train_deploy_fashion_network.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training and Deploying a Tensorflow model using Tensorflow\n",
    "In this notebook, we will train our Tensorflow model on a GPU instance and then deploy it into production using the Sagemaker API. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sagemaker\n",
    "\n",
    "bucket = sagemaker.Session().default_bucket()\n",
    "prefix = 'radix/mnist_fashion_tutorial' \n",
    "\n",
    "role = sagemaker.get_execution_role() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "import boto3\n",
    "from time import gmtime, strftime\n",
    "from sagemaker.tensorflow import TensorFlow\n",
    "from sagemaker.tuner import IntegerParameter, CategoricalParameter, ContinuousParameter, HyperparameterTuner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "import os\r\n",
      "import tensorflow as tf\r\n",
      "from tensorflow.python.estimator.model_fn import ModeKeys as Modes\r\n",
      "from sagemaker_tensorflow import PipeModeDataset\r\n",
      "from tensorflow.contrib.data import map_and_batch\r\n",
      "\r\n",
      "INPUT_TENSOR_NAME = 'inputs'\r\n",
      "SIGNATURE_NAME = 'predictions'\r\n",
      "PREFETCH_SIZE = 10\r\n",
      "BATCH_SIZE = 256\r\n",
      "NUM_PARALLEL_BATCHES = 10\r\n",
      "MAX_EPOCHS = 20\r\n",
      "\r\n",
      "\r\n",
      "def _conv_pool(inputs, kernel_shape, kernel_count, padding_type):\r\n",
      "    # Convolutional Layer \r\n",
      "    conv = tf.layers.conv2d(\r\n",
      "      inputs=inputs,\r\n",
      "      filters=kernel_count,\r\n",
      "      kernel_size=kernel_shape,\r\n",
      "      padding=padding_type,\r\n",
      "      activation=tf.nn.relu)\r\n",
      "\r\n",
      "    # Pooling Layer \r\n",
      "    pool = tf.layers.max_pooling2d(inputs=conv, pool_size=[2, 2], strides=2)\r\n",
      "    return pool\r\n",
      "\r\n",
      "    \r\n",
      "\r\n",
      "def model_fn(features, labels, mode, params):\r\n",
      "    learning_rate = params.get(\"learning_rate\", 0.0001)\r\n",
      "    dropout_rate = params.get(\"dropout_rate\", 0.8)\r\n",
      "    nw_depth = params.get(\"nw_depth\", 2)\r\n",
      "    optimizer_type = params.get(\"optimizer_type\", 'adam')\r\n",
      "\r\n",
      "    # Input Layer\r\n",
      "    X = tf.reshape(features[INPUT_TENSOR_NAME], [-1, 28, 28, 1])\r\n",
      "    \r\n",
      "    # Series of convolutional layers\r\n",
      "    for i in range(nw_depth):\r\n",
      "        X = _conv_pool(X, [5,5], 2^(5+i), 'same')\r\n",
      "    \r\n",
      "    # Dense Layer\r\n",
      "    X_flat = tf.layers.flatten(X)\r\n",
      "    dense = tf.layers.dense(inputs=X_flat, units=1024, activation=tf.nn.relu)\r\n",
      "    dropout = tf.layers.dropout(\r\n",
      "      inputs=dense, rate=dropout_rate, training=mode == tf.estimator.ModeKeys.TRAIN)\r\n",
      "\r\n",
      "    # Logits Layer\r\n",
      "    logits = tf.layers.dense(inputs=dropout, units=10) # default activation is linear combination\r\n",
      "\r\n",
      "    predictions = {\r\n",
      "      \"classes\": tf.argmax(input=logits, axis=1),\r\n",
      "      \"probabilities\": tf.nn.softmax(logits)\r\n",
      "    }\r\n",
      "    if mode == tf.estimator.ModeKeys.PREDICT:\r\n",
      "        export_outputs = {\r\n",
      "            SIGNATURE_NAME: tf.estimator.export.PredictOutput(predictions)\r\n",
      "        }\r\n",
      "        return tf.estimator.EstimatorSpec(mode=mode, predictions=predictions, export_outputs=export_outputs)\r\n",
      "\r\n",
      "    loss = tf.losses.sparse_softmax_cross_entropy(labels=labels, logits=logits)\r\n",
      "    tf.summary.scalar('loss', loss)\r\n",
      "\r\n",
      "\r\n",
      "    if mode == tf.estimator.ModeKeys.TRAIN:\r\n",
      "        if optimizer_type == 'adam':\r\n",
      "            optimizer = tf.train.AdamOptimizer(learning_rate=learning_rate)\r\n",
      "        elif optimizer_type == 'sgd':\r\n",
      "            optimizer = tf.train.GradientDescentOptimizer(learning_rate=0.001)\r\n",
      "            \r\n",
      "        train_op = optimizer.minimize(\r\n",
      "            loss=loss,\r\n",
      "            global_step=tf.train.get_global_step())\r\n",
      "        return tf.estimator.EstimatorSpec(mode=mode, loss=loss, train_op=train_op)\r\n",
      "\r\n",
      "    if mode == tf.estimator.ModeKeys.EVAL:\r\n",
      "        eval_metric_ops = {\r\n",
      "          \"accuracy\": tf.metrics.accuracy(\r\n",
      "              labels=labels, predictions=predictions[\"classes\"])}\r\n",
      "        return tf.estimator.EstimatorSpec(\r\n",
      "          mode=mode, loss=loss, eval_metric_ops=eval_metric_ops)\r\n",
      "\r\n",
      "\r\n",
      "def _input_fn(channel):\r\n",
      "    \"\"\"Returns a Dataset which reads from a SageMaker PipeMode channel.\"\"\"\r\n",
      "    features={\r\n",
      "            'image_raw': tf.FixedLenFeature([], tf.string),\r\n",
      "            'label': tf.FixedLenFeature([], tf.int64),\r\n",
      "            'height': tf.FixedLenFeature([], tf.int64),\r\n",
      "            'width': tf.FixedLenFeature([], tf.int64),\r\n",
      "            'channels': tf.FixedLenFeature([], tf.int64) \r\n",
      "        }\r\n",
      "\r\n",
      "    def parse(record):\r\n",
      "        parsed = tf.parse_single_example(record, features)\r\n",
      "        \r\n",
      "        image = tf.decode_raw(parsed['image_raw'], tf.uint8)\r\n",
      "        image.set_shape([784])\r\n",
      "        image = tf.cast(image, tf.float32) * (1. / 255)\r\n",
      "        label = tf.cast(parsed['label'], tf.int32)\r\n",
      "        return ({INPUT_TENSOR_NAME: image}, label)\r\n",
      "\r\n",
      "    ds = PipeModeDataset(channel=channel, record_format='TFRecord')\r\n",
      "\r\n",
      "    ds = ds.repeat(MAX_EPOCHS)\r\n",
      "    ds = ds.prefetch(PREFETCH_SIZE)\r\n",
      "    ds = ds.map(parse, num_parallel_calls=NUM_PARALLEL_BATCHES)\r\n",
      "    ds = ds.batch(BATCH_SIZE)\r\n",
      "    \r\n",
      "    return ds\r\n",
      "\r\n",
      "def serving_input_fn(params):\r\n",
      "    \"\"\"Returns input function that feeds the model during inference\"\"\"\r\n",
      "    inputs = {INPUT_TENSOR_NAME: tf.placeholder(tf.float32, [None, 28, 28])}\r\n",
      "    return tf.estimator.export.ServingInputReceiver(inputs, inputs)\r\n",
      "\r\n",
      "\r\n",
      "def train_input_fn(training_dir, params):\r\n",
      "    \"\"\"Returns input function that feeds the model during training\"\"\"\r\n",
      "    return _input_fn('train')\r\n",
      "\r\n",
      "def eval_input_fn(training_dir, params):\r\n",
      "    \"\"\"Returns input function that feeds the model during evaluation\"\"\"\r\n",
      "    return _input_fn('eval')\r\n",
      "\r\n",
      "\r\n"
     ]
    }
   ],
   "source": [
    "!cat 'cnn_fashion_mnist.py'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialize Tensorflow model through Sagemaker's Tensorflow estimator\n",
    "During our final training step, it is important that we make sure that we store all the information required to set up inference models through Sagemaker. This information is stored in two files: \n",
    "    1. model_artifacts_location: trained weights\n",
    "    2. custom_code_location: custom Tensorflow code for the model\n",
    "\n",
    "Additionally, we also define the hyperparameters we found during our automatic model tuning. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_artifacts_location = \"s3://sagemaker-eu-central-1-959924085179/radix/mnist_fashion_tutorial/artifacts\"\n",
    "custom_code_location = \"s3://sagemaker-eu-central-1-959924085179/radix/mnist_fashion_tutorial/artifacts\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "estimator = TensorFlow(entry_point='cnn_fashion_mnist.py',\n",
    "                      role=role,\n",
    "                      input_mode='Pipe',\n",
    "                      training_steps=30000, \n",
    "                      evaluation_steps=100,\n",
    "                      train_instance_count=1,\n",
    "                      train_instance_type='ml.p2.xlarge',\n",
    "                      base_job_name='radix-mnist-fashion',\n",
    "                      hyperparameters={'nw_depth': 2, \n",
    "                                       'optimizer_type': 'adam',\n",
    "                                       'dropout_rate': 0.8,\n",
    "                                       'learning_rate': 0.0001\n",
    "                                      })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we train the model on a GPU instance. As in our previous notebook, we use the pipe input mode."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sagemaker:Creating training-job with name: radix-mnist-fashion-2018-08-24-12-19-57-872\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".............................\n",
      "\u001b[31m2018-08-24 12:24:31,332 INFO - root - running container entrypoint\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:31,333 INFO - root - starting train task\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:31,354 INFO - container_support.training - Training starting\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:34,017 INFO - botocore.vendored.requests.packages.urllib3.connectionpool - Starting new HTTP connection (1): 169.254.170.2\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:34,305 INFO - botocore.vendored.requests.packages.urllib3.connectionpool - Starting new HTTPS connection (1): sagemaker-eu-central-1-959924085179.s3.amazonaws.com\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:34,354 INFO - botocore.vendored.requests.packages.urllib3.connectionpool - Starting new HTTPS connection (2): sagemaker-eu-central-1-959924085179.s3.amazonaws.com\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:34,371 INFO - botocore.vendored.requests.packages.urllib3.connectionpool - Starting new HTTPS connection (1): sagemaker-eu-central-1-959924085179.s3.eu-central-1.amazonaws.com\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:34,406 INFO - botocore.vendored.requests.packages.urllib3.connectionpool - Starting new HTTPS connection (2): sagemaker-eu-central-1-959924085179.s3.eu-central-1.amazonaws.com\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,111 INFO - botocore.vendored.requests.packages.urllib3.connectionpool - Starting new HTTPS connection (1): s3.eu-central-1.amazonaws.com\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,174 INFO - tf_container - ----------------------TF_CONFIG--------------------------\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,174 INFO - tf_container - {\"environment\": \"cloud\", \"cluster\": {\"master\": [\"algo-1:2222\"]}, \"task\": {\"index\": 0, \"type\": \"master\"}}\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,174 INFO - tf_container - ---------------------------------------------------------\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,174 INFO - tf_container - creating RunConfig:\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,174 INFO - tf_container - {'save_checkpoints_secs': 300}\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,174 INFO - tensorflow - TF_CONFIG environment variable: {u'environment': u'cloud', u'cluster': {u'master': [u'algo-1:2222']}, u'task': {u'index': 0, u'type': u'master'}}\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,175 INFO - tf_container - creating an estimator from the user-provided model_fn\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,175 INFO - tensorflow - Using config: {'_save_checkpoints_secs': 300, '_global_id_in_cluster': 0, '_session_config': None, '_keep_checkpoint_max': 5, '_tf_random_seed': None, '_task_type': u'master', '_train_distribute': None, '_is_chief': True, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x7f39ac534410>, '_model_dir': u's3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints', '_num_worker_replicas': 1, '_task_id': 0, '_log_step_count_steps': 100, '_master': '', '_save_checkpoints_steps': None, '_keep_checkpoint_every_n_hours': 10000, '_evaluation_master': '', '_service': None, '_device_fn': None, '_save_summary_steps': 100, '_num_ps_replicas': 0}\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,176 INFO - tensorflow - Skip starting Tensorflow server as there is only one node in the cluster.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.184589: I tensorflow/core/platform/s3/aws_logging.cc:54] Initializing config loader against fileName /root//.aws/config and using profilePrefix = 1\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.184635: I tensorflow/core/platform/s3/aws_logging.cc:54] Initializing config loader against fileName /root//.aws/credentials and using profilePrefix = 0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.184652: I tensorflow/core/platform/s3/aws_logging.cc:54] Setting provider to read credentials from /root//.aws/credentials for credentials file and /root//.aws/config for the config file , for use with profile default\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.184675: I tensorflow/core/platform/s3/aws_logging.cc:54] Creating HttpClient with max connections2 and scheme http\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.184694: I tensorflow/core/platform/s3/aws_logging.cc:54] Initializing CurlHandleContainer with size 2\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.184715: I tensorflow/core/platform/s3/aws_logging.cc:54] Creating TaskRole with default ECSCredentialsClient and refresh rate 900000\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.185223: I tensorflow/core/platform/s3/aws_logging.cc:54] Unable to open config file /root//.aws/credentials for reading.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.185244: I tensorflow/core/platform/s3/aws_logging.cc:54] Failed to reload configuration.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.185261: I tensorflow/core/platform/s3/aws_logging.cc:54] Unable to open config file /root//.aws/config for reading.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.185276: I tensorflow/core/platform/s3/aws_logging.cc:54] Failed to reload configuration.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.185290: I tensorflow/core/platform/s3/aws_logging.cc:54] Credentials have expired or will expire, attempting to repull from ECS IAM Service.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.185370: I tensorflow/core/platform/s3/aws_logging.cc:54] Pool grown by 2\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.185389: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.189103: I tensorflow/core/platform/s3/aws_logging.cc:54] Initializing CurlHandleContainer with size 25\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.191289: I tensorflow/core/platform/s3/aws_logging.cc:54] Pool grown by 2\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.191314: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.264735: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.264799: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.265787: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,333 INFO - tensorflow - Calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,656 INFO - tensorflow - Done calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36,656 INFO - tensorflow - Create CheckpointSaverHook.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.657245: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.667023: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.667066: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.667233: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.681576: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.691835: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.691870: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.692023: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.704439: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.716948: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.717015: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.717272: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.745680: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.760233: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224361535113476744\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.936293: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.956357: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.966468: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:36.980282: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:37.008218: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:37.016666: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:37,200 INFO - tensorflow - Graph was finalized.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:37.397851: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:897] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:37.398346: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1392] Found device 0 with properties: \u001b[0m\n",
      "\u001b[31mname: Tesla K80 major: 3 minor: 7 memoryClockRate(GHz): 0.8755\u001b[0m\n",
      "\u001b[31mpciBusID: 0000:00:1e.0\u001b[0m\n",
      "\u001b[31mtotalMemory: 11.17GiB freeMemory: 11.10GiB\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:37.398387: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1471] Adding visible gpu devices: 0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.407890: I tensorflow/core/common_runtime/gpu/gpu_device.cc:952] Device interconnect StreamExecutor with strength 1 edge matrix:\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.407944: I tensorflow/core/common_runtime/gpu/gpu_device.cc:958]      0 \u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.407957: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0:   N \u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.408340: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10762 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:1e.0, compute capability: 3.7)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.632053: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.641981: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.642027: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.642198: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38,771 INFO - tensorflow - Running local_init_op.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38,776 INFO - tensorflow - Done running local_init_op.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.846821: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.856420: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.856473: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:38.856661: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.045522: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.359624: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224391535113479044\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.360857: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.384356: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.494372: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39,584 INFO - tensorflow - Saving checkpoints for 0 into s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/model.ckpt.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.600903: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.614168: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224391535113479600\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.622604: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.764565: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224391535113479614\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.765807: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.789327: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.879579: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.895302: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.929773: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224391535113479895\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.930080: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.953062: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:39.996613: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.011089: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.026258: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224401535113480010\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.026601: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.038814: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.058279: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.074461: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.090834: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.111022: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.132890: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.270918: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.339869: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.367316: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224401535113480339\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.367634: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.383171: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.402762: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.418551: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.444772: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224401535113480418\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.445291: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.463349: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.500791: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.550971: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.561350: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.561401: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.561569: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.592905: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.630089: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224401535113480592\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.630590: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.649404: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.700931: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.723858: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.743852: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.759121: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.775648: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.794008: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.820347: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.876898: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.893104: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.907942: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40.921477: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:40,965 INFO - tensorflow - Calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41,107 INFO - tensorflow - Done calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41,131 INFO - tensorflow - Starting evaluation at 2018-08-24-12:24:41\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41,228 INFO - tensorflow - Graph was finalized.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.229155: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1471] Adding visible gpu devices: 0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.229213: I tensorflow/core/common_runtime/gpu/gpu_device.cc:952] Device interconnect StreamExecutor with strength 1 edge matrix:\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.229244: I tensorflow/core/common_runtime/gpu/gpu_device.cc:958]      0 \u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.229258: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0:   N \u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.229430: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10762 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:1e.0, compute capability: 3.7)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41,229 INFO - tensorflow - Restoring parameters from s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/model.ckpt-0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.240555: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.271592: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.288222: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.302351: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.315703: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.335810: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.352775: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.370067: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.382596: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.402545: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.415912: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41.454740: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41,496 INFO - tensorflow - Running local_init_op.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:41,505 INFO - tensorflow - Done running local_init_op.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:43,634 INFO - tensorflow - Evaluation [10/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:43,721 INFO - tensorflow - Evaluation [20/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:43,804 INFO - tensorflow - Evaluation [30/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:44,580 INFO - tensorflow - Evaluation [40/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:44,700 INFO - tensorflow - Evaluation [50/100]\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m2018-08-24 12:24:44,821 INFO - tensorflow - Evaluation [60/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:44,955 INFO - tensorflow - Evaluation [70/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45,121 INFO - tensorflow - Evaluation [80/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45,249 INFO - tensorflow - Evaluation [90/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45,342 INFO - tensorflow - Evaluation [100/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45,358 INFO - tensorflow - Finished evaluation at 2018-08-24-12:24:45\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45,358 INFO - tensorflow - Saving dict for global step 0: accuracy = 0.080625, global_step = 0, loss = 2.2999291\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.359711: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.368680: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.368738: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.368978: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.383573: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.395516: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.395554: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.395708: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.411663: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.419092: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.419164: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.419381: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.437709: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.448609: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224451535113485437\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.533111: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.546633: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.559752: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.576981: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.643981: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.657284: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.696921: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.734291: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.747323: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45,767 INFO - tensorflow - Saving 'checkpoint_path' summary for global step 0: s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/model.ckpt-0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.768700: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.813122: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.825223: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.837262: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.847136: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.847178: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.847373: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.861144: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.870517: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.870546: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.870687: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.886252: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.936481: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.936545: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.936761: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.950141: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.958744: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.958783: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.958922: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.968611: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.976663: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.976693: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.976833: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.986501: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.993725: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.993764: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:45.993899: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.011736: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.023803: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224461535113486011\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.024155: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.037470: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224461535113486023\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.037842: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.048885: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224461535113486037\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,054 INFO - tensorflow - Calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,143 INFO - tensorflow - Done calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,144 INFO - tensorflow - Signatures INCLUDED in export for Eval: None\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,145 INFO - tensorflow - Signatures INCLUDED in export for Classify: None\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,145 INFO - tensorflow - Signatures INCLUDED in export for Regress: None\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,145 INFO - tensorflow - Signatures INCLUDED in export for Predict: ['serving_default', 'predictions']\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,145 INFO - tensorflow - Signatures INCLUDED in export for Train: None\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.145647: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1471] Adding visible gpu devices: 0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.145702: I tensorflow/core/common_runtime/gpu/gpu_device.cc:952] Device interconnect StreamExecutor with strength 1 edge matrix:\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.145725: I tensorflow/core/common_runtime/gpu/gpu_device.cc:958]      0 \u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.145733: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0:   N \u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.145908: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10762 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:1e.0, compute capability: 3.7)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,166 INFO - tensorflow - Restoring parameters from s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/model.ckpt-0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.173931: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.200031: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.209732: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.233280: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.244515: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.258211: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.268357: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.280088: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.294829: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.309849: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.325568: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.407310: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,429 INFO - tensorflow - Assets added to graph.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46,430 INFO - tensorflow - No assets to write.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.430408: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.439051: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.439091: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.439230: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.450768: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.459655: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.459697: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.459862: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.473901: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.482641: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.482677: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.482821: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.498602: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.516487: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224461535113486498\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.542506: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.557623: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224461535113486542\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.564106: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.637860: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224461535113486557\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.638365: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.657571: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.766777: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.779012: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.796343: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224461535113486778\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.796554: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.817308: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.849634: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.862346: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.875946: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224461535113486862\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.876180: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.886001: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.896190: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.910014: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.923910: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.936825: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:46.951417: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.004635: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.028384: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.082074: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224471535113487028\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.082399: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.093102: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.109329: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.152825: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.161305: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.161350: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.161516: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.181278: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.204568: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1224471535113487180\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47,204 INFO - tensorflow - SavedModel written to: s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/export/Servo/temp-1535113485/saved_model.pb\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.205418: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.212145: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.212194: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.212414: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.228322: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.252107: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.279682: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.292135: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.330004: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.342552: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.364820: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.377734: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.470253: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.485067: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.519449: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.532138: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.541095: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.541153: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.541337: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.559752: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.569781: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.569822: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.570001: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47.587350: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:47,776 INFO - tensorflow - loss = 2.3050787, step = 0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:49,030 INFO - tensorflow - global_step/sec: 79.7423\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:49,031 INFO - tensorflow - loss = 1.5292097, step = 100 (1.255 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:50,186 INFO - tensorflow - global_step/sec: 86.4085\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:50,187 INFO - tensorflow - loss = 0.9406696, step = 200 (1.157 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:51,914 INFO - tensorflow - global_step/sec: 57.8858\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:51,916 INFO - tensorflow - loss = 0.7625885, step = 300 (1.728 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:53,117 INFO - tensorflow - global_step/sec: 83.1528\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:53,118 INFO - tensorflow - loss = 0.7043298, step = 400 (1.202 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:54,635 INFO - tensorflow - global_step/sec: 65.8444\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:54,636 INFO - tensorflow - loss = 0.64839023, step = 500 (1.519 sec)\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31m2018-08-24 12:24:55,790 INFO - tensorflow - global_step/sec: 86.626\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:55,791 INFO - tensorflow - loss = 0.69821817, step = 600 (1.154 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:56,981 INFO - tensorflow - global_step/sec: 83.9502\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:56,982 INFO - tensorflow - loss = 0.62153894, step = 700 (1.191 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:58,528 INFO - tensorflow - global_step/sec: 64.6161\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:58,530 INFO - tensorflow - loss = 0.5302948, step = 800 (1.548 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:59,672 INFO - tensorflow - global_step/sec: 87.4514\u001b[0m\n",
      "\u001b[31m2018-08-24 12:24:59,673 INFO - tensorflow - loss = 0.55244637, step = 900 (1.143 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:01,155 INFO - tensorflow - global_step/sec: 67.437\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:01,156 INFO - tensorflow - loss = 0.5578222, step = 1000 (1.483 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:02,321 INFO - tensorflow - global_step/sec: 85.7849\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:02,322 INFO - tensorflow - loss = 0.51882184, step = 1100 (1.166 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:04,155 INFO - tensorflow - global_step/sec: 54.5219\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:04,156 INFO - tensorflow - loss = 0.5806693, step = 1200 (1.834 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:05,325 INFO - tensorflow - global_step/sec: 85.4563\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:05,326 INFO - tensorflow - loss = 0.5523159, step = 1300 (1.170 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:06,481 INFO - tensorflow - global_step/sec: 86.5\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:06,482 INFO - tensorflow - loss = 0.54167795, step = 1400 (1.156 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:08,029 INFO - tensorflow - global_step/sec: 64.6061\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:08,030 INFO - tensorflow - loss = 0.5821339, step = 1500 (1.548 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:09,192 INFO - tensorflow - global_step/sec: 85.999\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:09,193 INFO - tensorflow - loss = 0.51274264, step = 1600 (1.162 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:10,669 INFO - tensorflow - global_step/sec: 67.7031\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:10,670 INFO - tensorflow - loss = 0.52662283, step = 1700 (1.477 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:11,817 INFO - tensorflow - global_step/sec: 87.0667\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:11,818 INFO - tensorflow - loss = 0.532472, step = 1800 (1.149 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:13,280 INFO - tensorflow - global_step/sec: 68.3605\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:13,281 INFO - tensorflow - loss = 0.47384137, step = 1900 (1.463 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:14,452 INFO - tensorflow - global_step/sec: 85.3391\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:14,453 INFO - tensorflow - loss = 0.46393657, step = 2000 (1.172 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:15,594 INFO - tensorflow - global_step/sec: 87.5263\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:15,595 INFO - tensorflow - loss = 0.46748677, step = 2100 (1.142 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:17,425 INFO - tensorflow - global_step/sec: 54.6237\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:17,426 INFO - tensorflow - loss = 0.45511112, step = 2200 (1.831 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:18,610 INFO - tensorflow - global_step/sec: 84.3729\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:18,612 INFO - tensorflow - loss = 0.43741542, step = 2300 (1.185 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:20,120 INFO - tensorflow - global_step/sec: 66.2228\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:20,121 INFO - tensorflow - loss = 0.43213335, step = 2400 (1.510 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:21,278 INFO - tensorflow - global_step/sec: 86.3931\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:21,279 INFO - tensorflow - loss = 0.50615656, step = 2500 (1.157 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:22,987 INFO - tensorflow - global_step/sec: 58.4906\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:22,988 INFO - tensorflow - loss = 0.41906208, step = 2600 (1.710 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:24,161 INFO - tensorflow - global_step/sec: 85.1884\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:24,162 INFO - tensorflow - loss = 0.41744825, step = 2700 (1.174 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:25,312 INFO - tensorflow - global_step/sec: 86.9067\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:25,313 INFO - tensorflow - loss = 0.53150725, step = 2800 (1.151 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:26,911 INFO - tensorflow - global_step/sec: 62.542\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:26,913 INFO - tensorflow - loss = 0.503703, step = 2900 (1.599 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:28,083 INFO - tensorflow - global_step/sec: 85.3441\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:28,084 INFO - tensorflow - loss = 0.40524194, step = 3000 (1.171 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:29,569 INFO - tensorflow - global_step/sec: 67.2674\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:29,570 INFO - tensorflow - loss = 0.41262078, step = 3100 (1.487 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:30,721 INFO - tensorflow - global_step/sec: 86.7876\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:30,723 INFO - tensorflow - loss = 0.41864893, step = 3200 (1.152 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:32,252 INFO - tensorflow - global_step/sec: 65.3163\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:32,254 INFO - tensorflow - loss = 0.39562902, step = 3300 (1.531 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:33,428 INFO - tensorflow - global_step/sec: 85.0648\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:33,429 INFO - tensorflow - loss = 0.44834328, step = 3400 (1.176 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:34,559 INFO - tensorflow - global_step/sec: 88.3896\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:34,560 INFO - tensorflow - loss = 0.42177087, step = 3500 (1.131 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:36,012 INFO - tensorflow - global_step/sec: 68.8264\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:36,014 INFO - tensorflow - loss = 0.37263018, step = 3600 (1.453 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:37,167 INFO - tensorflow - global_step/sec: 86.6285\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:37,168 INFO - tensorflow - loss = 0.40717545, step = 3700 (1.154 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:38,634 INFO - tensorflow - global_step/sec: 68.142\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:38,636 INFO - tensorflow - loss = 0.34179175, step = 3800 (1.468 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:39,785 INFO - tensorflow - global_step/sec: 86.9032\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:39,786 INFO - tensorflow - loss = 0.37138426, step = 3900 (1.150 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:41,205 INFO - tensorflow - global_step/sec: 70.415\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:41,207 INFO - tensorflow - loss = 0.40115657, step = 4000 (1.421 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:42,349 INFO - tensorflow - global_step/sec: 87.4468\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:42,350 INFO - tensorflow - loss = 0.40709025, step = 4100 (1.143 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:43,525 INFO - tensorflow - global_step/sec: 85.0274\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:43,527 INFO - tensorflow - loss = 0.43430907, step = 4200 (1.177 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:45,004 INFO - tensorflow - global_step/sec: 67.6095\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:45,005 INFO - tensorflow - loss = 0.35980573, step = 4300 (1.478 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:46,156 INFO - tensorflow - global_step/sec: 86.8017\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:46,157 INFO - tensorflow - loss = 0.39330643, step = 4400 (1.152 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:47,621 INFO - tensorflow - global_step/sec: 68.2491\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:47,622 INFO - tensorflow - loss = 0.43056923, step = 4500 (1.465 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:48,787 INFO - tensorflow - global_step/sec: 85.7842\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:48,788 INFO - tensorflow - loss = 0.3712684, step = 4600 (1.165 sec)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:49,928 INFO - tensorflow - Saving checkpoints for 4688 into s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/model.ckpt.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:49.933374: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:49.976847: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225491535113549932\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:49.984204: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.027619: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225491535113549976\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.029212: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.043204: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.226395: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.238867: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.261260: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225501535113550238\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.261587: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.276369: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.319246: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.334660: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.342907: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225501535113550334\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.343514: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.353408: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.367464: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.378439: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.389752: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.400658: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.415282: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.613634: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.623039: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.641258: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225501535113550622\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.641539: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.650043: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.666367: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.678254: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.711051: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225501535113550677\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.711518: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.728135: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.752370: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.794524: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.798916: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.798974: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.799160: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.827958: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.856600: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225501535113550827\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.857069: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.871555: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.958584: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50,977 INFO - tensorflow - Skip the current checkpoint eval due to throttle secs (600 secs).\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:50.978015: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.095411: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.107745: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,121 INFO - tensorflow - Loss for final step: 0.3734306.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,122 INFO - tensorflow - Training has already ended. But the last eval is skipped due to eval throttle_secs. Now evaluating the final checkpoint.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.122654: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.129880: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.140603: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.148497: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.157591: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.167975: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.188558: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.197646: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.206049: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.214798: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,251 INFO - tensorflow - Calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,383 INFO - tensorflow - Done calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,405 INFO - tensorflow - Starting evaluation at 2018-08-24-12:25:51\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,493 INFO - tensorflow - Graph was finalized.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.493955: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1471] Adding visible gpu devices: 0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.494008: I tensorflow/core/common_runtime/gpu/gpu_device.cc:952] Device interconnect StreamExecutor with strength 1 edge matrix:\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.494026: I tensorflow/core/common_runtime/gpu/gpu_device.cc:958]      0 \u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.494036: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0:   N \u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.494196: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10762 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:1e.0, compute capability: 3.7)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,494 INFO - tensorflow - Restoring parameters from s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/model.ckpt-4688\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.505350: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.532269: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.545010: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.557102: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.568539: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.578399: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.587490: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.598136: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.606991: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.615483: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.629517: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51.653363: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,686 INFO - tensorflow - Running local_init_op.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,694 INFO - tensorflow - Done running local_init_op.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,843 INFO - tensorflow - Evaluation [10/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:51,946 INFO - tensorflow - Evaluation [20/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,031 INFO - tensorflow - Evaluation [30/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,211 INFO - tensorflow - Evaluation [40/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,310 INFO - tensorflow - Evaluation [50/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,396 INFO - tensorflow - Evaluation [60/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,481 INFO - tensorflow - Evaluation [70/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,638 INFO - tensorflow - Evaluation [80/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,731 INFO - tensorflow - Evaluation [90/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,814 INFO - tensorflow - Evaluation [100/100]\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,831 INFO - tensorflow - Finished evaluation at 2018-08-24-12:25:52\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,831 INFO - tensorflow - Saving dict for global step 4688: accuracy = 0.8621875, global_step = 4688, loss = 0.39168006\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.832276: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.866071: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.877281: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52,887 INFO - tensorflow - Saving 'checkpoint_path' summary for global step 4688: s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/model.ckpt-4688\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.888210: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.926366: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.934612: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.946021: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.954553: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.954593: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.954800: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.964641: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.973171: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.973212: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.973362: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.982160: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.988954: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.989018: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.989229: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:52.997981: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.003757: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.003793: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.003937: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.021450: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.031874: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225531535113553021\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,037 INFO - tensorflow - Calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,251 INFO - tensorflow - Done calling model_fn.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,252 INFO - tensorflow - Signatures INCLUDED in export for Eval: None\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,252 INFO - tensorflow - Signatures INCLUDED in export for Classify: None\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,252 INFO - tensorflow - Signatures INCLUDED in export for Regress: None\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,252 INFO - tensorflow - Signatures INCLUDED in export for Predict: ['serving_default', 'predictions']\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,252 INFO - tensorflow - Signatures INCLUDED in export for Train: None\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.252944: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1471] Adding visible gpu devices: 0\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.252995: I tensorflow/core/common_runtime/gpu/gpu_device.cc:952] Device interconnect StreamExecutor with strength 1 edge matrix:\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.253013: I tensorflow/core/common_runtime/gpu/gpu_device.cc:958]      0 \u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.253023: I tensorflow/core/common_runtime/gpu/gpu_device.cc:971] 0:   N \u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.253215: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1084] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10762 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:1e.0, compute capability: 3.7)\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,270 INFO - tensorflow - Restoring parameters from s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/model.ckpt-4688\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.276651: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.300115: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.310058: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.320529: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.329672: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.353503: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.365461: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.374678: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.385003: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.397525: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.405814: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.486617: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,501 INFO - tensorflow - Assets added to graph.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53,502 INFO - tensorflow - No assets to write.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.502557: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.511080: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.511147: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.511338: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.520669: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.529517: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.529582: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.529773: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.538665: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.544350: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.544381: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.544516: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.559037: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.571394: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225531535113553558\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.596741: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.608061: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225531535113553596\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.612813: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.678384: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225531535113553608\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.679055: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.692249: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.749119: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.759785: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.774992: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225531535113553759\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.775248: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.789616: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.817415: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.828484: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.873093: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225531535113553828\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.873335: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:53.928829: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
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      "\u001b[31m2018-08-24 12:25:54.137561: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225541535113554105\u001b[0m\n",
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      "\u001b[31m2018-08-24 12:25:54.218543: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54.218615: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54.218846: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
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      "\u001b[31m2018-08-24 12:25:54.250645: I tensorflow/core/platform/s3/aws_logging.cc:54] Deleting file: /tmp/s3_filesystem_XXXXXX20180824T1225541535113554235\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54,250 INFO - tensorflow - SavedModel written to: s3://sagemaker-eu-central-1-959924085179/radix-mnist-fashion-2018-08-24-12-19-57-872/checkpoints/export/Servo/temp-1535113552/saved_model.pb\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54.251309: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54.257150: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54.257192: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54.257356: I tensorflow/core/platform/s3/aws_logging.cc:54] Connection has been released. Continuing.\u001b[0m\n",
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      "\u001b[31m2018-08-24 12:25:54.537357: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54.537425: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
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      "\u001b[31m2018-08-24 12:25:54.556727: E tensorflow/core/platform/s3/aws_logging.cc:60] No response body. Response code: 404\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54.556764: W tensorflow/core/platform/s3/aws_logging.cc:57] If the signature check failed. This could be because of a time skew. Attempting to adjust the signer.\u001b[0m\n",
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      "\u001b[31m2018-08-24 12:25:54,585 INFO - botocore.vendored.requests.packages.urllib3.connectionpool - Starting new HTTPS connection (1): sagemaker-eu-central-1-959924085179.s3.amazonaws.com\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54,603 INFO - botocore.vendored.requests.packages.urllib3.connectionpool - Starting new HTTPS connection (1): sagemaker-eu-central-1-959924085179.s3.eu-central-1.amazonaws.com\u001b[0m\n",
      "\u001b[31m2018-08-24 12:25:54,684 INFO - tf_container - Downloaded saved model at /opt/ml/model/export/Servo/1535113552/saved_model.pb\u001b[0m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Billable seconds: 238\n"
     ]
    }
   ],
   "source": [
    "train_data = 's3://sagemaker-eu-central-1-959924085179/radix/mnist_fashion_tutorial/data/mnist/train.tfrecords'\n",
    "eval_data = 's3://sagemaker-eu-central-1-959924085179/radix/mnist_fashion_tutorial/data/mnist/validation.tfrecords'\n",
    "\n",
    "estimator.fit({'train':train_data, 'eval':eval_data})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After training, we deploy our model as a service using the deploy function offered by the Tensorflow estimator. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:sagemaker:Creating model with name: radix-mnist-fashion-2018-08-24-12-19-57-872\n",
      "INFO:sagemaker:Creating endpoint with name radix-mnist-fashion-2018-08-24-12-19-57-872\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------!"
     ]
    }
   ],
   "source": [
    "predictor = estimator.deploy(initial_instance_count=1, \n",
    "                             instance_type='ml.m4.xlarge')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random evaluation\n",
    "To check that our API is online we can send a randomly initiated image to the server and see if we get a response."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels_lookup = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress',\n",
    "                 'Coat', 'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot'\n",
    "                ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>probability</th>\n",
       "      <th>selected</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>T-shirt/top</td>\n",
       "      <td>0.037685</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Trouser</td>\n",
       "      <td>0.001988</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Pullover</td>\n",
       "      <td>0.041057</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Dress</td>\n",
       "      <td>0.002252</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Coat</td>\n",
       "      <td>0.001330</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Sandal</td>\n",
       "      <td>0.000769</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Shirt</td>\n",
       "      <td>0.113536</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Sneaker</td>\n",
       "      <td>0.000132</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Bag</td>\n",
       "      <td>0.801227</td>\n",
       "      <td>*</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Ankle boot</td>\n",
       "      <td>0.000025</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         label  probability selected\n",
       "0  T-shirt/top     0.037685         \n",
       "1      Trouser     0.001988         \n",
       "2     Pullover     0.041057         \n",
       "3        Dress     0.002252         \n",
       "4         Coat     0.001330         \n",
       "5       Sandal     0.000769         \n",
       "6        Shirt     0.113536         \n",
       "7      Sneaker     0.000132         \n",
       "8          Bag     0.801227        *\n",
       "9   Ankle boot     0.000025         "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import json\n",
    "import pandas as pd\n",
    "\n",
    "random_image_data = np.random.rand(28, 28)\n",
    "prediction = predictor.predict(random_image_data)\n",
    "predicted_class = prediction['outputs']['classes']['int64_val'][0]\n",
    "class_probabilities = prediction['outputs']['probabilities']['float_val']\n",
    "pd.DataFrame({\n",
    "                'selected': ['*' if i==predicted_class else '' for i in range(10)],\n",
    "                'label': labels_lookup, \n",
    "                'probability': class_probabilities\n",
    "              })"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Manual evaluation\n",
    "Let us investigate the images in the test set to see how good our model is. For each prediction, we'll visualise the probability distribution to gain insight into which classes are hard to differentiate. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "fashion_mnist = tf.keras.datasets.fashion_mnist\n",
    "(train_images, train_labels), (test_images, test_labels) = fashion_mnist.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def predict(images):\n",
    "    for image in images:\n",
    "        prediction = predictor.predict(image)\n",
    "        predicted_class = prediction['outputs']['classes']['int64_val'][0]\n",
    "        class_probabilities = prediction['outputs']['probabilities']['float_val']\n",
    "        yield class_probabilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_image(i, predictions_array, true_label, img):\n",
    "    predictions_array, true_label, img = predictions_array[i], true_label[i], img[i]\n",
    "    plt.grid(False)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "\n",
    "    plt.imshow(img, cmap=plt.cm.binary)\n",
    "\n",
    "    predicted_label = np.argmax(predictions_array)\n",
    "    if predicted_label == true_label:\n",
    "        color = 'blue'\n",
    "    else:\n",
    "        color = 'red'\n",
    "\n",
    "    plt.xlabel(\"{} {:2.0f}% ({})\".format(labels_lookup[predicted_label],\n",
    "                                100*np.max(predictions_array),\n",
    "                                labels_lookup[true_label]),\n",
    "                                color=color)\n",
    "\n",
    "def plot_value_array(i, predictions_array, true_label):\n",
    "    predictions_array, true_label = predictions_array[i], true_label[i]\n",
    "    plt.grid(False)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    thisplot = plt.bar(range(10), predictions_array, color=\"#777777\")\n",
    "    plt.ylim([0, 1]) \n",
    "    predicted_label = np.argmax(predictions_array)\n",
    "\n",
    "    thisplot[predicted_label].set_color('red')\n",
    "    thisplot[true_label].set_color('blue')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = list(predict(test_images))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_rows = 5\n",
    "num_cols = 3\n",
    "num_images = num_rows*num_cols\n",
    "plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n",
    "for i in range(num_images):\n",
    "    plt.subplot(num_rows, 2*num_cols, 2*i+1)\n",
    "    plot_image(i, predictions, test_labels, test_images)\n",
    "    plt.subplot(num_rows, 2*num_cols, 2*i+2)\n",
    "    plot_value_array(i, predictions, test_labels)\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "conda_tensorflow_p36",
   "language": "python",
   "name": "conda_tensorflow_p36"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  },
  "notice": "Copyright 2017 Amazon.com, Inc. or its affiliates. All Rights Reserved.  Licensed under the Apache License, Version 2.0 (the \"License\"). You may not use this file except in compliance with the License. A copy of the License is located at http://aws.amazon.com/apache2.0/ or in the \"license\" file accompanying this file. This file is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License."
 },
 "nbformat": 4,
 "nbformat_minor": 2
}