",
            "INFO:tensorflow:2018-12-10 01:12:28.509886: Step 1640: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:29.006462: Step 1650: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:29.006737: Step 1650: Cross entropy = 0.001054\n",
            "INFO:tensorflow:2018-12-10 01:12:29.052531: Step 1650: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:29.539912: Step 1660: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:29.540141: Step 1660: Cross entropy = 0.000516\n",
            "INFO:tensorflow:2018-12-10 01:12:29.587041: Step 1660: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:30.079486: Step 1670: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:30.079684: Step 1670: Cross entropy = 0.000909\n",
            "INFO:tensorflow:2018-12-10 01:12:30.127673: Step 1670: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:30.619004: Step 1680: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:30.619211: Step 1680: Cross entropy = 0.000971\n",
            "INFO:tensorflow:2018-12-10 01:12:30.665207: Step 1680: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:31.154519: Step 1690: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:31.154748: Step 1690: Cross entropy = 0.000921\n",
            "INFO:tensorflow:2018-12-10 01:12:31.202461: Step 1690: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:31.687503: Step 1700: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:31.687753: Step 1700: Cross entropy = 0.000750\n",
            "INFO:tensorflow:2018-12-10 01:12:31.734310: Step 1700: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:32.225780: Step 1710: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:32.225991: Step 1710: Cross entropy = 0.000940\n",
            "INFO:tensorflow:2018-12-10 01:12:32.273208: Step 1710: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:32.754480: Step 1720: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:32.754700: Step 1720: Cross entropy = 0.000584\n",
            "INFO:tensorflow:2018-12-10 01:12:32.802990: Step 1720: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:33.299408: Step 1730: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:33.299663: Step 1730: Cross entropy = 0.001190\n",
            "INFO:tensorflow:2018-12-10 01:12:33.347164: Step 1730: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:33.833390: Step 1740: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:33.833607: Step 1740: Cross entropy = 0.000910\n",
            "INFO:tensorflow:2018-12-10 01:12:33.887256: Step 1740: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:34.375125: Step 1750: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:34.375328: Step 1750: Cross entropy = 0.000752\n",
            "INFO:tensorflow:2018-12-10 01:12:34.420334: Step 1750: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:34.907202: Step 1760: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:34.907459: Step 1760: Cross entropy = 0.001070\n",
            "INFO:tensorflow:2018-12-10 01:12:34.963644: Step 1760: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:35.442326: Step 1770: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:35.442539: Step 1770: Cross entropy = 0.000975\n",
            "INFO:tensorflow:2018-12-10 01:12:35.489838: Step 1770: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:35.980534: Step 1780: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:35.980783: Step 1780: Cross entropy = 0.000799\n",
            "INFO:tensorflow:2018-12-10 01:12:36.026963: Step 1780: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:36.510421: Step 1790: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:36.510644: Step 1790: Cross entropy = 0.000863\n",
            "INFO:tensorflow:2018-12-10 01:12:36.556133: Step 1790: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:37.057229: Step 1800: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:37.057439: Step 1800: Cross entropy = 0.000979\n",
            "INFO:tensorflow:2018-12-10 01:12:37.105858: Step 1800: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:37.591686: Step 1810: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:37.591923: Step 1810: Cross entropy = 0.000795\n",
            "INFO:tensorflow:2018-12-10 01:12:37.638648: Step 1810: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:38.136392: Step 1820: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:38.136655: Step 1820: Cross entropy = 0.000590\n",
            "INFO:tensorflow:2018-12-10 01:12:38.185231: Step 1820: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:38.670551: Step 1830: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:38.670794: Step 1830: Cross entropy = 0.000862\n",
            "INFO:tensorflow:2018-12-10 01:12:38.717029: Step 1830: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:39.205287: Step 1840: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:39.205515: Step 1840: Cross entropy = 0.000698\n",
            "INFO:tensorflow:2018-12-10 01:12:39.251462: Step 1840: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:39.739108: Step 1850: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:39.739307: Step 1850: Cross entropy = 0.000776\n",
            "INFO:tensorflow:2018-12-10 01:12:39.787299: Step 1850: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:40.287345: Step 1860: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:40.287556: Step 1860: Cross entropy = 0.000775\n",
            "INFO:tensorflow:2018-12-10 01:12:40.335369: Step 1860: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:40.824437: Step 1870: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:40.824664: Step 1870: Cross entropy = 0.000739\n",
            "INFO:tensorflow:2018-12-10 01:12:40.871675: Step 1870: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:41.368111: Step 1880: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:41.368327: Step 1880: Cross entropy = 0.000845\n",
            "INFO:tensorflow:2018-12-10 01:12:41.415641: Step 1880: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:41.900427: Step 1890: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:41.900635: Step 1890: Cross entropy = 0.001025\n",
            "INFO:tensorflow:2018-12-10 01:12:41.955942: Step 1890: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:42.451290: Step 1900: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:42.451499: Step 1900: Cross entropy = 0.001149\n",
            "INFO:tensorflow:2018-12-10 01:12:42.497422: Step 1900: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:42.969773: Step 1910: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:42.970001: Step 1910: Cross entropy = 0.000952\n",
            "INFO:tensorflow:2018-12-10 01:12:43.016893: Step 1910: Validation accuracy = 84.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:12:43.516621: Step 1920: Cross entropy = 0.001033\n",
            "INFO:tensorflow:2018-12-10 01:12:43.565441: Step 1920: Validation accuracy = 90.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:12:44.051342: Step 1930: Cross entropy = 0.000956\n",
            "INFO:tensorflow:2018-12-10 01:12:44.098676: Step 1930: Validation accuracy = 91.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:12:44.591282: Step 1940: Cross entropy = 0.001232\n",
            "INFO:tensorflow:2018-12-10 01:12:44.638406: Step 1940: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:45.118742: Step 1950: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:45.118948: Step 1950: Cross entropy = 0.000654\n",
            "INFO:tensorflow:2018-12-10 01:12:45.167250: Step 1950: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:45.669962: Step 1960: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:45.670164: Step 1960: Cross entropy = 0.000911\n",
            "INFO:tensorflow:2018-12-10 01:12:45.717331: Step 1960: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:46.206327: Step 1970: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:46.206536: Step 1970: Cross entropy = 0.000704\n",
            "INFO:tensorflow:2018-12-10 01:12:46.252362: Step 1970: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:46.744809: Step 1980: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:46.745038: Step 1980: Cross entropy = 0.000924\n",
            "INFO:tensorflow:2018-12-10 01:12:46.792960: Step 1980: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:47.284090: Step 1990: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:47.284300: Step 1990: Cross entropy = 0.001089\n",
            "INFO:tensorflow:2018-12-10 01:12:47.339509: Step 1990: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:47.855860: Step 2000: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:47.856076: Step 2000: Cross entropy = 0.000744\n",
            "INFO:tensorflow:2018-12-10 01:12:47.903504: Step 2000: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:48.397405: Step 2010: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:48.397634: Step 2010: Cross entropy = 0.000746\n",
            "INFO:tensorflow:2018-12-10 01:12:48.443821: Step 2010: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:48.922393: Step 2020: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:48.922618: Step 2020: Cross entropy = 0.000828\n",
            "INFO:tensorflow:2018-12-10 01:12:48.970459: Step 2020: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:49.470908: Step 2030: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:49.471139: Step 2030: Cross entropy = 0.000576\n",
            "INFO:tensorflow:2018-12-10 01:12:49.517223: Step 2030: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:50.004349: Step 2040: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:50.004552: Step 2040: Cross entropy = 0.000788\n",
            "INFO:tensorflow:2018-12-10 01:12:50.053089: Step 2040: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:50.550802: Step 2050: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:50.551038: Step 2050: Cross entropy = 0.000874\n",
            "INFO:tensorflow:2018-12-10 01:12:50.599585: Step 2050: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:51.082856: Step 2060: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:51.083085: Step 2060: Cross entropy = 0.000935\n",
            "INFO:tensorflow:2018-12-10 01:12:51.129587: Step 2060: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:51.632255: Step 2070: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:51.632492: Step 2070: Cross entropy = 0.000804\n",
            "INFO:tensorflow:2018-12-10 01:12:51.679780: Step 2070: Validation accuracy = 83.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:52.160869: Step 2080: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:52.161086: Step 2080: Cross entropy = 0.000933\n",
            "INFO:tensorflow:2018-12-10 01:12:52.207543: Step 2080: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:52.713233: Step 2090: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:52.713455: Step 2090: Cross entropy = 0.000594\n",
            "INFO:tensorflow:2018-12-10 01:12:52.760271: Step 2090: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:53.244137: Step 2100: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:53.244365: Step 2100: Cross entropy = 0.000686\n",
            "INFO:tensorflow:2018-12-10 01:12:53.291246: Step 2100: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:53.789318: Step 2110: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:53.789535: Step 2110: Cross entropy = 0.000804\n",
            "INFO:tensorflow:2018-12-10 01:12:53.836624: Step 2110: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:54.324257: Step 2120: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:54.324461: Step 2120: Cross entropy = 0.000827\n",
            "INFO:tensorflow:2018-12-10 01:12:54.371423: Step 2120: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:54.867421: Step 2130: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:54.867644: Step 2130: Cross entropy = 0.000886\n",
            "INFO:tensorflow:2018-12-10 01:12:54.913495: Step 2130: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:55.397929: Step 2140: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:55.398153: Step 2140: Cross entropy = 0.000629\n",
            "INFO:tensorflow:2018-12-10 01:12:55.445284: Step 2140: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:55.941856: Step 2150: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:55.942098: Step 2150: Cross entropy = 0.000641\n",
            "INFO:tensorflow:2018-12-10 01:12:55.989147: Step 2150: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:56.474134: Step 2160: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:56.474367: Step 2160: Cross entropy = 0.000653\n",
            "INFO:tensorflow:2018-12-10 01:12:56.521701: Step 2160: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:57.011542: Step 2170: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:57.011818: Step 2170: Cross entropy = 0.000724\n",
            "INFO:tensorflow:2018-12-10 01:12:57.058033: Step 2170: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:57.539773: Step 2180: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:57.540007: Step 2180: Cross entropy = 0.000659\n",
            "INFO:tensorflow:2018-12-10 01:12:57.588513: Step 2180: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:58.086156: Step 2190: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:58.086386: Step 2190: Cross entropy = 0.000636\n",
            "INFO:tensorflow:2018-12-10 01:12:58.132006: Step 2190: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:58.620228: Step 2200: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:58.620458: Step 2200: Cross entropy = 0.000941\n",
            "INFO:tensorflow:2018-12-10 01:12:58.667790: Step 2200: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:59.158755: Step 2210: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:59.158996: Step 2210: Cross entropy = 0.000613\n",
            "INFO:tensorflow:2018-12-10 01:12:59.205175: Step 2210: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:12:59.692600: Step 2220: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:12:59.692843: Step 2220: Cross entropy = 0.000711\n",
            "INFO:tensorflow:2018-12-10 01:12:59.744469: Step 2220: Validation accuracy = 97.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:00.244787: Step 2230: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:00.244981: Step 2230: Cross entropy = 0.000481\n",
            "INFO:tensorflow:2018-12-10 01:13:00.292130: Step 2230: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:00.792883: Step 2240: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:00.793132: Step 2240: Cross entropy = 0.000948\n",
            "INFO:tensorflow:2018-12-10 01:13:00.842340: Step 2240: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:01.327298: Step 2250: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:01.327523: Step 2250: Cross entropy = 0.000631\n",
            "INFO:tensorflow:2018-12-10 01:13:01.373972: Step 2250: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:01.871513: Step 2260: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:01.871748: Step 2260: Cross entropy = 0.000456\n",
            "INFO:tensorflow:2018-12-10 01:13:01.919026: Step 2260: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:02.402204: Step 2270: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:02.402460: Step 2270: Cross entropy = 0.000769\n",
            "INFO:tensorflow:2018-12-10 01:13:02.449332: Step 2270: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:02.943763: Step 2280: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:02.943969: Step 2280: Cross entropy = 0.000879\n",
            "INFO:tensorflow:2018-12-10 01:13:02.992758: Step 2280: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:03.473256: Step 2290: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:03.473459: Step 2290: Cross entropy = 0.000685\n",
            "INFO:tensorflow:2018-12-10 01:13:03.519929: Step 2290: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:04.008163: Step 2300: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:04.008385: Step 2300: Cross entropy = 0.000900\n",
            "INFO:tensorflow:2018-12-10 01:13:04.054151: Step 2300: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:04.535329: Step 2310: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:04.535566: Step 2310: Cross entropy = 0.000870\n",
            "INFO:tensorflow:2018-12-10 01:13:04.583150: Step 2310: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:05.088296: Step 2320: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:05.088543: Step 2320: Cross entropy = 0.000711\n",
            "INFO:tensorflow:2018-12-10 01:13:05.136130: Step 2320: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:05.632314: Step 2330: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:05.632544: Step 2330: Cross entropy = 0.000752\n",
            "INFO:tensorflow:2018-12-10 01:13:05.680202: Step 2330: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:06.175490: Step 2340: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:06.175736: Step 2340: Cross entropy = 0.000905\n",
            "INFO:tensorflow:2018-12-10 01:13:06.224362: Step 2340: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:06.701788: Step 2350: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:06.701991: Step 2350: Cross entropy = 0.000578\n",
            "INFO:tensorflow:2018-12-10 01:13:06.750697: Step 2350: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:07.263371: Step 2360: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:07.263662: Step 2360: Cross entropy = 0.000749\n",
            "INFO:tensorflow:2018-12-10 01:13:07.311505: Step 2360: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:07.795577: Step 2370: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:07.795803: Step 2370: Cross entropy = 0.000481\n",
            "INFO:tensorflow:2018-12-10 01:13:07.844568: Step 2370: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:08.352490: Step 2380: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:08.352748: Step 2380: Cross entropy = 0.000797\n",
            "INFO:tensorflow:2018-12-10 01:13:08.399218: Step 2380: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:08.879055: Step 2390: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:08.879272: Step 2390: Cross entropy = 0.000816\n",
            "INFO:tensorflow:2018-12-10 01:13:08.927133: Step 2390: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:09.419346: Step 2400: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:09.419578: Step 2400: Cross entropy = 0.000714\n",
            "INFO:tensorflow:2018-12-10 01:13:09.466816: Step 2400: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:09.946453: Step 2410: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:09.946686: Step 2410: Cross entropy = 0.000869\n",
            "INFO:tensorflow:2018-12-10 01:13:09.994117: Step 2410: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:10.482955: Step 2420: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:10.483190: Step 2420: Cross entropy = 0.000984\n",
            "INFO:tensorflow:2018-12-10 01:13:10.529569: Step 2420: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:11.011335: Step 2430: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:11.011566: Step 2430: Cross entropy = 0.000660\n",
            "INFO:tensorflow:2018-12-10 01:13:11.057438: Step 2430: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:11.556831: Step 2440: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:11.557040: Step 2440: Cross entropy = 0.000798\n",
            "INFO:tensorflow:2018-12-10 01:13:11.605450: Step 2440: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:12.096259: Step 2450: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:12.096472: Step 2450: Cross entropy = 0.000707\n",
            "INFO:tensorflow:2018-12-10 01:13:12.148471: Step 2450: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:12.642478: Step 2460: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:12.642753: Step 2460: Cross entropy = 0.000688\n",
            "INFO:tensorflow:2018-12-10 01:13:12.690414: Step 2460: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:13.181067: Step 2470: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:13.181930: Step 2470: Cross entropy = 0.000879\n",
            "INFO:tensorflow:2018-12-10 01:13:13.233842: Step 2470: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:13.714982: Step 2480: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:13.715198: Step 2480: Cross entropy = 0.000951\n",
            "INFO:tensorflow:2018-12-10 01:13:13.761702: Step 2480: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:14.255168: Step 2490: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:14.255374: Step 2490: Cross entropy = 0.000792\n",
            "INFO:tensorflow:2018-12-10 01:13:14.304168: Step 2490: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:14.784271: Step 2500: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:14.784502: Step 2500: Cross entropy = 0.000755\n",
            "INFO:tensorflow:2018-12-10 01:13:14.832139: Step 2500: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:15.333623: Step 2510: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:15.333877: Step 2510: Cross entropy = 0.000839\n",
            "INFO:tensorflow:2018-12-10 01:13:15.381995: Step 2510: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:15.865023: Step 2520: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:15.865232: Step 2520: Cross entropy = 0.000722\n",
            "INFO:tensorflow:2018-12-10 01:13:15.914102: Step 2520: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:16.408545: Step 2530: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:16.408814: Step 2530: Cross entropy = 0.000444\n",
            "INFO:tensorflow:2018-12-10 01:13:16.454904: Step 2530: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:16.940851: Step 2540: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:16.941049: Step 2540: Cross entropy = 0.000639\n",
            "INFO:tensorflow:2018-12-10 01:13:16.987602: Step 2540: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:17.482166: Step 2550: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:17.482378: Step 2550: Cross entropy = 0.000943\n",
            "INFO:tensorflow:2018-12-10 01:13:17.528621: Step 2550: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:18.010741: Step 2560: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:18.010952: Step 2560: Cross entropy = 0.000763\n",
            "INFO:tensorflow:2018-12-10 01:13:18.060463: Step 2560: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:18.554992: Step 2570: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:18.555238: Step 2570: Cross entropy = 0.000730\n",
            "INFO:tensorflow:2018-12-10 01:13:18.603591: Step 2570: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:19.087538: Step 2580: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:19.087806: Step 2580: Cross entropy = 0.000770\n",
            "INFO:tensorflow:2018-12-10 01:13:19.133918: Step 2580: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:19.631390: Step 2590: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:19.631621: Step 2590: Cross entropy = 0.000863\n",
            "INFO:tensorflow:2018-12-10 01:13:19.680592: Step 2590: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:20.160657: Step 2600: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:20.160872: Step 2600: Cross entropy = 0.000670\n",
            "INFO:tensorflow:2018-12-10 01:13:20.207536: Step 2600: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:20.701428: Step 2610: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:20.701657: Step 2610: Cross entropy = 0.000790\n",
            "INFO:tensorflow:2018-12-10 01:13:20.747433: Step 2610: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:21.231190: Step 2620: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:21.231395: Step 2620: Cross entropy = 0.000477\n",
            "INFO:tensorflow:2018-12-10 01:13:21.279104: Step 2620: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:21.768852: Step 2630: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:21.769112: Step 2630: Cross entropy = 0.000729\n",
            "INFO:tensorflow:2018-12-10 01:13:21.815435: Step 2630: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:22.298038: Step 2640: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:22.298278: Step 2640: Cross entropy = 0.000523\n",
            "INFO:tensorflow:2018-12-10 01:13:22.344859: Step 2640: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:22.831817: Step 2650: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:22.832022: Step 2650: Cross entropy = 0.000627\n",
            "INFO:tensorflow:2018-12-10 01:13:22.878857: Step 2650: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:23.362862: Step 2660: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:23.363111: Step 2660: Cross entropy = 0.000670\n",
            "INFO:tensorflow:2018-12-10 01:13:23.410208: Step 2660: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:23.900864: Step 2670: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:23.901145: Step 2670: Cross entropy = 0.000704\n",
            "INFO:tensorflow:2018-12-10 01:13:23.947326: Step 2670: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:24.427903: Step 2680: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:24.428118: Step 2680: Cross entropy = 0.000977\n",
            "INFO:tensorflow:2018-12-10 01:13:24.475846: Step 2680: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:24.971342: Step 2690: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:24.971580: Step 2690: Cross entropy = 0.000518\n",
            "INFO:tensorflow:2018-12-10 01:13:25.021436: Step 2690: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:25.509223: Step 2700: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:25.509433: Step 2700: Cross entropy = 0.000778\n",
            "INFO:tensorflow:2018-12-10 01:13:25.555870: Step 2700: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:26.050814: Step 2710: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:26.051042: Step 2710: Cross entropy = 0.000765\n",
            "INFO:tensorflow:2018-12-10 01:13:26.098142: Step 2710: Validation accuracy = 83.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:26.582176: Step 2720: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:26.582405: Step 2720: Cross entropy = 0.000693\n",
            "INFO:tensorflow:2018-12-10 01:13:26.646276: Step 2720: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:27.126209: Step 2730: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:27.126420: Step 2730: Cross entropy = 0.000493\n",
            "INFO:tensorflow:2018-12-10 01:13:27.173867: Step 2730: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:27.663308: Step 2740: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:27.663554: Step 2740: Cross entropy = 0.000627\n",
            "INFO:tensorflow:2018-12-10 01:13:27.717152: Step 2740: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:28.199973: Step 2750: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:28.200217: Step 2750: Cross entropy = 0.000531\n",
            "INFO:tensorflow:2018-12-10 01:13:28.247199: Step 2750: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:28.743248: Step 2760: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:28.743474: Step 2760: Cross entropy = 0.000690\n",
            "INFO:tensorflow:2018-12-10 01:13:28.791152: Step 2760: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:29.280642: Step 2770: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:29.280882: Step 2770: Cross entropy = 0.000463\n",
            "INFO:tensorflow:2018-12-10 01:13:29.328060: Step 2770: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:29.821822: Step 2780: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:29.822064: Step 2780: Cross entropy = 0.000532\n",
            "INFO:tensorflow:2018-12-10 01:13:29.869548: Step 2780: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:30.360453: Step 2790: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:30.360680: Step 2790: Cross entropy = 0.000720\n",
            "INFO:tensorflow:2018-12-10 01:13:30.407460: Step 2790: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:30.901244: Step 2800: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:30.901465: Step 2800: Cross entropy = 0.000592\n",
            "INFO:tensorflow:2018-12-10 01:13:30.948259: Step 2800: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:31.432485: Step 2810: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:31.432750: Step 2810: Cross entropy = 0.000521\n",
            "INFO:tensorflow:2018-12-10 01:13:31.481568: Step 2810: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:31.978315: Step 2820: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:31.978525: Step 2820: Cross entropy = 0.000880\n",
            "INFO:tensorflow:2018-12-10 01:13:32.025308: Step 2820: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:32.513467: Step 2830: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:32.513686: Step 2830: Cross entropy = 0.000664\n",
            "INFO:tensorflow:2018-12-10 01:13:32.559369: Step 2830: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:33.051787: Step 2840: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:33.051986: Step 2840: Cross entropy = 0.000700\n",
            "INFO:tensorflow:2018-12-10 01:13:33.098801: Step 2840: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:33.581020: Step 2850: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:33.581229: Step 2850: Cross entropy = 0.000758\n",
            "INFO:tensorflow:2018-12-10 01:13:33.627116: Step 2850: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:34.117875: Step 2860: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:34.118124: Step 2860: Cross entropy = 0.000549\n",
            "INFO:tensorflow:2018-12-10 01:13:34.164571: Step 2860: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:34.644401: Step 2870: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:34.644648: Step 2870: Cross entropy = 0.000493\n",
            "INFO:tensorflow:2018-12-10 01:13:34.691588: Step 2870: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:35.192248: Step 2880: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:35.192452: Step 2880: Cross entropy = 0.000594\n",
            "INFO:tensorflow:2018-12-10 01:13:35.240638: Step 2880: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:35.736026: Step 2890: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:35.736225: Step 2890: Cross entropy = 0.000526\n",
            "INFO:tensorflow:2018-12-10 01:13:35.782995: Step 2890: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:36.277868: Step 2900: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:36.278091: Step 2900: Cross entropy = 0.000535\n",
            "INFO:tensorflow:2018-12-10 01:13:36.325689: Step 2900: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:36.808899: Step 2910: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:36.809152: Step 2910: Cross entropy = 0.000638\n",
            "INFO:tensorflow:2018-12-10 01:13:36.855961: Step 2910: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:37.354996: Step 2920: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:37.355233: Step 2920: Cross entropy = 0.000612\n",
            "INFO:tensorflow:2018-12-10 01:13:37.404585: Step 2920: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:37.887675: Step 2930: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:37.887913: Step 2930: Cross entropy = 0.000715\n",
            "INFO:tensorflow:2018-12-10 01:13:37.934921: Step 2930: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:38.431493: Step 2940: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:38.431735: Step 2940: Cross entropy = 0.000675\n",
            "INFO:tensorflow:2018-12-10 01:13:38.478083: Step 2940: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:38.970679: Step 2950: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:38.970913: Step 2950: Cross entropy = 0.000863\n",
            "INFO:tensorflow:2018-12-10 01:13:39.018292: Step 2950: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:39.515419: Step 2960: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:39.515622: Step 2960: Cross entropy = 0.000484\n",
            "INFO:tensorflow:2018-12-10 01:13:39.562982: Step 2960: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:40.046037: Step 2970: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:40.046265: Step 2970: Cross entropy = 0.000740\n",
            "INFO:tensorflow:2018-12-10 01:13:40.102453: Step 2970: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:40.582750: Step 2980: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:40.582975: Step 2980: Cross entropy = 0.000675\n",
            "INFO:tensorflow:2018-12-10 01:13:40.630132: Step 2980: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:41.115470: Step 2990: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:41.115751: Step 2990: Cross entropy = 0.000784\n",
            "INFO:tensorflow:2018-12-10 01:13:41.173997: Step 2990: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:41.662569: Step 3000: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:41.662852: Step 3000: Cross entropy = 0.000424\n",
            "INFO:tensorflow:2018-12-10 01:13:41.710353: Step 3000: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:42.200698: Step 3010: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:42.200965: Step 3010: Cross entropy = 0.000526\n",
            "INFO:tensorflow:2018-12-10 01:13:42.247098: Step 3010: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:42.729784: Step 3020: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:42.730011: Step 3020: Cross entropy = 0.000498\n",
            "INFO:tensorflow:2018-12-10 01:13:42.777211: Step 3020: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:43.272436: Step 3030: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:43.272656: Step 3030: Cross entropy = 0.000549\n",
            "INFO:tensorflow:2018-12-10 01:13:43.319285: Step 3030: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:43.803345: Step 3040: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:43.803625: Step 3040: Cross entropy = 0.000652\n",
            "INFO:tensorflow:2018-12-10 01:13:43.851456: Step 3040: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:44.346578: Step 3050: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:44.346852: Step 3050: Cross entropy = 0.000624\n",
            "INFO:tensorflow:2018-12-10 01:13:44.394961: Step 3050: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:44.877949: Step 3060: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:44.878184: Step 3060: Cross entropy = 0.000215\n",
            "INFO:tensorflow:2018-12-10 01:13:44.925267: Step 3060: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:45.427320: Step 3070: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:45.427541: Step 3070: Cross entropy = 0.000701\n",
            "INFO:tensorflow:2018-12-10 01:13:45.474334: Step 3070: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:45.954227: Step 3080: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:45.954456: Step 3080: Cross entropy = 0.000795\n",
            "INFO:tensorflow:2018-12-10 01:13:46.000664: Step 3080: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:46.493535: Step 3090: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:46.493758: Step 3090: Cross entropy = 0.000552\n",
            "INFO:tensorflow:2018-12-10 01:13:46.541101: Step 3090: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:47.022827: Step 3100: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:47.023029: Step 3100: Cross entropy = 0.000524\n",
            "INFO:tensorflow:2018-12-10 01:13:47.070112: Step 3100: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:47.571215: Step 3110: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:47.571422: Step 3110: Cross entropy = 0.000434\n",
            "INFO:tensorflow:2018-12-10 01:13:47.617748: Step 3110: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:48.116866: Step 3120: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:48.117115: Step 3120: Cross entropy = 0.000519\n",
            "INFO:tensorflow:2018-12-10 01:13:48.163433: Step 3120: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:48.663965: Step 3130: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:48.664218: Step 3130: Cross entropy = 0.000465\n",
            "INFO:tensorflow:2018-12-10 01:13:48.711779: Step 3130: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:49.199801: Step 3140: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:49.199995: Step 3140: Cross entropy = 0.000549\n",
            "INFO:tensorflow:2018-12-10 01:13:49.247350: Step 3140: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:49.740545: Step 3150: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:49.740795: Step 3150: Cross entropy = 0.000745\n",
            "INFO:tensorflow:2018-12-10 01:13:49.788682: Step 3150: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:50.276013: Step 3160: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:50.276222: Step 3160: Cross entropy = 0.000698\n",
            "INFO:tensorflow:2018-12-10 01:13:50.324883: Step 3160: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:50.827251: Step 3170: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:50.827482: Step 3170: Cross entropy = 0.000746\n",
            "INFO:tensorflow:2018-12-10 01:13:50.874612: Step 3170: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:51.353781: Step 3180: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:51.354027: Step 3180: Cross entropy = 0.000590\n",
            "INFO:tensorflow:2018-12-10 01:13:51.400379: Step 3180: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:51.896683: Step 3190: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:51.896910: Step 3190: Cross entropy = 0.000508\n",
            "INFO:tensorflow:2018-12-10 01:13:51.942999: Step 3190: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:52.421825: Step 3200: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:52.422017: Step 3200: Cross entropy = 0.000529\n",
            "INFO:tensorflow:2018-12-10 01:13:52.470133: Step 3200: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:52.961389: Step 3210: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:52.961599: Step 3210: Cross entropy = 0.000678\n",
            "INFO:tensorflow:2018-12-10 01:13:53.009168: Step 3210: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:53.500351: Step 3220: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:53.500560: Step 3220: Cross entropy = 0.000457\n",
            "INFO:tensorflow:2018-12-10 01:13:53.559308: Step 3220: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:54.048368: Step 3230: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:54.048633: Step 3230: Cross entropy = 0.000645\n",
            "INFO:tensorflow:2018-12-10 01:13:54.095679: Step 3230: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:54.593288: Step 3240: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:54.593486: Step 3240: Cross entropy = 0.000787\n",
            "INFO:tensorflow:2018-12-10 01:13:54.640937: Step 3240: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:55.122297: Step 3250: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:55.122516: Step 3250: Cross entropy = 0.000633\n",
            "INFO:tensorflow:2018-12-10 01:13:55.175198: Step 3250: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:55.672139: Step 3260: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:55.672376: Step 3260: Cross entropy = 0.000696\n",
            "INFO:tensorflow:2018-12-10 01:13:55.719589: Step 3260: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:56.204797: Step 3270: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:56.205016: Step 3270: Cross entropy = 0.000445\n",
            "INFO:tensorflow:2018-12-10 01:13:56.251300: Step 3270: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:56.747178: Step 3280: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:56.747391: Step 3280: Cross entropy = 0.000797\n",
            "INFO:tensorflow:2018-12-10 01:13:56.794518: Step 3280: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:57.278187: Step 3290: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:57.278410: Step 3290: Cross entropy = 0.000604\n",
            "INFO:tensorflow:2018-12-10 01:13:57.326807: Step 3290: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:57.827623: Step 3300: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:57.827848: Step 3300: Cross entropy = 0.000676\n",
            "INFO:tensorflow:2018-12-10 01:13:57.874524: Step 3300: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:58.356011: Step 3310: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:58.356228: Step 3310: Cross entropy = 0.000638\n",
            "INFO:tensorflow:2018-12-10 01:13:58.402482: Step 3310: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:58.895294: Step 3320: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:58.895506: Step 3320: Cross entropy = 0.000662\n",
            "INFO:tensorflow:2018-12-10 01:13:58.941216: Step 3320: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:59.425856: Step 3330: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:59.426097: Step 3330: Cross entropy = 0.000621\n",
            "INFO:tensorflow:2018-12-10 01:13:59.471999: Step 3330: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:13:59.958733: Step 3340: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:13:59.958956: Step 3340: Cross entropy = 0.000571\n",
            "INFO:tensorflow:2018-12-10 01:14:00.005179: Step 3340: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:00.495334: Step 3350: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:00.495561: Step 3350: Cross entropy = 0.000540\n",
            "INFO:tensorflow:2018-12-10 01:14:00.542683: Step 3350: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:01.030362: Step 3360: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:01.030572: Step 3360: Cross entropy = 0.000569\n",
            "INFO:tensorflow:2018-12-10 01:14:01.078130: Step 3360: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:01.557370: Step 3370: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:01.557582: Step 3370: Cross entropy = 0.000422\n",
            "INFO:tensorflow:2018-12-10 01:14:01.605326: Step 3370: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:02.101464: Step 3380: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:02.101705: Step 3380: Cross entropy = 0.000825\n",
            "INFO:tensorflow:2018-12-10 01:14:02.148428: Step 3380: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:02.630464: Step 3390: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:02.630689: Step 3390: Cross entropy = 0.000624\n",
            "INFO:tensorflow:2018-12-10 01:14:02.678392: Step 3390: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:03.188964: Step 3400: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:03.189221: Step 3400: Cross entropy = 0.000609\n",
            "INFO:tensorflow:2018-12-10 01:14:03.234567: Step 3400: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:03.718359: Step 3410: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:03.718568: Step 3410: Cross entropy = 0.000472\n",
            "INFO:tensorflow:2018-12-10 01:14:03.765323: Step 3410: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:04.259983: Step 3420: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:04.260203: Step 3420: Cross entropy = 0.000554\n",
            "INFO:tensorflow:2018-12-10 01:14:04.309613: Step 3420: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:04.791360: Step 3430: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:04.791601: Step 3430: Cross entropy = 0.000586\n",
            "INFO:tensorflow:2018-12-10 01:14:04.837463: Step 3430: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:05.338004: Step 3440: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:05.338211: Step 3440: Cross entropy = 0.000551\n",
            "INFO:tensorflow:2018-12-10 01:14:05.386669: Step 3440: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:05.867049: Step 3450: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:05.867286: Step 3450: Cross entropy = 0.000482\n",
            "INFO:tensorflow:2018-12-10 01:14:05.915475: Step 3450: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:06.418219: Step 3460: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:06.418466: Step 3460: Cross entropy = 0.000587\n",
            "INFO:tensorflow:2018-12-10 01:14:06.465207: Step 3460: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:06.941968: Step 3470: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:06.942179: Step 3470: Cross entropy = 0.000553\n",
            "INFO:tensorflow:2018-12-10 01:14:06.996801: Step 3470: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:07.480730: Step 3480: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:07.480951: Step 3480: Cross entropy = 0.000592\n",
            "INFO:tensorflow:2018-12-10 01:14:07.527058: Step 3480: Validation accuracy = 81.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:08.003494: Step 3490: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:08.003701: Step 3490: Cross entropy = 0.000638\n",
            "INFO:tensorflow:2018-12-10 01:14:08.063764: Step 3490: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:08.545372: Step 3500: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:08.545591: Step 3500: Cross entropy = 0.000619\n",
            "INFO:tensorflow:2018-12-10 01:14:08.592076: Step 3500: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:09.081410: Step 3510: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:09.081644: Step 3510: Cross entropy = 0.000480\n",
            "INFO:tensorflow:2018-12-10 01:14:09.128806: Step 3510: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:09.607995: Step 3520: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:09.608202: Step 3520: Cross entropy = 0.000647\n",
            "INFO:tensorflow:2018-12-10 01:14:09.653161: Step 3520: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:10.145452: Step 3530: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:10.145658: Step 3530: Cross entropy = 0.000400\n",
            "INFO:tensorflow:2018-12-10 01:14:10.193873: Step 3530: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:10.677008: Step 3540: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:10.677237: Step 3540: Cross entropy = 0.000594\n",
            "INFO:tensorflow:2018-12-10 01:14:10.724250: Step 3540: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:11.217403: Step 3550: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:11.217630: Step 3550: Cross entropy = 0.000463\n",
            "INFO:tensorflow:2018-12-10 01:14:11.265442: Step 3550: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:11.747924: Step 3560: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:11.748153: Step 3560: Cross entropy = 0.000566\n",
            "INFO:tensorflow:2018-12-10 01:14:11.795497: Step 3560: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:12.294138: Step 3570: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:12.294357: Step 3570: Cross entropy = 0.000599\n",
            "INFO:tensorflow:2018-12-10 01:14:12.341959: Step 3570: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:12.822914: Step 3580: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:12.823197: Step 3580: Cross entropy = 0.000449\n",
            "INFO:tensorflow:2018-12-10 01:14:12.871997: Step 3580: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:13.364012: Step 3590: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:13.364219: Step 3590: Cross entropy = 0.000597\n",
            "INFO:tensorflow:2018-12-10 01:14:13.413390: Step 3590: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:13.895747: Step 3600: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:13.895973: Step 3600: Cross entropy = 0.000471\n",
            "INFO:tensorflow:2018-12-10 01:14:13.943506: Step 3600: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:14.440384: Step 3610: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:14.440613: Step 3610: Cross entropy = 0.000469\n",
            "INFO:tensorflow:2018-12-10 01:14:14.489322: Step 3610: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:14.971006: Step 3620: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:14.971204: Step 3620: Cross entropy = 0.000539\n",
            "INFO:tensorflow:2018-12-10 01:14:15.019154: Step 3620: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:15.518069: Step 3630: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:15.518277: Step 3630: Cross entropy = 0.000328\n",
            "INFO:tensorflow:2018-12-10 01:14:15.564299: Step 3630: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:16.052250: Step 3640: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:16.052483: Step 3640: Cross entropy = 0.000394\n",
            "INFO:tensorflow:2018-12-10 01:14:16.101073: Step 3640: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:16.599701: Step 3650: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:16.599925: Step 3650: Cross entropy = 0.000612\n",
            "INFO:tensorflow:2018-12-10 01:14:16.646790: Step 3650: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:17.134676: Step 3660: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:17.134956: Step 3660: Cross entropy = 0.000529\n",
            "INFO:tensorflow:2018-12-10 01:14:17.183205: Step 3660: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:17.675850: Step 3670: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:17.676117: Step 3670: Cross entropy = 0.000566\n",
            "INFO:tensorflow:2018-12-10 01:14:17.722643: Step 3670: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:18.200041: Step 3680: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:18.200276: Step 3680: Cross entropy = 0.000436\n",
            "INFO:tensorflow:2018-12-10 01:14:18.247145: Step 3680: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:18.744839: Step 3690: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:18.745047: Step 3690: Cross entropy = 0.000508\n",
            "INFO:tensorflow:2018-12-10 01:14:18.791763: Step 3690: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:19.277037: Step 3700: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:19.277292: Step 3700: Cross entropy = 0.000425\n",
            "INFO:tensorflow:2018-12-10 01:14:19.324659: Step 3700: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:19.816324: Step 3710: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:19.816597: Step 3710: Cross entropy = 0.000352\n",
            "INFO:tensorflow:2018-12-10 01:14:19.862486: Step 3710: Validation accuracy = 83.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:20.343345: Step 3720: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:20.343622: Step 3720: Cross entropy = 0.000395\n",
            "INFO:tensorflow:2018-12-10 01:14:20.389915: Step 3720: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:20.886835: Step 3730: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:20.887046: Step 3730: Cross entropy = 0.000809\n",
            "INFO:tensorflow:2018-12-10 01:14:20.935216: Step 3730: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:21.421487: Step 3740: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:21.421695: Step 3740: Cross entropy = 0.000645\n",
            "INFO:tensorflow:2018-12-10 01:14:21.474017: Step 3740: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:21.964375: Step 3750: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:21.964644: Step 3750: Cross entropy = 0.000631\n",
            "INFO:tensorflow:2018-12-10 01:14:22.011743: Step 3750: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:22.495992: Step 3760: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:22.496201: Step 3760: Cross entropy = 0.000361\n",
            "INFO:tensorflow:2018-12-10 01:14:22.554255: Step 3760: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:23.030963: Step 3770: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:23.031190: Step 3770: Cross entropy = 0.000576\n",
            "INFO:tensorflow:2018-12-10 01:14:23.078138: Step 3770: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:23.573207: Step 3780: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:23.573419: Step 3780: Cross entropy = 0.000494\n",
            "INFO:tensorflow:2018-12-10 01:14:23.619752: Step 3780: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:24.100685: Step 3790: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:24.100900: Step 3790: Cross entropy = 0.000445\n",
            "INFO:tensorflow:2018-12-10 01:14:24.148369: Step 3790: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:24.644767: Step 3800: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:24.645009: Step 3800: Cross entropy = 0.000608\n",
            "INFO:tensorflow:2018-12-10 01:14:24.693243: Step 3800: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:25.177797: Step 3810: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:25.178025: Step 3810: Cross entropy = 0.000480\n",
            "INFO:tensorflow:2018-12-10 01:14:25.226143: Step 3810: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:25.724145: Step 3820: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:25.724355: Step 3820: Cross entropy = 0.000478\n",
            "INFO:tensorflow:2018-12-10 01:14:25.771991: Step 3820: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:26.253586: Step 3830: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:26.253804: Step 3830: Cross entropy = 0.000434\n",
            "INFO:tensorflow:2018-12-10 01:14:26.302488: Step 3830: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:26.800653: Step 3840: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:26.800876: Step 3840: Cross entropy = 0.000492\n",
            "INFO:tensorflow:2018-12-10 01:14:26.848137: Step 3840: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:27.333386: Step 3850: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:27.333596: Step 3850: Cross entropy = 0.000436\n",
            "INFO:tensorflow:2018-12-10 01:14:27.381475: Step 3850: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:27.878599: Step 3860: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:27.878821: Step 3860: Cross entropy = 0.000452\n",
            "INFO:tensorflow:2018-12-10 01:14:27.925923: Step 3860: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:28.407974: Step 3870: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:28.408205: Step 3870: Cross entropy = 0.000494\n",
            "INFO:tensorflow:2018-12-10 01:14:28.454672: Step 3870: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:28.948244: Step 3880: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:28.948501: Step 3880: Cross entropy = 0.000663\n",
            "INFO:tensorflow:2018-12-10 01:14:28.995023: Step 3880: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:29.479086: Step 3890: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:29.479324: Step 3890: Cross entropy = 0.000576\n",
            "INFO:tensorflow:2018-12-10 01:14:29.527277: Step 3890: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:30.019852: Step 3900: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:30.020062: Step 3900: Cross entropy = 0.000460\n",
            "INFO:tensorflow:2018-12-10 01:14:30.067015: Step 3900: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:30.562332: Step 3910: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:30.562552: Step 3910: Cross entropy = 0.000553\n",
            "INFO:tensorflow:2018-12-10 01:14:30.610332: Step 3910: Validation accuracy = 97.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:31.102169: Step 3920: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:31.102379: Step 3920: Cross entropy = 0.000459\n",
            "INFO:tensorflow:2018-12-10 01:14:31.149900: Step 3920: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:31.638109: Step 3930: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:31.638320: Step 3930: Cross entropy = 0.000530\n",
            "INFO:tensorflow:2018-12-10 01:14:31.688928: Step 3930: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:32.189210: Step 3940: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:32.189429: Step 3940: Cross entropy = 0.000315\n",
            "INFO:tensorflow:2018-12-10 01:14:32.236013: Step 3940: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:32.727071: Step 3950: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:32.727287: Step 3950: Cross entropy = 0.000395\n",
            "INFO:tensorflow:2018-12-10 01:14:32.774969: Step 3950: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:33.271983: Step 3960: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:33.272202: Step 3960: Cross entropy = 0.000462\n",
            "INFO:tensorflow:2018-12-10 01:14:33.320587: Step 3960: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:33.806114: Step 3970: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:33.806338: Step 3970: Cross entropy = 0.000469\n",
            "INFO:tensorflow:2018-12-10 01:14:33.853545: Step 3970: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:34.350924: Step 3980: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:34.351142: Step 3980: Cross entropy = 0.000616\n",
            "INFO:tensorflow:2018-12-10 01:14:34.397501: Step 3980: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:34.880232: Step 3990: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:34.880467: Step 3990: Cross entropy = 0.000386\n",
            "INFO:tensorflow:2018-12-10 01:14:34.939604: Step 3990: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:35.434255: Step 4000: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:35.434472: Step 4000: Cross entropy = 0.000507\n",
            "INFO:tensorflow:2018-12-10 01:14:35.482885: Step 4000: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:35.979196: Step 4010: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:35.979408: Step 4010: Cross entropy = 0.000482\n",
            "INFO:tensorflow:2018-12-10 01:14:36.026417: Step 4010: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:36.510593: Step 4020: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:36.510853: Step 4020: Cross entropy = 0.000376\n",
            "INFO:tensorflow:2018-12-10 01:14:36.557181: Step 4020: Validation accuracy = 80.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:37.057310: Step 4030: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:37.057517: Step 4030: Cross entropy = 0.000696\n",
            "INFO:tensorflow:2018-12-10 01:14:37.106918: Step 4030: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:37.595271: Step 4040: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:37.595482: Step 4040: Cross entropy = 0.000550\n",
            "INFO:tensorflow:2018-12-10 01:14:37.642269: Step 4040: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:38.142088: Step 4050: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:38.142312: Step 4050: Cross entropy = 0.000321\n",
            "INFO:tensorflow:2018-12-10 01:14:38.189228: Step 4050: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:38.670190: Step 4060: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:38.670450: Step 4060: Cross entropy = 0.000782\n",
            "INFO:tensorflow:2018-12-10 01:14:38.716861: Step 4060: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:39.218367: Step 4070: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:39.218564: Step 4070: Cross entropy = 0.000496\n",
            "INFO:tensorflow:2018-12-10 01:14:39.265594: Step 4070: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:39.752207: Step 4080: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:39.752413: Step 4080: Cross entropy = 0.000419\n",
            "INFO:tensorflow:2018-12-10 01:14:39.799784: Step 4080: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:40.301579: Step 4090: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:40.301806: Step 4090: Cross entropy = 0.000293\n",
            "INFO:tensorflow:2018-12-10 01:14:40.347633: Step 4090: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:40.831816: Step 4100: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:40.832032: Step 4100: Cross entropy = 0.000535\n",
            "INFO:tensorflow:2018-12-10 01:14:40.878272: Step 4100: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:41.373936: Step 4110: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:41.374160: Step 4110: Cross entropy = 0.000460\n",
            "INFO:tensorflow:2018-12-10 01:14:41.420987: Step 4110: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:41.904268: Step 4120: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:41.904468: Step 4120: Cross entropy = 0.000348\n",
            "INFO:tensorflow:2018-12-10 01:14:41.950756: Step 4120: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:42.449020: Step 4130: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:42.449258: Step 4130: Cross entropy = 0.000374\n",
            "INFO:tensorflow:2018-12-10 01:14:42.496446: Step 4130: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:42.982080: Step 4140: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:42.982284: Step 4140: Cross entropy = 0.000463\n",
            "INFO:tensorflow:2018-12-10 01:14:43.029083: Step 4140: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:43.529968: Step 4150: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:43.530199: Step 4150: Cross entropy = 0.000575\n",
            "INFO:tensorflow:2018-12-10 01:14:43.577218: Step 4150: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:44.061513: Step 4160: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:44.061749: Step 4160: Cross entropy = 0.000504\n",
            "INFO:tensorflow:2018-12-10 01:14:44.108791: Step 4160: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:44.608390: Step 4170: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:44.608588: Step 4170: Cross entropy = 0.000490\n",
            "INFO:tensorflow:2018-12-10 01:14:44.656291: Step 4170: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:45.143358: Step 4180: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:45.143599: Step 4180: Cross entropy = 0.000568\n",
            "INFO:tensorflow:2018-12-10 01:14:45.192593: Step 4180: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:45.693058: Step 4190: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:45.693265: Step 4190: Cross entropy = 0.000497\n",
            "INFO:tensorflow:2018-12-10 01:14:45.741254: Step 4190: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:46.227268: Step 4200: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:46.227470: Step 4200: Cross entropy = 0.000358\n",
            "INFO:tensorflow:2018-12-10 01:14:46.276110: Step 4200: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:46.776647: Step 4210: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:46.776916: Step 4210: Cross entropy = 0.000587\n",
            "INFO:tensorflow:2018-12-10 01:14:46.823687: Step 4210: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:47.310409: Step 4220: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:47.310616: Step 4220: Cross entropy = 0.000367\n",
            "INFO:tensorflow:2018-12-10 01:14:47.371839: Step 4220: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:47.861242: Step 4230: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:47.861483: Step 4230: Cross entropy = 0.000420\n",
            "INFO:tensorflow:2018-12-10 01:14:47.909466: Step 4230: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:48.424542: Step 4240: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:48.424776: Step 4240: Cross entropy = 0.000394\n",
            "INFO:tensorflow:2018-12-10 01:14:48.472476: Step 4240: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:48.956635: Step 4250: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:48.956886: Step 4250: Cross entropy = 0.000463\n",
            "INFO:tensorflow:2018-12-10 01:14:49.003916: Step 4250: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:49.508685: Step 4260: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:49.508923: Step 4260: Cross entropy = 0.000539\n",
            "INFO:tensorflow:2018-12-10 01:14:49.556063: Step 4260: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:50.042411: Step 4270: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:50.042615: Step 4270: Cross entropy = 0.000435\n",
            "INFO:tensorflow:2018-12-10 01:14:50.090005: Step 4270: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:50.587222: Step 4280: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:50.587426: Step 4280: Cross entropy = 0.000314\n",
            "INFO:tensorflow:2018-12-10 01:14:50.636640: Step 4280: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:51.117095: Step 4290: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:51.117309: Step 4290: Cross entropy = 0.000569\n",
            "INFO:tensorflow:2018-12-10 01:14:51.165978: Step 4290: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:51.661554: Step 4300: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:51.661792: Step 4300: Cross entropy = 0.000406\n",
            "INFO:tensorflow:2018-12-10 01:14:51.709511: Step 4300: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:52.195939: Step 4310: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:52.196245: Step 4310: Cross entropy = 0.000554\n",
            "INFO:tensorflow:2018-12-10 01:14:52.244272: Step 4310: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:52.749215: Step 4320: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:52.749501: Step 4320: Cross entropy = 0.000458\n",
            "INFO:tensorflow:2018-12-10 01:14:52.797466: Step 4320: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:53.280151: Step 4330: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:53.280349: Step 4330: Cross entropy = 0.000435\n",
            "INFO:tensorflow:2018-12-10 01:14:53.327982: Step 4330: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:53.820706: Step 4340: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:53.820984: Step 4340: Cross entropy = 0.000402\n",
            "INFO:tensorflow:2018-12-10 01:14:53.868344: Step 4340: Validation accuracy = 97.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:54.349494: Step 4350: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:54.349740: Step 4350: Cross entropy = 0.000428\n",
            "INFO:tensorflow:2018-12-10 01:14:54.396609: Step 4350: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:54.893564: Step 4360: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:54.893835: Step 4360: Cross entropy = 0.000585\n",
            "INFO:tensorflow:2018-12-10 01:14:54.940437: Step 4360: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:55.430292: Step 4370: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:55.430495: Step 4370: Cross entropy = 0.000453\n",
            "INFO:tensorflow:2018-12-10 01:14:55.479023: Step 4370: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:55.976068: Step 4380: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:55.976280: Step 4380: Cross entropy = 0.000406\n",
            "INFO:tensorflow:2018-12-10 01:14:56.022544: Step 4380: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:56.508844: Step 4390: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:56.509041: Step 4390: Cross entropy = 0.000359\n",
            "INFO:tensorflow:2018-12-10 01:14:56.555758: Step 4390: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:57.050582: Step 4400: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:57.050821: Step 4400: Cross entropy = 0.000437\n",
            "INFO:tensorflow:2018-12-10 01:14:57.099323: Step 4400: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:57.583647: Step 4410: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:57.583893: Step 4410: Cross entropy = 0.000405\n",
            "INFO:tensorflow:2018-12-10 01:14:57.631461: Step 4410: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:58.128033: Step 4420: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:58.128235: Step 4420: Cross entropy = 0.000396\n",
            "INFO:tensorflow:2018-12-10 01:14:58.174609: Step 4420: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:58.662748: Step 4430: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:58.662960: Step 4430: Cross entropy = 0.000304\n",
            "INFO:tensorflow:2018-12-10 01:14:58.716952: Step 4430: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:59.208152: Step 4440: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:59.208357: Step 4440: Cross entropy = 0.000401\n",
            "INFO:tensorflow:2018-12-10 01:14:59.254965: Step 4440: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:14:59.738466: Step 4450: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:14:59.738756: Step 4450: Cross entropy = 0.000445\n",
            "INFO:tensorflow:2018-12-10 01:14:59.794691: Step 4450: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:00.283207: Step 4460: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:00.283401: Step 4460: Cross entropy = 0.000315\n",
            "INFO:tensorflow:2018-12-10 01:15:00.331264: Step 4460: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:00.843686: Step 4470: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:00.843913: Step 4470: Cross entropy = 0.000495\n",
            "INFO:tensorflow:2018-12-10 01:15:00.892484: Step 4470: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:01.375821: Step 4480: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:01.376041: Step 4480: Cross entropy = 0.000485\n",
            "INFO:tensorflow:2018-12-10 01:15:01.421919: Step 4480: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:01.923385: Step 4490: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:01.923616: Step 4490: Cross entropy = 0.000473\n",
            "INFO:tensorflow:2018-12-10 01:15:01.971424: Step 4490: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:02.453980: Step 4500: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:02.454251: Step 4500: Cross entropy = 0.000445\n",
            "INFO:tensorflow:2018-12-10 01:15:02.505602: Step 4500: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:03.001699: Step 4510: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:03.001950: Step 4510: Cross entropy = 0.000381\n",
            "INFO:tensorflow:2018-12-10 01:15:03.049074: Step 4510: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:03.534638: Step 4520: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:03.534895: Step 4520: Cross entropy = 0.000409\n",
            "INFO:tensorflow:2018-12-10 01:15:03.581743: Step 4520: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:04.069857: Step 4530: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:04.070068: Step 4530: Cross entropy = 0.000426\n",
            "INFO:tensorflow:2018-12-10 01:15:04.116248: Step 4530: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:04.601156: Step 4540: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:04.601379: Step 4540: Cross entropy = 0.000502\n",
            "INFO:tensorflow:2018-12-10 01:15:04.651844: Step 4540: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:05.147420: Step 4550: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:05.147660: Step 4550: Cross entropy = 0.000378\n",
            "INFO:tensorflow:2018-12-10 01:15:05.195695: Step 4550: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:05.677822: Step 4560: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:05.678013: Step 4560: Cross entropy = 0.000389\n",
            "INFO:tensorflow:2018-12-10 01:15:05.724650: Step 4560: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:06.221484: Step 4570: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:06.221696: Step 4570: Cross entropy = 0.000487\n",
            "INFO:tensorflow:2018-12-10 01:15:06.268953: Step 4570: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:06.746934: Step 4580: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:06.747156: Step 4580: Cross entropy = 0.000547\n",
            "INFO:tensorflow:2018-12-10 01:15:06.795097: Step 4580: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:07.289418: Step 4590: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:07.289656: Step 4590: Cross entropy = 0.000445\n",
            "INFO:tensorflow:2018-12-10 01:15:07.337321: Step 4590: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:07.831227: Step 4600: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:07.831451: Step 4600: Cross entropy = 0.000407\n",
            "INFO:tensorflow:2018-12-10 01:15:07.878023: Step 4600: Validation accuracy = 82.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:08.376800: Step 4610: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:08.377001: Step 4610: Cross entropy = 0.000460\n",
            "INFO:tensorflow:2018-12-10 01:15:08.423395: Step 4610: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:08.899507: Step 4620: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:08.899725: Step 4620: Cross entropy = 0.000470\n",
            "INFO:tensorflow:2018-12-10 01:15:08.947255: Step 4620: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:09.448000: Step 4630: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:09.448209: Step 4630: Cross entropy = 0.000547\n",
            "INFO:tensorflow:2018-12-10 01:15:09.494023: Step 4630: Validation accuracy = 83.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:09.973366: Step 4640: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:09.973573: Step 4640: Cross entropy = 0.000404\n",
            "INFO:tensorflow:2018-12-10 01:15:10.030796: Step 4640: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:10.526571: Step 4650: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:10.526806: Step 4650: Cross entropy = 0.000466\n",
            "INFO:tensorflow:2018-12-10 01:15:10.574529: Step 4650: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:11.055685: Step 4660: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:11.055926: Step 4660: Cross entropy = 0.000407\n",
            "INFO:tensorflow:2018-12-10 01:15:11.102918: Step 4660: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:11.602606: Step 4670: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:11.602835: Step 4670: Cross entropy = 0.000405\n",
            "INFO:tensorflow:2018-12-10 01:15:11.649555: Step 4670: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:12.130886: Step 4680: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:12.131118: Step 4680: Cross entropy = 0.000431\n",
            "INFO:tensorflow:2018-12-10 01:15:12.190452: Step 4680: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:12.682144: Step 4690: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:12.682366: Step 4690: Cross entropy = 0.000373\n",
            "INFO:tensorflow:2018-12-10 01:15:12.729265: Step 4690: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:13.224919: Step 4700: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:13.225158: Step 4700: Cross entropy = 0.000382\n",
            "INFO:tensorflow:2018-12-10 01:15:13.273586: Step 4700: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:13.754314: Step 4710: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:13.754537: Step 4710: Cross entropy = 0.000447\n",
            "INFO:tensorflow:2018-12-10 01:15:13.802205: Step 4710: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:14.302869: Step 4720: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:14.303111: Step 4720: Cross entropy = 0.000263\n",
            "INFO:tensorflow:2018-12-10 01:15:14.351689: Step 4720: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:14.833406: Step 4730: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:14.833699: Step 4730: Cross entropy = 0.000405\n",
            "INFO:tensorflow:2018-12-10 01:15:14.880416: Step 4730: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:15.378115: Step 4740: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:15.378312: Step 4740: Cross entropy = 0.000379\n",
            "INFO:tensorflow:2018-12-10 01:15:15.425359: Step 4740: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:15.901871: Step 4750: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:15.902132: Step 4750: Cross entropy = 0.000594\n",
            "INFO:tensorflow:2018-12-10 01:15:15.949112: Step 4750: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:16.447319: Step 4760: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:16.447553: Step 4760: Cross entropy = 0.000480\n",
            "INFO:tensorflow:2018-12-10 01:15:16.494873: Step 4760: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:16.976435: Step 4770: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:16.976657: Step 4770: Cross entropy = 0.000394\n",
            "INFO:tensorflow:2018-12-10 01:15:17.023211: Step 4770: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:17.520343: Step 4780: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:17.520564: Step 4780: Cross entropy = 0.000640\n",
            "INFO:tensorflow:2018-12-10 01:15:17.566469: Step 4780: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:18.052131: Step 4790: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:18.052364: Step 4790: Cross entropy = 0.000359\n",
            "INFO:tensorflow:2018-12-10 01:15:18.100623: Step 4790: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:18.591957: Step 4800: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:18.592232: Step 4800: Cross entropy = 0.000328\n",
            "INFO:tensorflow:2018-12-10 01:15:18.638036: Step 4800: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:19.116143: Step 4810: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:19.116347: Step 4810: Cross entropy = 0.000231\n",
            "INFO:tensorflow:2018-12-10 01:15:19.162538: Step 4810: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:19.655595: Step 4820: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:19.655818: Step 4820: Cross entropy = 0.000387\n",
            "INFO:tensorflow:2018-12-10 01:15:19.702269: Step 4820: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:20.182586: Step 4830: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:20.182882: Step 4830: Cross entropy = 0.000445\n",
            "INFO:tensorflow:2018-12-10 01:15:20.230050: Step 4830: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:20.726362: Step 4840: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:20.726615: Step 4840: Cross entropy = 0.000381\n",
            "INFO:tensorflow:2018-12-10 01:15:20.772554: Step 4840: Validation accuracy = 82.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:21.254562: Step 4850: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:21.254837: Step 4850: Cross entropy = 0.000372\n",
            "INFO:tensorflow:2018-12-10 01:15:21.302140: Step 4850: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:21.794312: Step 4860: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:21.794517: Step 4860: Cross entropy = 0.000396\n",
            "INFO:tensorflow:2018-12-10 01:15:21.841314: Step 4860: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:22.328917: Step 4870: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:22.329158: Step 4870: Cross entropy = 0.000535\n",
            "INFO:tensorflow:2018-12-10 01:15:22.376181: Step 4870: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:22.872948: Step 4880: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:22.873223: Step 4880: Cross entropy = 0.000546\n",
            "INFO:tensorflow:2018-12-10 01:15:22.919430: Step 4880: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:23.410479: Step 4890: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:23.410748: Step 4890: Cross entropy = 0.000478\n",
            "INFO:tensorflow:2018-12-10 01:15:23.457918: Step 4890: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:23.952330: Step 4900: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:23.952571: Step 4900: Cross entropy = 0.000413\n",
            "INFO:tensorflow:2018-12-10 01:15:24.001564: Step 4900: Validation accuracy = 83.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:24.490070: Step 4910: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:24.490294: Step 4910: Cross entropy = 0.000312\n",
            "INFO:tensorflow:2018-12-10 01:15:24.538521: Step 4910: Validation accuracy = 96.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:25.035383: Step 4920: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:25.035627: Step 4920: Cross entropy = 0.000446\n",
            "INFO:tensorflow:2018-12-10 01:15:25.083675: Step 4920: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:25.570759: Step 4930: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:25.570980: Step 4930: Cross entropy = 0.000235\n",
            "INFO:tensorflow:2018-12-10 01:15:25.623978: Step 4930: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:26.112021: Step 4940: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:26.112240: Step 4940: Cross entropy = 0.000296\n",
            "INFO:tensorflow:2018-12-10 01:15:26.158759: Step 4940: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:26.649464: Step 4950: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:26.649746: Step 4950: Cross entropy = 0.000363\n",
            "INFO:tensorflow:2018-12-10 01:15:26.704603: Step 4950: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:27.180916: Step 4960: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:27.181210: Step 4960: Cross entropy = 0.000249\n",
            "INFO:tensorflow:2018-12-10 01:15:27.227869: Step 4960: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:27.719429: Step 4970: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:27.719661: Step 4970: Cross entropy = 0.000393\n",
            "INFO:tensorflow:2018-12-10 01:15:27.768613: Step 4970: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:28.253319: Step 4980: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:28.253591: Step 4980: Cross entropy = 0.000365\n",
            "INFO:tensorflow:2018-12-10 01:15:28.301496: Step 4980: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:28.794977: Step 4990: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:28.795193: Step 4990: Cross entropy = 0.000508\n",
            "INFO:tensorflow:2018-12-10 01:15:28.843031: Step 4990: Validation accuracy = 83.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:29.322784: Step 5000: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:29.323003: Step 5000: Cross entropy = 0.000576\n",
            "INFO:tensorflow:2018-12-10 01:15:29.370049: Step 5000: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:29.861483: Step 5010: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:29.861707: Step 5010: Cross entropy = 0.000449\n",
            "INFO:tensorflow:2018-12-10 01:15:29.908825: Step 5010: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:30.402306: Step 5020: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:30.402501: Step 5020: Cross entropy = 0.000453\n",
            "INFO:tensorflow:2018-12-10 01:15:30.450404: Step 5020: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:30.951203: Step 5030: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:30.951426: Step 5030: Cross entropy = 0.000317\n",
            "INFO:tensorflow:2018-12-10 01:15:30.998008: Step 5030: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:31.482076: Step 5040: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:31.482291: Step 5040: Cross entropy = 0.000385\n",
            "INFO:tensorflow:2018-12-10 01:15:31.528380: Step 5040: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:32.020044: Step 5050: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:32.020274: Step 5050: Cross entropy = 0.000434\n",
            "INFO:tensorflow:2018-12-10 01:15:32.067027: Step 5050: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:32.551409: Step 5060: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:32.551642: Step 5060: Cross entropy = 0.000352\n",
            "INFO:tensorflow:2018-12-10 01:15:32.598524: Step 5060: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:33.101309: Step 5070: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:33.101552: Step 5070: Cross entropy = 0.000335\n",
            "INFO:tensorflow:2018-12-10 01:15:33.148665: Step 5070: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:33.631859: Step 5080: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:33.632072: Step 5080: Cross entropy = 0.000342\n",
            "INFO:tensorflow:2018-12-10 01:15:33.678682: Step 5080: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:34.179621: Step 5090: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:34.179867: Step 5090: Cross entropy = 0.000377\n",
            "INFO:tensorflow:2018-12-10 01:15:34.226190: Step 5090: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:34.704987: Step 5100: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:34.705227: Step 5100: Cross entropy = 0.000423\n",
            "INFO:tensorflow:2018-12-10 01:15:34.752872: Step 5100: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:35.249250: Step 5110: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:35.249881: Step 5110: Cross entropy = 0.000359\n",
            "INFO:tensorflow:2018-12-10 01:15:35.297779: Step 5110: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:35.779437: Step 5120: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:35.779641: Step 5120: Cross entropy = 0.000321\n",
            "INFO:tensorflow:2018-12-10 01:15:35.827519: Step 5120: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:36.327163: Step 5130: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:36.327381: Step 5130: Cross entropy = 0.000630\n",
            "INFO:tensorflow:2018-12-10 01:15:36.375426: Step 5130: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:36.854957: Step 5140: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:36.855207: Step 5140: Cross entropy = 0.000393\n",
            "INFO:tensorflow:2018-12-10 01:15:36.902787: Step 5140: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:37.400820: Step 5150: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:37.401026: Step 5150: Cross entropy = 0.000366\n",
            "INFO:tensorflow:2018-12-10 01:15:37.447772: Step 5150: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:37.930957: Step 5160: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:37.931170: Step 5160: Cross entropy = 0.000391\n",
            "INFO:tensorflow:2018-12-10 01:15:37.977645: Step 5160: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:38.482306: Step 5170: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:38.482517: Step 5170: Cross entropy = 0.000267\n",
            "INFO:tensorflow:2018-12-10 01:15:38.528888: Step 5170: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:39.009832: Step 5180: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:39.010104: Step 5180: Cross entropy = 0.000374\n",
            "INFO:tensorflow:2018-12-10 01:15:39.059929: Step 5180: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:39.559671: Step 5190: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:39.559936: Step 5190: Cross entropy = 0.000544\n",
            "INFO:tensorflow:2018-12-10 01:15:39.607629: Step 5190: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:40.086157: Step 5200: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:40.086403: Step 5200: Cross entropy = 0.000252\n",
            "INFO:tensorflow:2018-12-10 01:15:40.146374: Step 5200: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:40.634737: Step 5210: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:40.634956: Step 5210: Cross entropy = 0.000464\n",
            "INFO:tensorflow:2018-12-10 01:15:40.680946: Step 5210: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:41.178741: Step 5220: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:41.178971: Step 5220: Cross entropy = 0.000569\n",
            "INFO:tensorflow:2018-12-10 01:15:41.225814: Step 5220: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:41.709250: Step 5230: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:41.709467: Step 5230: Cross entropy = 0.000387\n",
            "INFO:tensorflow:2018-12-10 01:15:41.756926: Step 5230: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:42.252284: Step 5240: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:42.252490: Step 5240: Cross entropy = 0.000464\n",
            "INFO:tensorflow:2018-12-10 01:15:42.300588: Step 5240: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:42.779540: Step 5250: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:42.779833: Step 5250: Cross entropy = 0.000305\n",
            "INFO:tensorflow:2018-12-10 01:15:42.827297: Step 5250: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:43.326604: Step 5260: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:43.326864: Step 5260: Cross entropy = 0.000317\n",
            "INFO:tensorflow:2018-12-10 01:15:43.374258: Step 5260: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:43.857206: Step 5270: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:43.857417: Step 5270: Cross entropy = 0.000399\n",
            "INFO:tensorflow:2018-12-10 01:15:43.904364: Step 5270: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:44.401291: Step 5280: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:44.401506: Step 5280: Cross entropy = 0.000406\n",
            "INFO:tensorflow:2018-12-10 01:15:44.448638: Step 5280: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:44.931158: Step 5290: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:44.931434: Step 5290: Cross entropy = 0.000514\n",
            "INFO:tensorflow:2018-12-10 01:15:44.979214: Step 5290: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:45.476200: Step 5300: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:45.476428: Step 5300: Cross entropy = 0.000398\n",
            "INFO:tensorflow:2018-12-10 01:15:45.521956: Step 5300: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:46.000568: Step 5310: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:46.000837: Step 5310: Cross entropy = 0.000476\n",
            "INFO:tensorflow:2018-12-10 01:15:46.047977: Step 5310: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:46.538626: Step 5320: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:46.538865: Step 5320: Cross entropy = 0.000336\n",
            "INFO:tensorflow:2018-12-10 01:15:46.585884: Step 5320: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:47.064850: Step 5330: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:47.065146: Step 5330: Cross entropy = 0.000431\n",
            "INFO:tensorflow:2018-12-10 01:15:47.110873: Step 5330: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:47.610562: Step 5340: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:47.610803: Step 5340: Cross entropy = 0.000520\n",
            "INFO:tensorflow:2018-12-10 01:15:47.657756: Step 5340: Validation accuracy = 95.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:48.138667: Step 5350: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:48.138945: Step 5350: Cross entropy = 0.000275\n",
            "INFO:tensorflow:2018-12-10 01:15:48.188992: Step 5350: Validation accuracy = 81.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:48.716304: Step 5360: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:48.716516: Step 5360: Cross entropy = 0.000322\n",
            "INFO:tensorflow:2018-12-10 01:15:48.762954: Step 5360: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:49.253014: Step 5370: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:49.253246: Step 5370: Cross entropy = 0.000434\n",
            "INFO:tensorflow:2018-12-10 01:15:49.301106: Step 5370: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:49.800156: Step 5380: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:49.800376: Step 5380: Cross entropy = 0.000369\n",
            "INFO:tensorflow:2018-12-10 01:15:49.849015: Step 5380: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:50.334507: Step 5390: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:50.334736: Step 5390: Cross entropy = 0.000411\n",
            "INFO:tensorflow:2018-12-10 01:15:50.381811: Step 5390: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:50.887382: Step 5400: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:50.887604: Step 5400: Cross entropy = 0.000260\n",
            "INFO:tensorflow:2018-12-10 01:15:50.934058: Step 5400: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:51.417611: Step 5410: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:51.417835: Step 5410: Cross entropy = 0.000352\n",
            "INFO:tensorflow:2018-12-10 01:15:51.465933: Step 5410: Validation accuracy = 91.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:15:51.961613: Step 5420: Cross entropy = 0.000397\n",
            "INFO:tensorflow:2018-12-10 01:15:52.008495: Step 5420: Validation accuracy = 90.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:15:52.496678: Step 5430: Cross entropy = 0.000493\n",
            "INFO:tensorflow:2018-12-10 01:15:52.554602: Step 5430: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:53.034910: Step 5440: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:53.035166: Step 5440: Cross entropy = 0.000388\n",
            "INFO:tensorflow:2018-12-10 01:15:53.081511: Step 5440: Validation accuracy = 82.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:15:53.571351: Step 5450: Cross entropy = 0.000421\n",
            "INFO:tensorflow:2018-12-10 01:15:53.623248: Step 5450: Validation accuracy = 90.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:15:54.111999: Step 5460: Cross entropy = 0.000378\n",
            "INFO:tensorflow:2018-12-10 01:15:54.159892: Step 5460: Validation accuracy = 92.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:15:54.658308: Step 5470: Cross entropy = 0.000324\n",
            "INFO:tensorflow:2018-12-10 01:15:54.705574: Step 5470: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:55.187577: Step 5480: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:55.187817: Step 5480: Cross entropy = 0.000336\n",
            "INFO:tensorflow:2018-12-10 01:15:55.234881: Step 5480: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:55.735641: Step 5490: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:55.735882: Step 5490: Cross entropy = 0.000329\n",
            "INFO:tensorflow:2018-12-10 01:15:55.783186: Step 5490: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:56.268784: Step 5500: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:56.269036: Step 5500: Cross entropy = 0.000332\n",
            "INFO:tensorflow:2018-12-10 01:15:56.316611: Step 5500: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:56.804639: Step 5510: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:56.804889: Step 5510: Cross entropy = 0.000336\n",
            "INFO:tensorflow:2018-12-10 01:15:56.853075: Step 5510: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:57.331432: Step 5520: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:57.331639: Step 5520: Cross entropy = 0.000334\n",
            "INFO:tensorflow:2018-12-10 01:15:57.377919: Step 5520: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:57.866215: Step 5530: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:57.866488: Step 5530: Cross entropy = 0.000275\n",
            "INFO:tensorflow:2018-12-10 01:15:57.911848: Step 5530: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:58.393301: Step 5540: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:58.393517: Step 5540: Cross entropy = 0.000321\n",
            "INFO:tensorflow:2018-12-10 01:15:58.440149: Step 5540: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:58.931231: Step 5550: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:58.931455: Step 5550: Cross entropy = 0.000457\n",
            "INFO:tensorflow:2018-12-10 01:15:58.979674: Step 5550: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:15:59.465886: Step 5560: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:15:59.466121: Step 5560: Cross entropy = 0.000363\n",
            "INFO:tensorflow:2018-12-10 01:15:59.512130: Step 5560: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:00.002735: Step 5570: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:00.002943: Step 5570: Cross entropy = 0.000361\n",
            "INFO:tensorflow:2018-12-10 01:16:00.050120: Step 5570: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:00.546163: Step 5580: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:00.546418: Step 5580: Cross entropy = 0.000377\n",
            "INFO:tensorflow:2018-12-10 01:16:00.596000: Step 5580: Validation accuracy = 88.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:16:01.090644: Step 5590: Cross entropy = 0.000363\n",
            "INFO:tensorflow:2018-12-10 01:16:01.136089: Step 5590: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:01.615769: Step 5600: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:01.616009: Step 5600: Cross entropy = 0.000428\n",
            "INFO:tensorflow:2018-12-10 01:16:01.662894: Step 5600: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:02.155133: Step 5610: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:02.155345: Step 5610: Cross entropy = 0.000375\n",
            "INFO:tensorflow:2018-12-10 01:16:02.203562: Step 5610: Validation accuracy = 94.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:16:02.689673: Step 5620: Cross entropy = 0.000301\n",
            "INFO:tensorflow:2018-12-10 01:16:02.735548: Step 5620: Validation accuracy = 95.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:16:03.250676: Step 5630: Cross entropy = 0.000460\n",
            "INFO:tensorflow:2018-12-10 01:16:03.299945: Step 5630: Validation accuracy = 92.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:16:03.798478: Step 5640: Cross entropy = 0.000407\n",
            "INFO:tensorflow:2018-12-10 01:16:03.846792: Step 5640: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:04.357096: Step 5650: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:04.357306: Step 5650: Cross entropy = 0.000381\n",
            "INFO:tensorflow:2018-12-10 01:16:04.405408: Step 5650: Validation accuracy = 96.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:16:04.901209: Step 5660: Cross entropy = 0.000356\n",
            "INFO:tensorflow:2018-12-10 01:16:04.961228: Step 5660: Validation accuracy = 90.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:16:05.469503: Step 5670: Cross entropy = 0.000337\n",
            "INFO:tensorflow:2018-12-10 01:16:05.518814: Step 5670: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:06.025912: Step 5680: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:06.026173: Step 5680: Cross entropy = 0.000306\n",
            "INFO:tensorflow:2018-12-10 01:16:06.074226: Step 5680: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:06.569093: Step 5690: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:06.569319: Step 5690: Cross entropy = 0.000274\n",
            "INFO:tensorflow:2018-12-10 01:16:06.617474: Step 5690: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:07.126962: Step 5700: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:07.127228: Step 5700: Cross entropy = 0.000400\n",
            "INFO:tensorflow:2018-12-10 01:16:07.176481: Step 5700: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:07.672930: Step 5710: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:07.673196: Step 5710: Cross entropy = 0.000354\n",
            "INFO:tensorflow:2018-12-10 01:16:07.721222: Step 5710: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:08.231305: Step 5720: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:08.231506: Step 5720: Cross entropy = 0.000363\n",
            "INFO:tensorflow:2018-12-10 01:16:08.280059: Step 5720: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:08.769242: Step 5730: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:08.769459: Step 5730: Cross entropy = 0.000346\n",
            "INFO:tensorflow:2018-12-10 01:16:08.815745: Step 5730: Validation accuracy = 84.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:09.311427: Step 5740: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:09.311661: Step 5740: Cross entropy = 0.000415\n",
            "INFO:tensorflow:2018-12-10 01:16:09.358162: Step 5740: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:09.835349: Step 5750: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:09.835576: Step 5750: Cross entropy = 0.000418\n",
            "INFO:tensorflow:2018-12-10 01:16:09.883306: Step 5750: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:10.380301: Step 5760: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:10.380512: Step 5760: Cross entropy = 0.000439\n",
            "INFO:tensorflow:2018-12-10 01:16:10.426487: Step 5760: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:10.911128: Step 5770: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:10.911342: Step 5770: Cross entropy = 0.000246\n",
            "INFO:tensorflow:2018-12-10 01:16:10.957767: Step 5770: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:11.450332: Step 5780: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:11.450551: Step 5780: Cross entropy = 0.000298\n",
            "INFO:tensorflow:2018-12-10 01:16:11.497524: Step 5780: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:11.976966: Step 5790: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:11.977191: Step 5790: Cross entropy = 0.000277\n",
            "INFO:tensorflow:2018-12-10 01:16:12.022880: Step 5790: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:12.517367: Step 5800: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:12.517568: Step 5800: Cross entropy = 0.000302\n",
            "INFO:tensorflow:2018-12-10 01:16:12.563178: Step 5800: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:13.043884: Step 5810: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:13.044109: Step 5810: Cross entropy = 0.000235\n",
            "INFO:tensorflow:2018-12-10 01:16:13.091118: Step 5810: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:13.583262: Step 5820: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:13.583475: Step 5820: Cross entropy = 0.000288\n",
            "INFO:tensorflow:2018-12-10 01:16:13.630182: Step 5820: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:14.107667: Step 5830: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:14.107904: Step 5830: Cross entropy = 0.000363\n",
            "INFO:tensorflow:2018-12-10 01:16:14.153332: Step 5830: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:14.650998: Step 5840: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:14.651276: Step 5840: Cross entropy = 0.000295\n",
            "INFO:tensorflow:2018-12-10 01:16:14.699647: Step 5840: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:15.189385: Step 5850: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:15.189599: Step 5850: Cross entropy = 0.000375\n",
            "INFO:tensorflow:2018-12-10 01:16:15.236558: Step 5850: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:15.731959: Step 5860: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:15.732208: Step 5860: Cross entropy = 0.000392\n",
            "INFO:tensorflow:2018-12-10 01:16:15.778860: Step 5860: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:16.260982: Step 5870: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:16.261225: Step 5870: Cross entropy = 0.000377\n",
            "INFO:tensorflow:2018-12-10 01:16:16.316582: Step 5870: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:16.801777: Step 5880: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:16.801998: Step 5880: Cross entropy = 0.000443\n",
            "INFO:tensorflow:2018-12-10 01:16:16.850567: Step 5880: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:17.332201: Step 5890: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:17.332412: Step 5890: Cross entropy = 0.000280\n",
            "INFO:tensorflow:2018-12-10 01:16:17.390657: Step 5890: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:17.868974: Step 5900: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:17.869230: Step 5900: Cross entropy = 0.000285\n",
            "INFO:tensorflow:2018-12-10 01:16:17.915777: Step 5900: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:18.413983: Step 5910: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:18.414198: Step 5910: Cross entropy = 0.000515\n",
            "INFO:tensorflow:2018-12-10 01:16:18.461923: Step 5910: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:18.941169: Step 5920: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:18.941388: Step 5920: Cross entropy = 0.000414\n",
            "INFO:tensorflow:2018-12-10 01:16:18.988536: Step 5920: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:19.480402: Step 5930: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:19.480646: Step 5930: Cross entropy = 0.000347\n",
            "INFO:tensorflow:2018-12-10 01:16:19.527099: Step 5930: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:20.002861: Step 5940: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:20.003097: Step 5940: Cross entropy = 0.000465\n",
            "INFO:tensorflow:2018-12-10 01:16:20.049475: Step 5940: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:20.549082: Step 5950: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:20.549318: Step 5950: Cross entropy = 0.000235\n",
            "INFO:tensorflow:2018-12-10 01:16:20.598212: Step 5950: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:21.082965: Step 5960: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:21.083196: Step 5960: Cross entropy = 0.000492\n",
            "INFO:tensorflow:2018-12-10 01:16:21.129088: Step 5960: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:21.621194: Step 5970: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:21.621426: Step 5970: Cross entropy = 0.000223\n",
            "INFO:tensorflow:2018-12-10 01:16:21.671091: Step 5970: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:22.154119: Step 5980: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:22.154351: Step 5980: Cross entropy = 0.000362\n",
            "INFO:tensorflow:2018-12-10 01:16:22.203474: Step 5980: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:22.700595: Step 5990: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:22.700838: Step 5990: Cross entropy = 0.000231\n",
            "INFO:tensorflow:2018-12-10 01:16:22.747070: Step 5990: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:23.229076: Step 6000: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:23.229310: Step 6000: Cross entropy = 0.000197\n",
            "INFO:tensorflow:2018-12-10 01:16:23.276170: Step 6000: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:23.778000: Step 6010: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:23.778249: Step 6010: Cross entropy = 0.000254\n",
            "INFO:tensorflow:2018-12-10 01:16:23.824528: Step 6010: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:24.322802: Step 6020: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:24.323023: Step 6020: Cross entropy = 0.000317\n",
            "INFO:tensorflow:2018-12-10 01:16:24.370337: Step 6020: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:24.863817: Step 6030: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:24.864046: Step 6030: Cross entropy = 0.000334\n",
            "INFO:tensorflow:2018-12-10 01:16:24.912984: Step 6030: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:25.397292: Step 6040: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:25.397526: Step 6040: Cross entropy = 0.000403\n",
            "INFO:tensorflow:2018-12-10 01:16:25.443958: Step 6040: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:25.939083: Step 6050: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:25.939322: Step 6050: Cross entropy = 0.000303\n",
            "INFO:tensorflow:2018-12-10 01:16:25.986899: Step 6050: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:26.474214: Step 6060: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:26.474437: Step 6060: Cross entropy = 0.000394\n",
            "INFO:tensorflow:2018-12-10 01:16:26.522650: Step 6060: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:27.018256: Step 6070: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:27.018481: Step 6070: Cross entropy = 0.000522\n",
            "INFO:tensorflow:2018-12-10 01:16:27.066914: Step 6070: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:27.552593: Step 6080: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:27.552808: Step 6080: Cross entropy = 0.000341\n",
            "INFO:tensorflow:2018-12-10 01:16:27.600087: Step 6080: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:28.093228: Step 6090: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:28.093461: Step 6090: Cross entropy = 0.000367\n",
            "INFO:tensorflow:2018-12-10 01:16:28.139862: Step 6090: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:28.621198: Step 6100: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:28.621414: Step 6100: Cross entropy = 0.000454\n",
            "INFO:tensorflow:2018-12-10 01:16:28.669294: Step 6100: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:29.161671: Step 6110: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:29.161924: Step 6110: Cross entropy = 0.000441\n",
            "INFO:tensorflow:2018-12-10 01:16:29.210217: Step 6110: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:29.695809: Step 6120: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:29.696007: Step 6120: Cross entropy = 0.000264\n",
            "INFO:tensorflow:2018-12-10 01:16:29.741664: Step 6120: Validation accuracy = 94.0% (N=100)\n",
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            "INFO:tensorflow:2018-12-10 01:16:30.236815: Step 6130: Cross entropy = 0.000352\n",
            "INFO:tensorflow:2018-12-10 01:16:30.284228: Step 6130: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:30.776041: Step 6140: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:30.776280: Step 6140: Cross entropy = 0.000373\n",
            "INFO:tensorflow:2018-12-10 01:16:30.835308: Step 6140: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:31.319553: Step 6150: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:31.319786: Step 6150: Cross entropy = 0.000452\n",
            "INFO:tensorflow:2018-12-10 01:16:31.368184: Step 6150: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:31.854469: Step 6160: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:31.854761: Step 6160: Cross entropy = 0.000354\n",
            "INFO:tensorflow:2018-12-10 01:16:31.904606: Step 6160: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:32.392251: Step 6170: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:32.392462: Step 6170: Cross entropy = 0.000246\n",
            "INFO:tensorflow:2018-12-10 01:16:32.438974: Step 6170: Validation accuracy = 92.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:32.940279: Step 6180: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:32.940520: Step 6180: Cross entropy = 0.000347\n",
            "INFO:tensorflow:2018-12-10 01:16:32.991493: Step 6180: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:33.478360: Step 6190: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:33.478612: Step 6190: Cross entropy = 0.000352\n",
            "INFO:tensorflow:2018-12-10 01:16:33.524598: Step 6190: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:34.017546: Step 6200: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:34.017772: Step 6200: Cross entropy = 0.000311\n",
            "INFO:tensorflow:2018-12-10 01:16:34.064482: Step 6200: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:34.545300: Step 6210: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:34.545533: Step 6210: Cross entropy = 0.000465\n",
            "INFO:tensorflow:2018-12-10 01:16:34.591044: Step 6210: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:35.082551: Step 6220: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:35.082783: Step 6220: Cross entropy = 0.000253\n",
            "INFO:tensorflow:2018-12-10 01:16:35.130583: Step 6220: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:35.613231: Step 6230: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:35.613428: Step 6230: Cross entropy = 0.000387\n",
            "INFO:tensorflow:2018-12-10 01:16:35.658815: Step 6230: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:36.148882: Step 6240: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:36.149100: Step 6240: Cross entropy = 0.000174\n",
            "INFO:tensorflow:2018-12-10 01:16:36.195538: Step 6240: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:36.677980: Step 6250: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:36.678190: Step 6250: Cross entropy = 0.000393\n",
            "INFO:tensorflow:2018-12-10 01:16:36.724339: Step 6250: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:37.218707: Step 6260: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:37.218942: Step 6260: Cross entropy = 0.000498\n",
            "INFO:tensorflow:2018-12-10 01:16:37.265246: Step 6260: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:37.749290: Step 6270: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:37.749489: Step 6270: Cross entropy = 0.000361\n",
            "INFO:tensorflow:2018-12-10 01:16:37.797064: Step 6270: Validation accuracy = 94.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:38.290004: Step 6280: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:38.290248: Step 6280: Cross entropy = 0.000260\n",
            "INFO:tensorflow:2018-12-10 01:16:38.336609: Step 6280: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:38.812795: Step 6290: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:38.813006: Step 6290: Cross entropy = 0.000160\n",
            "INFO:tensorflow:2018-12-10 01:16:38.859735: Step 6290: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:39.351318: Step 6300: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:39.351525: Step 6300: Cross entropy = 0.000464\n",
            "INFO:tensorflow:2018-12-10 01:16:39.398169: Step 6300: Validation accuracy = 89.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:39.883829: Step 6310: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:39.884146: Step 6310: Cross entropy = 0.000377\n",
            "INFO:tensorflow:2018-12-10 01:16:39.932463: Step 6310: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:40.428821: Step 6320: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:40.429105: Step 6320: Cross entropy = 0.000331\n",
            "INFO:tensorflow:2018-12-10 01:16:40.476839: Step 6320: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:40.959206: Step 6330: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:40.959419: Step 6330: Cross entropy = 0.000350\n",
            "INFO:tensorflow:2018-12-10 01:16:41.008604: Step 6330: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:41.507808: Step 6340: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:41.508122: Step 6340: Cross entropy = 0.000326\n",
            "INFO:tensorflow:2018-12-10 01:16:41.555346: Step 6340: Validation accuracy = 93.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:42.040488: Step 6350: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:42.040730: Step 6350: Cross entropy = 0.000233\n",
            "INFO:tensorflow:2018-12-10 01:16:42.087663: Step 6350: Validation accuracy = 87.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:42.579063: Step 6360: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:42.579302: Step 6360: Cross entropy = 0.000352\n",
            "INFO:tensorflow:2018-12-10 01:16:42.624866: Step 6360: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:43.105996: Step 6370: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:43.106298: Step 6370: Cross entropy = 0.000362\n",
            "INFO:tensorflow:2018-12-10 01:16:43.152211: Step 6370: Validation accuracy = 88.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:43.651341: Step 6380: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:43.651540: Step 6380: Cross entropy = 0.000270\n",
            "INFO:tensorflow:2018-12-10 01:16:43.700015: Step 6380: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:44.186154: Step 6390: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:44.186375: Step 6390: Cross entropy = 0.000400\n",
            "INFO:tensorflow:2018-12-10 01:16:44.232304: Step 6390: Validation accuracy = 86.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:44.732212: Step 6400: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:44.732438: Step 6400: Cross entropy = 0.000283\n",
            "INFO:tensorflow:2018-12-10 01:16:44.779758: Step 6400: Validation accuracy = 90.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:45.267739: Step 6410: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:45.267990: Step 6410: Cross entropy = 0.000409\n",
            "INFO:tensorflow:2018-12-10 01:16:45.327971: Step 6410: Validation accuracy = 83.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:45.812624: Step 6420: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:45.812875: Step 6420: Cross entropy = 0.000325\n",
            "INFO:tensorflow:2018-12-10 01:16:45.858838: Step 6420: Validation accuracy = 91.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:46.355185: Step 6430: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:46.355402: Step 6430: Cross entropy = 0.000351\n",
            "INFO:tensorflow:2018-12-10 01:16:46.402991: Step 6430: Validation accuracy = 85.0% (N=100)\n",
            "INFO:tensorflow:2018-12-10 01:16:46.885931: Step 6440: Train accuracy = 100.0%\n",
            "INFO:tensorflow:2018-12-10 01:16:46.886164: Step 6440: Cross entropy = 0.000243\n",
            "INFO:tensorflow:2018-12-10 01:16:46.934069: Step 6440: Validation accuracy = 92.0% (N=100)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "jOE3WcPSq5KA",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#launch tensorboard\n",
        "!tensorboard --logdir tensorflow_glasses_classifier_plus_tflite/tf_files/training_summaries &"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "h8f_s843q6X6",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "!pkill -f \"tensorboard\""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "Z6J2o35Jq845",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "#make prediction\n",
        "!python -m tensorflow_glasses_classifier_plus_tflite.label_image \\\n",
        "    --graph=tensorflow_glasses_classifier_plus_tflite/tf_files/retrained_graph.pb  \\\n",
        "    --image=tensorflow_glasses_classifier_plus_tflite/tf_files/example_data_glasses/without_glasses/000004.jpg \\\n",
        "    --labels=tensorflow_glasses_classifier_plus_tflite/tf_files/retrained_labels.txt"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "TrkRwExE3ZKM",
        "colab_type": "code",
        "outputId": "1f89e90a-5590-4bd4-e1be-5bc4e4cfac55",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "cell_type": "code",
      "source": [
        "#Compress model converting to TFlite\n",
        "\n",
        "#IMAGE_SIZE=224\n",
        "!tflite_convert \\\n",
        "  --graph_def_file=tensorflow_glasses_classifier_plus_tflite/tf_files/retrained_graph.pb \\\n",
        "  --output_file=tensorflow_glasses_classifier_plus_tflite/tf_files/optimized_graph025_224.lite \\\n",
        "  --input_format=TENSORFLOW_GRAPHDEF \\\n",
        "  --output_format=TFLITE \\\n",
        "  --input_shape=1,224,224,3 \\\n",
        "  --input_array=input \\\n",
        "  --output_array=final_result \\\n",
        "  --inference_type=FLOAT \\\n",
        "  --input_data_type=FLOAT"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "2018-12-09 21:33:55.655465: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:964] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
            "2018-12-09 21:33:55.655945: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1432] Found device 0 with properties: \n",
            "name: Tesla K80 major: 3 minor: 7 memoryClockRate(GHz): 0.8235\n",
            "pciBusID: 0000:00:04.0\n",
            "totalMemory: 11.17GiB freeMemory: 11.10GiB\n",
            "2018-12-09 21:33:55.655991: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1511] Adding visible gpu devices: 0\n",
            "2018-12-09 21:33:56.066678: I tensorflow/core/common_runtime/gpu/gpu_device.cc:982] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
            "2018-12-09 21:33:56.066757: I tensorflow/core/common_runtime/gpu/gpu_device.cc:988]      0 \n",
            "2018-12-09 21:33:56.066787: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1001] 0:   N \n",
            "2018-12-09 21:33:56.067045: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
            "2018-12-09 21:33:56.067123: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10758 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:04.0, compute capability: 3.7)\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}