droop_detection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fiscal-establishment",
   "metadata": {},
   "source": [
    "# Droop, There it is: Smart Irrigation with Droop Detection\n",
    "\n",
    "This notebook will use transfer learning to train a MobileNetV2-based classifier and teach a new, much smaller CNN, to match the teacher model using [knowledge distillation](https://arxiv.org/pdf/2002.03532.pdf). We will then prepare and quantize the final student model for deployment onto the [Arduino Nano 33 BLE sense](https://store.arduino.cc/usa/nano-33-ble-sense).\n",
    "\n",
    "To start, we'll handle some imports and set variables for parameters and model assets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "seven-samuel",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "excited-government",
   "metadata": {},
   "outputs": [],
   "source": [
    "MODELS_DIR = \"tflite-models/\"\n",
    "if not os.path.exists(MODELS_DIR):\n",
    "    os.mkdir(MODELS_DIR)\n",
    "MODEL_TF = MODELS_DIR + \"model\"\n",
    "MODEL_NO_QUANT_TFLITE = MODELS_DIR + \"model_no_quant.tflite\"\n",
    "MODEL_TFLITE = MODELS_DIR + \"model.tflite\"\n",
    "MODEL_TFLITE_MICRO = MODELS_DIR + \"model.cc\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "mediterranean-fortune",
   "metadata": {},
   "outputs": [],
   "source": [
    "# PARAMETERS\n",
    "batch_size = 128 \n",
    "img_width = img_height = 128\n",
    "t_epochs = 20 \n",
    "d_epochs = 50 \n",
    "d_alpha = 0.1 \n",
    "temps = 1 \n",
    "aug_factor = 3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "scenic-diesel",
   "metadata": {},
   "source": [
    "Next, we create our datasets for training and deployment. The `data/` directory is expected to contain subdirectories of image samples, with directory names matching image labels. \n",
    "\n",
    "```\n",
    "data/   \n",
    "│\n",
    "└───droop/\n",
    "│   │   sample011.jpg\n",
    "│   │   sample012.jpg\n",
    "│   │\n",
    "└───no-droop/\n",
    "│   │   sample011.jpg\n",
    "│   │   sample012.jpg\n",
    "│   │\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "separate-glass",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 5817 files belonging to 2 classes.\n",
      "Using 4654 files for training.\n",
      "Found 5817 files belonging to 2 classes.\n",
      "Using 1163 files for validation.\n"
     ]
    }
   ],
   "source": [
    "# Data Preparation\n",
    "data_augmentation = tf.keras.Sequential([\n",
    "  layers.experimental.preprocessing.RandomFlip(\"horizontal\"),\n",
    "  layers.experimental.preprocessing.RandomRotation(0.05),\n",
    "  layers.experimental.preprocessing.RandomContrast(0.2)\n",
    "])\n",
    "\n",
    "\n",
    "train_ds = keras.preprocessing.image_dataset_from_directory(\n",
    "  \"data/\",\n",
    "  validation_split=0.2,\n",
    "  subset=\"training\",\n",
    "  seed=123,\n",
    "  image_size=(img_height, img_width),\n",
    "  batch_size=batch_size)\n",
    "\n",
    "test_ds = keras.preprocessing.image_dataset_from_directory(\n",
    "  \"data/\",\n",
    "  validation_split=0.2,\n",
    "  subset=\"validation\",\n",
    "  seed=123,\n",
    "  image_size=(img_height, img_width),\n",
    "  batch_size=batch_size)\n",
    "\n",
    "train_ds = (\n",
    "    train_ds.repeat(aug_factor).map(lambda x, y: (data_augmentation(x, training=True), y))\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ahead-cooperation",
   "metadata": {},
   "source": [
    "## Train\n",
    "\n",
    "We create a custom keras model class called `Distiller` to train the student model to match the teacher model. \n",
    "\n",
    "This new \"model\" will perform a forward pass of both the teacher and student, then calculate the loss with weighting of the student_loss and distillation_loss by alpha and 1 - alpha, and finally perform the backward pass."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "plastic-michigan",
   "metadata": {},
   "outputs": [],
   "source": [
    "class Distiller(keras.Model):\n",
    "    \"\"\"## Construct `Distiller()` class\n",
    "\n",
    "    The custom `Distiller()` class, overrides the `Model` methods `train_step`, `test_step`,\n",
    "    and `compile()`. In order to use the distiller, we need:\n",
    "\n",
    "    - A trained teacher model\n",
    "    - A student model to train\n",
    "    - A student loss function on the difference between student predictions and ground-truth\n",
    "    - A distillation loss function, along with a `temperature`, on the difference between the\n",
    "    soft student predictions and the soft teacher labels\n",
    "    - An `alpha` factor to weight the student and distillation loss\n",
    "    - An optimizer for the student and (optional) metrics to evaluate performance\n",
    "\n",
    "    In the `train_step` method, we perform a forward pass of both the teacher and student,\n",
    "    calculate the loss with weighting of the `student_loss` and `distillation_loss` by `alpha` and\n",
    "    `1 - alpha`, respectively, and perform the backward pass. Note: only the student weights are updated,\n",
    "    and therefore we only calculate the gradients for the student weights.\n",
    "\n",
    "    In the `test_step` method, we evaluate the student model on the provided dataset.\n",
    "    \"\"\"\n",
    "    def __init__(self, student, teacher):\n",
    "        super(Distiller, self).__init__()\n",
    "        self.teacher = teacher\n",
    "        self.student = student\n",
    "\n",
    "    def compile(\n",
    "        self,\n",
    "        optimizer,\n",
    "        metrics,\n",
    "        student_loss_fn,\n",
    "        distillation_loss_fn,\n",
    "        alpha=0.1,\n",
    "        temperature=3,\n",
    "        epochs=20,\n",
    "    ):\n",
    "        \"\"\" Configure the distiller.\n",
    "\n",
    "        Args:\n",
    "            optimizer: Keras optimizer for the student weights\n",
    "            metrics: Keras metrics for evaluation\n",
    "            student_loss_fn: Loss function of difference between student\n",
    "                predictions and ground-truth\n",
    "            distillation_loss_fn: Loss function of difference between soft\n",
    "                student predictions and soft teacher predictions\n",
    "            alpha: weight to student_loss_fn and 1-alpha to distillation_loss_fn\n",
    "            temperature: Temperature for softening probability distributions.\n",
    "                Larger temperature gives softer distributions.\n",
    "        \"\"\"\n",
    "        super(Distiller, self).compile(optimizer=optimizer, metrics=metrics)\n",
    "        self.student_loss_fn = student_loss_fn\n",
    "        self.distillation_loss_fn = distillation_loss_fn\n",
    "        self.alpha = alpha\n",
    "        self.temperature = temperature\n",
    "        self.epochs = epochs\n",
    "\n",
    "    def train_step(self, data, batch_size=32):\n",
    "        x, y = data\n",
    "\n",
    "        # Forward pass of teacher\n",
    "        teacher_predictions = self.teacher(x, training=False)\n",
    "\n",
    "        with tf.GradientTape() as tape:\n",
    "            # Forward pass of student\n",
    "            student_predictions = self.student(x, training=True)\n",
    "\n",
    "            # Compute losses\n",
    "            student_loss = self.student_loss_fn(y, student_predictions)\n",
    "            distillation_loss = self.distillation_loss_fn(\n",
    "                tf.nn.softmax(teacher_predictions / self.temperature, axis=1),\n",
    "                tf.nn.softmax(student_predictions / self.temperature, axis=1),\n",
    "            )\n",
    "            loss = self.alpha * student_loss + (1 - self.alpha) * distillation_loss\n",
    "\n",
    "        # Compute gradients\n",
    "        trainable_vars = self.student.trainable_variables\n",
    "        gradients = tape.gradient(loss, trainable_vars)\n",
    "\n",
    "        # Update weights\n",
    "        self.optimizer.apply_gradients(zip(gradients, trainable_vars))\n",
    "\n",
    "        # Update the metrics configured in `compile()`.\n",
    "        self.compiled_metrics.update_state(y, student_predictions)\n",
    "\n",
    "        # Return a dict of performance\n",
    "        results = {m.name: m.result() for m in self.metrics}\n",
    "        results.update(\n",
    "            {\"student_xentropy\": student_loss, \"KL_logits\": distillation_loss}\n",
    "        )\n",
    "        return results\n",
    "\n",
    "    def test_step(self, data):\n",
    "        # Unpack the data\n",
    "        x, y = data\n",
    "\n",
    "        # Compute predictions\n",
    "        y_prediction = self.student(x, training=False)\n",
    "\n",
    "        # Calculate the loss\n",
    "        student_loss = self.student_loss_fn(y, y_prediction)\n",
    "\n",
    "        # Update the metrics.\n",
    "        self.compiled_metrics.update_state(y, y_prediction)\n",
    "\n",
    "        # Return a dict of performance\n",
    "        results = {m.name: m.result() for m in self.metrics}\n",
    "        results.update({\"student_xentropy\": student_loss})\n",
    "        return results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "enhanced-investing",
   "metadata": {},
   "source": [
    "First, we train the teacher model. We can see that the teacher model will be comprised of 2,422,210 parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "headed-cherry",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:`input_shape` is undefined or non-square, or `rows` is not in [96, 128, 160, 192, 224]. Weights for input shape (224, 224) will be loaded as the default.\n",
      "Model: \"teacher\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            [(None, 128, 128, 3) 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "Conv1 (Conv2D)                  (None, 64, 64, 32)   864         input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "bn_Conv1 (BatchNormalization)   (None, 64, 64, 32)   128         Conv1[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "Conv1_relu (ReLU)               (None, 64, 64, 32)   0           bn_Conv1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "expanded_conv_depthwise (Depthw (None, 64, 64, 32)   288         Conv1_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "expanded_conv_depthwise_BN (Bat (None, 64, 64, 32)   128         expanded_conv_depthwise[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "expanded_conv_depthwise_relu (R (None, 64, 64, 32)   0           expanded_conv_depthwise_BN[0][0] \n",
      "__________________________________________________________________________________________________\n",
      "expanded_conv_project (Conv2D)  (None, 64, 64, 16)   512         expanded_conv_depthwise_relu[0][0\n",
      "__________________________________________________________________________________________________\n",
      "expanded_conv_project_BN (Batch (None, 64, 64, 16)   64          expanded_conv_project[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "block_1_expand (Conv2D)         (None, 64, 64, 96)   1536        expanded_conv_project_BN[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "block_1_expand_BN (BatchNormali (None, 64, 64, 96)   384         block_1_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_1_expand_relu (ReLU)      (None, 64, 64, 96)   0           block_1_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_1_pad (ZeroPadding2D)     (None, 65, 65, 96)   0           block_1_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_1_depthwise (DepthwiseCon (None, 32, 32, 96)   864         block_1_pad[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_1_depthwise_BN (BatchNorm (None, 32, 32, 96)   384         block_1_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_1_depthwise_relu (ReLU)   (None, 32, 32, 96)   0           block_1_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_1_project (Conv2D)        (None, 32, 32, 24)   2304        block_1_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_1_project_BN (BatchNormal (None, 32, 32, 24)   96          block_1_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_2_expand (Conv2D)         (None, 32, 32, 144)  3456        block_1_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_2_expand_BN (BatchNormali (None, 32, 32, 144)  576         block_2_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_2_expand_relu (ReLU)      (None, 32, 32, 144)  0           block_2_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_2_depthwise (DepthwiseCon (None, 32, 32, 144)  1296        block_2_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_2_depthwise_BN (BatchNorm (None, 32, 32, 144)  576         block_2_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_2_depthwise_relu (ReLU)   (None, 32, 32, 144)  0           block_2_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_2_project (Conv2D)        (None, 32, 32, 24)   3456        block_2_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_2_project_BN (BatchNormal (None, 32, 32, 24)   96          block_2_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_2_add (Add)               (None, 32, 32, 24)   0           block_1_project_BN[0][0]         \n",
      "                                                                 block_2_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_3_expand (Conv2D)         (None, 32, 32, 144)  3456        block_2_add[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_3_expand_BN (BatchNormali (None, 32, 32, 144)  576         block_3_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_3_expand_relu (ReLU)      (None, 32, 32, 144)  0           block_3_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_3_pad (ZeroPadding2D)     (None, 33, 33, 144)  0           block_3_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_3_depthwise (DepthwiseCon (None, 16, 16, 144)  1296        block_3_pad[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_3_depthwise_BN (BatchNorm (None, 16, 16, 144)  576         block_3_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_3_depthwise_relu (ReLU)   (None, 16, 16, 144)  0           block_3_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_3_project (Conv2D)        (None, 16, 16, 32)   4608        block_3_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_3_project_BN (BatchNormal (None, 16, 16, 32)   128         block_3_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_4_expand (Conv2D)         (None, 16, 16, 192)  6144        block_3_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_4_expand_BN (BatchNormali (None, 16, 16, 192)  768         block_4_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_4_expand_relu (ReLU)      (None, 16, 16, 192)  0           block_4_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_4_depthwise (DepthwiseCon (None, 16, 16, 192)  1728        block_4_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_4_depthwise_BN (BatchNorm (None, 16, 16, 192)  768         block_4_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_4_depthwise_relu (ReLU)   (None, 16, 16, 192)  0           block_4_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_4_project (Conv2D)        (None, 16, 16, 32)   6144        block_4_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_4_project_BN (BatchNormal (None, 16, 16, 32)   128         block_4_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_4_add (Add)               (None, 16, 16, 32)   0           block_3_project_BN[0][0]         \n",
      "                                                                 block_4_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_5_expand (Conv2D)         (None, 16, 16, 192)  6144        block_4_add[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_5_expand_BN (BatchNormali (None, 16, 16, 192)  768         block_5_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_5_expand_relu (ReLU)      (None, 16, 16, 192)  0           block_5_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_5_depthwise (DepthwiseCon (None, 16, 16, 192)  1728        block_5_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_5_depthwise_BN (BatchNorm (None, 16, 16, 192)  768         block_5_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_5_depthwise_relu (ReLU)   (None, 16, 16, 192)  0           block_5_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_5_project (Conv2D)        (None, 16, 16, 32)   6144        block_5_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_5_project_BN (BatchNormal (None, 16, 16, 32)   128         block_5_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_5_add (Add)               (None, 16, 16, 32)   0           block_4_add[0][0]                \n",
      "                                                                 block_5_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_6_expand (Conv2D)         (None, 16, 16, 192)  6144        block_5_add[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_6_expand_BN (BatchNormali (None, 16, 16, 192)  768         block_6_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_6_expand_relu (ReLU)      (None, 16, 16, 192)  0           block_6_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_6_pad (ZeroPadding2D)     (None, 17, 17, 192)  0           block_6_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_6_depthwise (DepthwiseCon (None, 8, 8, 192)    1728        block_6_pad[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_6_depthwise_BN (BatchNorm (None, 8, 8, 192)    768         block_6_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_6_depthwise_relu (ReLU)   (None, 8, 8, 192)    0           block_6_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_6_project (Conv2D)        (None, 8, 8, 64)     12288       block_6_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_6_project_BN (BatchNormal (None, 8, 8, 64)     256         block_6_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_7_expand (Conv2D)         (None, 8, 8, 384)    24576       block_6_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_7_expand_BN (BatchNormali (None, 8, 8, 384)    1536        block_7_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_7_expand_relu (ReLU)      (None, 8, 8, 384)    0           block_7_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_7_depthwise (DepthwiseCon (None, 8, 8, 384)    3456        block_7_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_7_depthwise_BN (BatchNorm (None, 8, 8, 384)    1536        block_7_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_7_depthwise_relu (ReLU)   (None, 8, 8, 384)    0           block_7_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_7_project (Conv2D)        (None, 8, 8, 64)     24576       block_7_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_7_project_BN (BatchNormal (None, 8, 8, 64)     256         block_7_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_7_add (Add)               (None, 8, 8, 64)     0           block_6_project_BN[0][0]         \n",
      "                                                                 block_7_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_8_expand (Conv2D)         (None, 8, 8, 384)    24576       block_7_add[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_8_expand_BN (BatchNormali (None, 8, 8, 384)    1536        block_8_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_8_expand_relu (ReLU)      (None, 8, 8, 384)    0           block_8_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_8_depthwise (DepthwiseCon (None, 8, 8, 384)    3456        block_8_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_8_depthwise_BN (BatchNorm (None, 8, 8, 384)    1536        block_8_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_8_depthwise_relu (ReLU)   (None, 8, 8, 384)    0           block_8_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_8_project (Conv2D)        (None, 8, 8, 64)     24576       block_8_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_8_project_BN (BatchNormal (None, 8, 8, 64)     256         block_8_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_8_add (Add)               (None, 8, 8, 64)     0           block_7_add[0][0]                \n",
      "                                                                 block_8_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_9_expand (Conv2D)         (None, 8, 8, 384)    24576       block_8_add[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_9_expand_BN (BatchNormali (None, 8, 8, 384)    1536        block_9_expand[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "block_9_expand_relu (ReLU)      (None, 8, 8, 384)    0           block_9_expand_BN[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_9_depthwise (DepthwiseCon (None, 8, 8, 384)    3456        block_9_expand_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_9_depthwise_BN (BatchNorm (None, 8, 8, 384)    1536        block_9_depthwise[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "block_9_depthwise_relu (ReLU)   (None, 8, 8, 384)    0           block_9_depthwise_BN[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_9_project (Conv2D)        (None, 8, 8, 64)     24576       block_9_depthwise_relu[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "block_9_project_BN (BatchNormal (None, 8, 8, 64)     256         block_9_project[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_9_add (Add)               (None, 8, 8, 64)     0           block_8_add[0][0]                \n",
      "                                                                 block_9_project_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_10_expand (Conv2D)        (None, 8, 8, 384)    24576       block_9_add[0][0]                \n",
      "__________________________________________________________________________________________________\n",
      "block_10_expand_BN (BatchNormal (None, 8, 8, 384)    1536        block_10_expand[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_10_expand_relu (ReLU)     (None, 8, 8, 384)    0           block_10_expand_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_10_depthwise (DepthwiseCo (None, 8, 8, 384)    3456        block_10_expand_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_10_depthwise_BN (BatchNor (None, 8, 8, 384)    1536        block_10_depthwise[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_10_depthwise_relu (ReLU)  (None, 8, 8, 384)    0           block_10_depthwise_BN[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "block_10_project (Conv2D)       (None, 8, 8, 96)     36864       block_10_depthwise_relu[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block_10_project_BN (BatchNorma (None, 8, 8, 96)     384         block_10_project[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block_11_expand (Conv2D)        (None, 8, 8, 576)    55296       block_10_project_BN[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_11_expand_BN (BatchNormal (None, 8, 8, 576)    2304        block_11_expand[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_11_expand_relu (ReLU)     (None, 8, 8, 576)    0           block_11_expand_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_11_depthwise (DepthwiseCo (None, 8, 8, 576)    5184        block_11_expand_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_11_depthwise_BN (BatchNor (None, 8, 8, 576)    2304        block_11_depthwise[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_11_depthwise_relu (ReLU)  (None, 8, 8, 576)    0           block_11_depthwise_BN[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "block_11_project (Conv2D)       (None, 8, 8, 96)     55296       block_11_depthwise_relu[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block_11_project_BN (BatchNorma (None, 8, 8, 96)     384         block_11_project[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block_11_add (Add)              (None, 8, 8, 96)     0           block_10_project_BN[0][0]        \n",
      "                                                                 block_11_project_BN[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_12_expand (Conv2D)        (None, 8, 8, 576)    55296       block_11_add[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "block_12_expand_BN (BatchNormal (None, 8, 8, 576)    2304        block_12_expand[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_12_expand_relu (ReLU)     (None, 8, 8, 576)    0           block_12_expand_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_12_depthwise (DepthwiseCo (None, 8, 8, 576)    5184        block_12_expand_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_12_depthwise_BN (BatchNor (None, 8, 8, 576)    2304        block_12_depthwise[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_12_depthwise_relu (ReLU)  (None, 8, 8, 576)    0           block_12_depthwise_BN[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "block_12_project (Conv2D)       (None, 8, 8, 96)     55296       block_12_depthwise_relu[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block_12_project_BN (BatchNorma (None, 8, 8, 96)     384         block_12_project[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block_12_add (Add)              (None, 8, 8, 96)     0           block_11_add[0][0]               \n",
      "                                                                 block_12_project_BN[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_13_expand (Conv2D)        (None, 8, 8, 576)    55296       block_12_add[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "block_13_expand_BN (BatchNormal (None, 8, 8, 576)    2304        block_13_expand[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_13_expand_relu (ReLU)     (None, 8, 8, 576)    0           block_13_expand_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_13_pad (ZeroPadding2D)    (None, 9, 9, 576)    0           block_13_expand_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_13_depthwise (DepthwiseCo (None, 4, 4, 576)    5184        block_13_pad[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "block_13_depthwise_BN (BatchNor (None, 4, 4, 576)    2304        block_13_depthwise[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_13_depthwise_relu (ReLU)  (None, 4, 4, 576)    0           block_13_depthwise_BN[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "block_13_project (Conv2D)       (None, 4, 4, 160)    92160       block_13_depthwise_relu[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block_13_project_BN (BatchNorma (None, 4, 4, 160)    640         block_13_project[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block_14_expand (Conv2D)        (None, 4, 4, 960)    153600      block_13_project_BN[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_14_expand_BN (BatchNormal (None, 4, 4, 960)    3840        block_14_expand[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_14_expand_relu (ReLU)     (None, 4, 4, 960)    0           block_14_expand_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_14_depthwise (DepthwiseCo (None, 4, 4, 960)    8640        block_14_expand_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_14_depthwise_BN (BatchNor (None, 4, 4, 960)    3840        block_14_depthwise[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_14_depthwise_relu (ReLU)  (None, 4, 4, 960)    0           block_14_depthwise_BN[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "block_14_project (Conv2D)       (None, 4, 4, 160)    153600      block_14_depthwise_relu[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block_14_project_BN (BatchNorma (None, 4, 4, 160)    640         block_14_project[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block_14_add (Add)              (None, 4, 4, 160)    0           block_13_project_BN[0][0]        \n",
      "                                                                 block_14_project_BN[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_15_expand (Conv2D)        (None, 4, 4, 960)    153600      block_14_add[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "block_15_expand_BN (BatchNormal (None, 4, 4, 960)    3840        block_15_expand[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_15_expand_relu (ReLU)     (None, 4, 4, 960)    0           block_15_expand_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_15_depthwise (DepthwiseCo (None, 4, 4, 960)    8640        block_15_expand_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_15_depthwise_BN (BatchNor (None, 4, 4, 960)    3840        block_15_depthwise[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_15_depthwise_relu (ReLU)  (None, 4, 4, 960)    0           block_15_depthwise_BN[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "block_15_project (Conv2D)       (None, 4, 4, 160)    153600      block_15_depthwise_relu[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block_15_project_BN (BatchNorma (None, 4, 4, 160)    640         block_15_project[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "block_15_add (Add)              (None, 4, 4, 160)    0           block_14_add[0][0]               \n",
      "                                                                 block_15_project_BN[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "block_16_expand (Conv2D)        (None, 4, 4, 960)    153600      block_15_add[0][0]               \n",
      "__________________________________________________________________________________________________\n",
      "block_16_expand_BN (BatchNormal (None, 4, 4, 960)    3840        block_16_expand[0][0]            \n",
      "__________________________________________________________________________________________________\n",
      "block_16_expand_relu (ReLU)     (None, 4, 4, 960)    0           block_16_expand_BN[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_16_depthwise (DepthwiseCo (None, 4, 4, 960)    8640        block_16_expand_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "block_16_depthwise_BN (BatchNor (None, 4, 4, 960)    3840        block_16_depthwise[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "block_16_depthwise_relu (ReLU)  (None, 4, 4, 960)    0           block_16_depthwise_BN[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "block_16_project (Conv2D)       (None, 4, 4, 320)    307200      block_16_depthwise_relu[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "block_16_project_BN (BatchNorma (None, 4, 4, 320)    1280        block_16_project[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "Conv_1 (Conv2D)                 (None, 4, 4, 1280)   409600      block_16_project_BN[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "Conv_1_bn (BatchNormalization)  (None, 4, 4, 1280)   5120        Conv_1[0][0]                     \n",
      "__________________________________________________________________________________________________\n",
      "out_relu (ReLU)                 (None, 4, 4, 1280)   0           Conv_1_bn[0][0]                  \n",
      "__________________________________________________________________________________________________\n",
      "global_average_pooling2d (Globa (None, 1280)         0           out_relu[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "dense (Dense)                   (None, 128)          163968      global_average_pooling2d[0][0]   \n",
      "__________________________________________________________________________________________________\n",
      "dense_1 (Dense)                 (None, 2)            258         dense[0][0]                      \n",
      "==================================================================================================\n",
      "Total params: 2,422,210\n",
      "Trainable params: 164,226\n",
      "Non-trainable params: 2,257,984\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Teacher Model\n",
    "input_tensor = layers.Input(shape=(img_height, img_width, 3))\n",
    "\n",
    "baseModel = keras.applications.MobileNetV2(\n",
    "    include_top=False,\n",
    "    weights=\"imagenet\",\n",
    "    input_tensor=input_tensor,\n",
    "    input_shape=None,\n",
    "    pooling=None)\n",
    "\n",
    "baseModel.trainable=False\n",
    "\n",
    "x = layers.experimental.preprocessing.Rescaling(scale=1./127.5, offset=-1)(input_tensor)\n",
    "x = baseModel.output\n",
    "x = layers.GlobalAveragePooling2D()(x)\n",
    "x = layers.Dense(128)(x)\n",
    "predictions = layers.Dense(2)(x)\n",
    "teacher = keras.models.Model(inputs=baseModel.input, outputs=predictions, name=\"teacher\")\n",
    "\n",
    "teacher.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "center-chess",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "111/111 [==============================] - 100s 830ms/step - loss: 1.2348 - accuracy: 0.6263\n",
      "Epoch 2/20\n",
      "111/111 [==============================] - 96s 818ms/step - loss: 0.5730 - accuracy: 0.7245\n",
      "Epoch 3/20\n",
      "111/111 [==============================] - 96s 818ms/step - loss: 0.5386 - accuracy: 0.7419\n",
      "Epoch 4/20\n",
      "111/111 [==============================] - 96s 817ms/step - loss: 0.5289 - accuracy: 0.7461\n",
      "Epoch 5/20\n",
      "111/111 [==============================] - 95s 812ms/step - loss: 0.5227 - accuracy: 0.7488\n",
      "Epoch 6/20\n",
      "111/111 [==============================] - 96s 822ms/step - loss: 0.5092 - accuracy: 0.7494\n",
      "Epoch 7/20\n",
      "111/111 [==============================] - 97s 822ms/step - loss: 0.5008 - accuracy: 0.7640\n",
      "Epoch 8/20\n",
      "111/111 [==============================] - 96s 817ms/step - loss: 0.4778 - accuracy: 0.7737\n",
      "Epoch 9/20\n",
      "111/111 [==============================] - 95s 810ms/step - loss: 0.4733 - accuracy: 0.7787\n",
      "Epoch 10/20\n",
      "111/111 [==============================] - 96s 819ms/step - loss: 0.4729 - accuracy: 0.7773\n",
      "Epoch 11/20\n",
      "111/111 [==============================] - 96s 816ms/step - loss: 0.5058 - accuracy: 0.7572\n",
      "Epoch 12/20\n",
      "111/111 [==============================] - 96s 819ms/step - loss: 0.5009 - accuracy: 0.7579\n",
      "Epoch 13/20\n",
      "111/111 [==============================] - 96s 820ms/step - loss: 0.4789 - accuracy: 0.7728\n",
      "10/10 [==============================] - 8s 77ms/step - loss: 0.5361 - accuracy: 0.7309\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.5360531210899353, 0.7308684587478638]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Train the teacher\n",
    "teacher_callbacks = [\n",
    "    keras.callbacks.EarlyStopping(monitor=\"accuracy\", patience=3),\n",
    "    keras.callbacks.TensorBoard(log_dir=\"./logs/teacher/\"),\n",
    "]\n",
    "\n",
    "teacher.compile(\n",
    "    optimizer=keras.optimizers.Adam(),\n",
    "    loss=keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "    metrics=[keras.metrics.SparseCategoricalAccuracy(name=\"accuracy\")],\n",
    ")\n",
    "\n",
    "teacher.fit(train_ds, epochs=t_epochs, callbacks=teacher_callbacks)\n",
    "teacher.evaluate(test_ds)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "silent-agent",
   "metadata": {},
   "source": [
    "Next, we initialize and train our student model using the `Distiller` class from earlier. Notice the reduction of parameters of this model to just 6,850."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "constitutional-rotation",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Student Model\n",
    "\n",
    "student = keras.Sequential(\n",
    "    [   layers.Lambda(lambda x: tf.image.rgb_to_grayscale(x)),\n",
    "        keras.layers.experimental.preprocessing.Resizing(32, 32, interpolation=\"bilinear\"),\n",
    "        tf.keras.layers.experimental.preprocessing.Rescaling(scale=1./127.5, offset=-1),\n",
    "        layers.Conv2D(16, (3, 3), strides=(1, 1), padding=\"same\", input_shape=(32,32,1)),\n",
    "        layers.MaxPooling2D(pool_size=(2, 2), strides=(1, 1), padding=\"same\"),\n",
    "        layers.Conv2D(16, (3, 3), strides=(2, 2), padding=\"same\"),\n",
    "        layers.MaxPooling2D(pool_size=(2, 2), strides=(1, 1), padding=\"same\"),\n",
    "        layers.Conv2D(16, (3, 3), strides=(2, 2), padding=\"same\"),\n",
    "        layers.Flatten(),\n",
    "        layers.Dense(2, activation=\"softmax\"),\n",
    "    ],\n",
    "    name=\"student\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "analyzed-geography",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "111/111 [==============================] - 99s 831ms/step - accuracy: 0.6015 - student_xentropy: 0.6596 - KL_logits: 0.1876\n",
      "Epoch 2/50\n",
      "111/111 [==============================] - 97s 825ms/step - accuracy: 0.6577 - student_xentropy: 0.6066 - KL_logits: 0.1632\n",
      "Epoch 3/50\n",
      "111/111 [==============================] - 97s 830ms/step - accuracy: 0.6893 - student_xentropy: 0.5885 - KL_logits: 0.1562\n",
      "Epoch 4/50\n",
      "111/111 [==============================] - 98s 830ms/step - accuracy: 0.6955 - student_xentropy: 0.5970 - KL_logits: 0.1530\n",
      "Epoch 5/50\n",
      "111/111 [==============================] - 96s 819ms/step - accuracy: 0.7009 - student_xentropy: 0.5833 - KL_logits: 0.1570\n",
      "Epoch 6/50\n",
      "111/111 [==============================] - 96s 818ms/step - accuracy: 0.7084 - student_xentropy: 0.5818 - KL_logits: 0.1530\n",
      "Epoch 7/50\n",
      "111/111 [==============================] - 96s 821ms/step - accuracy: 0.7109 - student_xentropy: 0.5725 - KL_logits: 0.1518\n",
      "Epoch 8/50\n",
      "111/111 [==============================] - 96s 817ms/step - accuracy: 0.7106 - student_xentropy: 0.5749 - KL_logits: 0.1512\n",
      "Epoch 9/50\n",
      "111/111 [==============================] - 96s 817ms/step - accuracy: 0.7079 - student_xentropy: 0.5791 - KL_logits: 0.1549\n",
      "Epoch 10/50\n",
      "111/111 [==============================] - 97s 829ms/step - accuracy: 0.7128 - student_xentropy: 0.5751 - KL_logits: 0.1511\n",
      "Epoch 11/50\n",
      "111/111 [==============================] - 96s 823ms/step - accuracy: 0.7097 - student_xentropy: 0.5771 - KL_logits: 0.1523\n",
      "Epoch 12/50\n",
      "111/111 [==============================] - 97s 828ms/step - accuracy: 0.7167 - student_xentropy: 0.5684 - KL_logits: 0.1472\n",
      "Epoch 13/50\n",
      "111/111 [==============================] - 97s 823ms/step - accuracy: 0.7197 - student_xentropy: 0.5725 - KL_logits: 0.1496\n",
      "10/10 [==============================] - 7s 31ms/step - accuracy: 0.7051 - student_xentropy: 0.5844\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.7050730586051941, 0.561350405216217]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Distill teacher to student\n",
    "student_callbacks = [\n",
    "    keras.callbacks.EarlyStopping(monitor=\"accuracy\", patience=3),\n",
    "    keras.callbacks.TensorBoard(log_dir=\"./logs/student/\"),\n",
    "]\n",
    "\n",
    "distiller = Distiller(student=student, teacher=teacher)\n",
    "distiller.compile(\n",
    "    optimizer=keras.optimizers.Adam(),\n",
    "    metrics=[keras.metrics.SparseCategoricalAccuracy(name=\"accuracy\")],\n",
    "    student_loss_fn=keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "    distillation_loss_fn=keras.losses.KLDivergence(),\n",
    "    alpha=d_alpha,\n",
    "    temperature=temps,\n",
    ")\n",
    "\n",
    "distiller.fit(train_ds, epochs=d_epochs, callbacks=student_callbacks)\n",
    "distiller.evaluate(test_ds)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "minor-lodge",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"distilled_droop_detection\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 32, 32, 16)        160       \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 32, 32, 16)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 16, 16, 16)        2320      \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 16, 16, 16)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 8, 8, 16)          2320      \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 1024)              0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 2)                 2050      \n",
      "=================================================================\n",
      "Total params: 6,850\n",
      "Trainable params: 6,850\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "final_layers = distiller.student.layers[3:]\n",
    "final_model = keras.Sequential(final_layers, name=\"distilled_droop_detection\")\n",
    "final_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "altered-burden",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: tflite-models/model/assets\n"
     ]
    }
   ],
   "source": [
    "final_model.save(MODEL_TF)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "genuine-southeast",
   "metadata": {},
   "source": [
    "## Deploy\n",
    "\n",
    "Having saved our student model, we'll prepare it for deployment by converting to a tflite model and quantizing before converting it into a C source file that can be loaded by tflite running on the Arduino.\n",
    "\n",
    "In order to quantize, we need to feed the converter representative samples of the data the model was trained on. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "hazardous-taxation",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_transform = tf.keras.Sequential([\n",
    "    layers.Lambda(lambda x: tf.image.rgb_to_grayscale(x)),\n",
    "    keras.layers.experimental.preprocessing.Resizing(32, 32, interpolation='bilinear'),\n",
    "    keras.layers.experimental.preprocessing.Rescaling(scale=1./127.5, offset=-1)\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "administrative-origin",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of samples: 128\n"
     ]
    }
   ],
   "source": [
    "sample_iter = test_ds.map(lambda x, y: (image_transform(x, training=False), y)).as_numpy_iterator()\n",
    "\n",
    "for i in range(1):\n",
    "    sample = next(sample_iter)[0]\n",
    "    \n",
    "print(\"Number of samples: {}\".format(sample.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "decent-sculpture",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12072"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert the model to the TensorFlow Lite format without quantization\n",
    "converter = tf.lite.TFLiteConverter.from_saved_model(MODEL_TF)\n",
    "model_no_quant_tflite = converter.convert()\n",
    "\n",
    "# Save the model to disk\n",
    "open(MODEL_NO_QUANT_TFLITE, \"wb\").write(model_no_quant_tflite)\n",
    "\n",
    "# Convert the model to the TensorFlow Lite format with quantization\n",
    "def representative_dataset():\n",
    "    for i in range(batch_size):\n",
    "        yield([np.expand_dims(sample[i], axis=0)])\n",
    "        \n",
    "        \n",
    "# Set the optimization flag.\n",
    "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
    "# Enforce integer only quantization\n",
    "converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8]\n",
    "converter.inference_input_type = tf.int8\n",
    "converter.inference_output_type = tf.int8\n",
    "# Provide a representative dataset to ensure we quantize correctly.\n",
    "converter.representative_dataset = representative_dataset\n",
    "model_tflite = converter.convert()\n",
    "\n",
    "# Save the model to disk\n",
    "open(MODEL_TFLITE, \"wb\").write(model_tflite)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dominican-hudson",
   "metadata": {},
   "source": [
    "Now, we're ready to convert this tflite model into a C source file! \n",
    "\n",
    "Update the contents of the `arduino/droop_detection/droop_detection_model_data.cpp` file with the values displayed here after running the `cat` command."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "allied-polish",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install xxd if it is not available\n",
    "#!apt-get update && apt-get -qq install xxd\n",
    "\n",
    "# Convert to a C source file, i.e, a TensorFlow Lite for Microcontrollers model\n",
    "!xxd -i {MODEL_TFLITE} > {MODEL_TFLITE_MICRO}\n",
    "# Update variable names\n",
    "REPLACE_TEXT = MODEL_TFLITE.replace('/', '_').replace('.', '_')\n",
    "!sed -i 's/'{REPLACE_TEXT}'/g_model/g' {MODEL_TFLITE_MICRO}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "funky-arthritis",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "unsigned char tflite_models_model_tflite[] = {\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x54, 0x46, 0x4c, 0x33, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x14, 0x00, 0x20, 0x00, 0x1c, 0x00, 0x18, 0x00, 0x14, 0x00, 0x10, 0x00,\r\n",
      "  0x0c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0x1c, 0x00, 0x00, 0x00, 0x98, 0x00, 0x00, 0x00, 0xc8, 0x00, 0x00, 0x00,\r\n",
      "  0x28, 0x1d, 0x00, 0x00, 0x38, 0x1d, 0x00, 0x00, 0x50, 0x2e, 0x00, 0x00,\r\n",
      "  0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x44, 0xd2, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x28, 0x00, 0x00, 0x00, 0x44, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00,\r\n",
      "  0x73, 0x65, 0x72, 0x76, 0x65, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00,\r\n",
      "  0x73, 0x65, 0x72, 0x76, 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61,\r\n",
      "  0x75, 0x6c, 0x74, 0x00, 0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0xbc, 0xff, 0xff, 0xff, 0x11, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x07, 0x00, 0x00, 0x00, 0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x32, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xbe, 0xe2, 0xff, 0xff,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x63, 0x6f, 0x6e, 0x76,\r\n",
      "  0x32, 0x64, 0x5f, 0x69, 0x6e, 0x70, 0x75, 0x74, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x0c, 0x00,\r\n",
      "  0x08, 0x00, 0x04, 0x00, 0x08, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x13, 0x00, 0x00, 0x00, 0x6d, 0x69, 0x6e, 0x5f,\r\n",
      "  0x72, 0x75, 0x6e, 0x74, 0x69, 0x6d, 0x65, 0x5f, 0x76, 0x65, 0x72, 0x73,\r\n",
      "  0x69, 0x6f, 0x6e, 0x00, 0x14, 0x00, 0x00, 0x00, 0x5c, 0x1c, 0x00, 0x00,\r\n",
      "  0x54, 0x1c, 0x00, 0x00, 0x3c, 0x1c, 0x00, 0x00, 0x24, 0x1c, 0x00, 0x00,\r\n",
      "  0x14, 0x14, 0x00, 0x00, 0x74, 0x13, 0x00, 0x00, 0x64, 0x0a, 0x00, 0x00,\r\n",
      "  0x54, 0x01, 0x00, 0x00, 0x04, 0x01, 0x00, 0x00, 0xb4, 0x00, 0x00, 0x00,\r\n",
      "  0x64, 0x00, 0x00, 0x00, 0x5c, 0x00, 0x00, 0x00, 0x54, 0x00, 0x00, 0x00,\r\n",
      "  0x4c, 0x00, 0x00, 0x00, 0x44, 0x00, 0x00, 0x00, 0x3c, 0x00, 0x00, 0x00,\r\n",
      "  0x34, 0x00, 0x00, 0x00, 0x2c, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x62, 0xe3, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x31, 0x2e, 0x35, 0x2e, 0x30, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x3c, 0xd4, 0xff, 0xff,\r\n",
      "  0x40, 0xd4, 0xff, 0xff, 0x44, 0xd4, 0xff, 0xff, 0x48, 0xd4, 0xff, 0xff,\r\n",
      "  0x4c, 0xd4, 0xff, 0xff, 0x50, 0xd4, 0xff, 0xff, 0x54, 0xd4, 0xff, 0xff,\r\n",
      "  0x58, 0xd4, 0xff, 0xff, 0x9e, 0xe3, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x40, 0x00, 0x00, 0x00, 0x89, 0xfe, 0xff, 0xff, 0x80, 0x02, 0x00, 0x00,\r\n",
      "  0x7b, 0xfd, 0xff, 0xff, 0x3d, 0x02, 0x00, 0x00, 0xac, 0xff, 0xff, 0xff,\r\n",
      "  0x8f, 0x05, 0x00, 0x00, 0x42, 0xfe, 0xff, 0xff, 0x09, 0x03, 0x00, 0x00,\r\n",
      "  0xec, 0x00, 0x00, 0x00, 0x12, 0x0c, 0x00, 0x00, 0xd0, 0x01, 0x00, 0x00,\r\n",
      "  0xc8, 0x00, 0x00, 0x00, 0xa4, 0xff, 0xff, 0xff, 0xb3, 0xfd, 0xff, 0xff,\r\n",
      "  0x1a, 0x01, 0x00, 0x00, 0xf8, 0x0c, 0x00, 0x00, 0xea, 0xe3, 0xff, 0xff,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0xc9, 0x02, 0x00, 0x00,\r\n",
      "  0x0e, 0xf0, 0xff, 0xff, 0x21, 0xf0, 0xff, 0xff, 0xd4, 0xf7, 0xff, 0xff,\r\n",
      "  0x2c, 0xfc, 0xff, 0xff, 0x90, 0x03, 0x00, 0x00, 0x7c, 0x00, 0x00, 0x00,\r\n",
      "  0x11, 0x00, 0x00, 0x00, 0x1f, 0xf9, 0xff, 0xff, 0x1c, 0xf8, 0xff, 0xff,\r\n",
      "  0x92, 0xf2, 0xff, 0xff, 0xbe, 0xff, 0xff, 0xff, 0xb2, 0xfb, 0xff, 0xff,\r\n",
      "  0x34, 0x02, 0x00, 0x00, 0x02, 0xf9, 0xff, 0xff, 0xc7, 0xfc, 0xff, 0xff,\r\n",
      "  0x36, 0xe4, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00,\r\n",
      "  0xc4, 0xfe, 0xff, 0xff, 0x66, 0xfb, 0xff, 0xff, 0x76, 0xfd, 0xff, 0xff,\r\n",
      "  0xe7, 0xf2, 0xff, 0xff, 0x81, 0xf6, 0xff, 0xff, 0x24, 0xf9, 0xff, 0xff,\r\n",
      "  0xf2, 0xfc, 0xff, 0xff, 0xb7, 0xf7, 0xff, 0xff, 0x29, 0xf9, 0xff, 0xff,\r\n",
      "  0x3b, 0xfe, 0xff, 0xff, 0xff, 0xf8, 0xff, 0xff, 0x10, 0xf3, 0xff, 0xff,\r\n",
      "  0x9c, 0x03, 0x00, 0x00, 0xc5, 0xf8, 0xff, 0xff, 0x0f, 0xee, 0xff, 0xff,\r\n",
      "  0x79, 0xf3, 0xff, 0xff, 0x82, 0xe4, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x09, 0x00, 0x00, 0xf7, 0xd7, 0x02, 0x28, 0x41, 0x0e, 0x2e, 0x31,\r\n",
      "  0x08, 0x3e, 0xc9, 0xf9, 0xb2, 0xfb, 0x29, 0xe6, 0x86, 0xef, 0xc6, 0x0c,\r\n",
      "  0x32, 0x3a, 0xf0, 0xbe, 0x06, 0xf9, 0xc0, 0xd4, 0xe8, 0xfa, 0xd9, 0xfe,\r\n",
      "  0x08, 0x16, 0xa9, 0x29, 0x33, 0xea, 0x98, 0xc9, 0x38, 0xc0, 0xaf, 0x1f,\r\n",
      "  0x01, 0x29, 0x0f, 0xcf, 0xfb, 0xb5, 0xc7, 0x32, 0xd5, 0x1b, 0xd9, 0xd5,\r\n",
      "  0xcf, 0x44, 0x2d, 0x1b, 0xc8, 0xce, 0xc4, 0xd3, 0x13, 0xee, 0x4d, 0x0d,\r\n",
      "  0x33, 0xa0, 0xcb, 0x36, 0x0e, 0xe2, 0x39, 0xde, 0x40, 0xc5, 0xbc, 0xb5,\r\n",
      "  0x1e, 0xef, 0xc2, 0xf7, 0xc1, 0x0e, 0x04, 0x07, 0xc6, 0x13, 0x4b, 0xa6,\r\n",
      "  0xc3, 0xe2, 0xc2, 0xc0, 0xc6, 0xb5, 0xfb, 0xf0, 0xfd, 0x7f, 0xcf, 0x47,\r\n",
      "  0x4a, 0xc6, 0x3d, 0xe6, 0xa2, 0x1d, 0x12, 0xda, 0x97, 0x9b, 0xee, 0xde,\r\n",
      "  0xd4, 0xec, 0xa2, 0x41, 0x16, 0xe6, 0x12, 0xd4, 0xb0, 0x24, 0xe0, 0xb0,\r\n",
      "  0xfe, 0x0f, 0xa8, 0x47, 0x1b, 0x28, 0x42, 0x0b, 0xdb, 0x40, 0x3c, 0xb4,\r\n",
      "  0xc0, 0xbc, 0xbd, 0xcd, 0xdc, 0xd8, 0x9f, 0xe5, 0xe9, 0xbb, 0xf4, 0xd2,\r\n",
      "  0xbe, 0x54, 0xff, 0xbf, 0x09, 0xd2, 0x31, 0xb7, 0x30, 0xc5, 0x4a, 0xf9,\r\n",
      "  0xcf, 0x5e, 0xcf, 0x54, 0x65, 0xc4, 0x31, 0x1a, 0xe0, 0x50, 0xd8, 0x4f,\r\n",
      "  0x70, 0xd0, 0xa1, 0x34, 0xe3, 0x27, 0x4b, 0x2c, 0xac, 0xe5, 0xb4, 0xd5,\r\n",
      "  0x32, 0xd4, 0xec, 0xc4, 0x43, 0x1b, 0xad, 0xcb, 0xfa, 0xd3, 0xb8, 0x1a,\r\n",
      "  0xd4, 0x47, 0x47, 0xbe, 0x0a, 0xea, 0xa1, 0xd5, 0x0c, 0x06, 0x47, 0xcf,\r\n",
      "  0xd8, 0x1c, 0xce, 0xb2, 0x56, 0x77, 0xc7, 0xf9, 0x2b, 0x1a, 0x4d, 0x5e,\r\n",
      "  0xa6, 0xbc, 0x34, 0x29, 0x47, 0x09, 0x17, 0xf7, 0xb0, 0x15, 0x81, 0xc2,\r\n",
      "  0xad, 0xf4, 0xc8, 0x0a, 0xea, 0xd6, 0xc1, 0xfc, 0xdb, 0xde, 0x1b, 0x2e,\r\n",
      "  0xff, 0x4a, 0xa7, 0x2d, 0x20, 0xc1, 0x12, 0x94, 0xe4, 0x34, 0x29, 0x3d,\r\n",
      "  0xaa, 0xff, 0x23, 0x34, 0x21, 0x01, 0xc0, 0x22, 0xfc, 0xe4, 0xf6, 0x78,\r\n",
      "  0xb6, 0xe7, 0xcf, 0xc4, 0x16, 0x4c, 0xc8, 0x0e, 0x08, 0xf8, 0x32, 0xe1,\r\n",
      "  0xde, 0x3e, 0xf1, 0x43, 0xff, 0xdb, 0x0f, 0xf2, 0xf0, 0xfa, 0x10, 0xe2,\r\n",
      "  0x2d, 0xf7, 0xfe, 0xe8, 0xbb, 0x19, 0xff, 0x09, 0xfe, 0x2a, 0x2c, 0x11,\r\n",
      "  0xdc, 0x3f, 0x3d, 0xea, 0x29, 0x14, 0x40, 0x31, 0x3b, 0xdf, 0x07, 0xff,\r\n",
      "  0x27, 0x27, 0xba, 0x2a, 0xf3, 0x02, 0xcf, 0xc5, 0x00, 0x18, 0x33, 0x0e,\r\n",
      "  0x50, 0x13, 0xbf, 0xbe, 0xee, 0x14, 0x17, 0xf2, 0x2e, 0xfc, 0xf8, 0x23,\r\n",
      "  0x1f, 0xd8, 0x2b, 0xf5, 0xf0, 0xe7, 0x19, 0x2a, 0x05, 0x21, 0x37, 0x26,\r\n",
      "  0x0a, 0xe9, 0xf8, 0xc6, 0x2b, 0xe5, 0x03, 0x33, 0x64, 0xeb, 0x2f, 0xeb,\r\n",
      "  0xb5, 0x27, 0xf9, 0xb0, 0x1a, 0xed, 0xd9, 0xc2, 0x36, 0x2b, 0xe1, 0xd4,\r\n",
      "  0x0c, 0xe5, 0x01, 0xb4, 0xe7, 0x4c, 0x10, 0xfd, 0xf7, 0xc4, 0xe4, 0x36,\r\n",
      "  0x00, 0x40, 0xfd, 0x1a, 0xd5, 0xde, 0xf7, 0xa9, 0x16, 0xfd, 0xc9, 0x38,\r\n",
      "  0xf2, 0xdc, 0x44, 0xdf, 0xec, 0x45, 0xec, 0xf9, 0x7f, 0x36, 0xe9, 0xc9,\r\n",
      "  0x22, 0x13, 0xcf, 0xdb, 0xc7, 0xd8, 0x56, 0xb6, 0xb9, 0x1e, 0x35, 0x1c,\r\n",
      "  0x01, 0xeb, 0x22, 0xb9, 0x53, 0xcf, 0xec, 0xf4, 0x6a, 0x90, 0xea, 0x26,\r\n",
      "  0x43, 0xeb, 0xda, 0x1c, 0x28, 0xc4, 0x52, 0x3c, 0x22, 0xc7, 0xe9, 0xbf,\r\n",
      "  0xe4, 0xc5, 0x32, 0xb8, 0xeb, 0xbd, 0xbd, 0x00, 0x8c, 0xd5, 0x0e, 0x1c,\r\n",
      "  0x16, 0xf1, 0xbf, 0x9a, 0x19, 0xe0, 0x10, 0x2a, 0xfe, 0xb9, 0xba, 0xdb,\r\n",
      "  0x11, 0xdc, 0x53, 0xff, 0x20, 0xcc, 0xcb, 0x51, 0x33, 0xfd, 0x3d, 0x39,\r\n",
      "  0xcb, 0xe0, 0x1f, 0x7f, 0x0f, 0x42, 0xb7, 0x5d, 0x1e, 0x32, 0xae, 0xa5,\r\n",
      "  0x02, 0xb3, 0x26, 0x12, 0xc0, 0x08, 0xd7, 0xe6, 0xee, 0x11, 0xe3, 0xd3,\r\n",
      "  0x38, 0xcc, 0xd5, 0xf4, 0x0b, 0xf6, 0x3f, 0x4f, 0xd0, 0xb9, 0xc3, 0xee,\r\n",
      "  0xdb, 0x39, 0xba, 0x17, 0x58, 0x39, 0x0c, 0xd6, 0x2b, 0x2d, 0x3d, 0x59,\r\n",
      "  0xdf, 0xe6, 0x45, 0x3b, 0x45, 0xfe, 0xd0, 0x5e, 0x2a, 0x5a, 0xe8, 0x43,\r\n",
      "  0xfc, 0xd9, 0x01, 0x12, 0xb7, 0x38, 0xc3, 0xc1, 0x33, 0x21, 0xaa, 0xea,\r\n",
      "  0x2f, 0x47, 0x4a, 0x46, 0xd6, 0xca, 0xfd, 0x21, 0xd6, 0xd5, 0x2e, 0xfd,\r\n",
      "  0xfc, 0x08, 0xdc, 0x14, 0xa4, 0xe1, 0xd9, 0x22, 0x88, 0xe2, 0xea, 0x38,\r\n",
      "  0x0d, 0x15, 0xb5, 0xba, 0x92, 0x93, 0xed, 0x9d, 0x00, 0xbc, 0x81, 0x02,\r\n",
      "  0xda, 0x14, 0x41, 0xcc, 0xe5, 0x1a, 0x9e, 0xcb, 0xcd, 0x16, 0x52, 0x4d,\r\n",
      "  0x18, 0x8d, 0x01, 0x60, 0x00, 0x28, 0xd7, 0xc4, 0x38, 0xd7, 0x4b, 0xf9,\r\n",
      "  0xb0, 0xb1, 0x60, 0xfc, 0xa8, 0x4c, 0xef, 0x50, 0xda, 0xfd, 0x29, 0xa7,\r\n",
      "  0xe1, 0x44, 0x5b, 0x3c, 0xd4, 0xbe, 0x35, 0x37, 0xbf, 0x06, 0xe1, 0x25,\r\n",
      "  0x0e, 0xf1, 0xf6, 0xaa, 0xfe, 0x3e, 0xef, 0x65, 0xd7, 0x21, 0x62, 0xfd,\r\n",
      "  0xc2, 0xcf, 0xcf, 0x2b, 0xca, 0xc4, 0x04, 0xbb, 0x24, 0x35, 0x52, 0x6e,\r\n",
      "  0x27, 0x00, 0x39, 0x0b, 0xed, 0x42, 0x48, 0x4c, 0xbf, 0x68, 0x1b, 0xc3,\r\n",
      "  0xf7, 0x20, 0xc0, 0xe3, 0x2e, 0xe8, 0xd3, 0x52, 0xc4, 0x2e, 0x1c, 0x0c,\r\n",
      "  0xbe, 0x06, 0xbe, 0x2d, 0xf9, 0xc1, 0x4f, 0xca, 0xb0, 0x2b, 0x50, 0x13,\r\n",
      "  0x21, 0x4d, 0x59, 0xc7, 0xf2, 0xff, 0xc5, 0x34, 0xc9, 0xb0, 0xe3, 0xc8,\r\n",
      "  0x1e, 0xaa, 0x3f, 0x2c, 0xd2, 0x41, 0x29, 0xef, 0x71, 0xd5, 0xde, 0x3a,\r\n",
      "  0xfe, 0xf3, 0x07, 0xd6, 0x43, 0xca, 0x7f, 0x2c, 0xbe, 0x2b, 0xc2, 0xbe,\r\n",
      "  0xc6, 0xfd, 0x86, 0xd6, 0x15, 0xfd, 0xc7, 0xa2, 0x02, 0xd7, 0xe7, 0x02,\r\n",
      "  0x2e, 0xe4, 0xd4, 0x23, 0x21, 0x05, 0x9c, 0x3c, 0x30, 0xec, 0xbb, 0xc6,\r\n",
      "  0x37, 0xe7, 0xde, 0xb8, 0xee, 0xd4, 0xe9, 0xd3, 0xec, 0x12, 0x24, 0xe5,\r\n",
      "  0xb8, 0xfe, 0xe6, 0xcf, 0xee, 0xca, 0x53, 0x5b, 0x02, 0xdb, 0xcf, 0xc0,\r\n",
      "  0x1b, 0x20, 0x9c, 0xef, 0xcc, 0xf9, 0x19, 0x04, 0xb1, 0x08, 0x14, 0x26,\r\n",
      "  0xd9, 0xef, 0xd1, 0xf5, 0x20, 0xf8, 0x16, 0x2a, 0x1e, 0xd8, 0x0d, 0x39,\r\n",
      "  0x91, 0xb9, 0x0b, 0x2d, 0xbb, 0xbe, 0xbb, 0x17, 0xf3, 0xbe, 0xba, 0x14,\r\n",
      "  0x1d, 0xa4, 0xda, 0x3b, 0x42, 0x08, 0xe9, 0x5e, 0x04, 0xf9, 0xc2, 0x18,\r\n",
      "  0xdd, 0x0a, 0xd2, 0x06, 0x17, 0xb2, 0x2b, 0xc2, 0x29, 0x2e, 0xf9, 0xd8,\r\n",
      "  0x4a, 0x0e, 0xf1, 0xe2, 0x20, 0xcd, 0xc3, 0xf1, 0xbc, 0xf5, 0xca, 0x27,\r\n",
      "  0x92, 0xc8, 0x0c, 0x0e, 0x9e, 0x21, 0x51, 0x34, 0xc0, 0x3c, 0xab, 0xb3,\r\n",
      "  0x51, 0xf4, 0xef, 0x46, 0xee, 0x01, 0xbf, 0x23, 0x15, 0x49, 0xe1, 0xb9,\r\n",
      "  0xa0, 0x12, 0xe5, 0xba, 0x04, 0x5d, 0xf8, 0x01, 0xef, 0x38, 0xb5, 0xa8,\r\n",
      "  0x81, 0x22, 0x2a, 0x01, 0xc5, 0x41, 0x4a, 0x16, 0x59, 0x64, 0xf0, 0x27,\r\n",
      "  0xff, 0xa8, 0x34, 0xba, 0xe1, 0x4f, 0xe1, 0xc4, 0x1e, 0x04, 0x26, 0xed,\r\n",
      "  0x20, 0x41, 0xdd, 0x15, 0x8c, 0x29, 0x22, 0xd9, 0xa2, 0x1b, 0x0c, 0x1c,\r\n",
      "  0x1d, 0xf6, 0x14, 0xb2, 0x30, 0x18, 0x1e, 0x93, 0x04, 0xd0, 0xbc, 0xad,\r\n",
      "  0x3b, 0x30, 0x37, 0xc9, 0xbe, 0xc5, 0xb9, 0x05, 0x37, 0x61, 0x2e, 0x2a,\r\n",
      "  0xef, 0xf3, 0x0b, 0xd7, 0xc7, 0xb3, 0x26, 0x4d, 0x1b, 0x16, 0x0e, 0xc8,\r\n",
      "  0xe0, 0x04, 0xbd, 0x58, 0x34, 0x04, 0xf0, 0xa5, 0x06, 0xb5, 0x4a, 0x06,\r\n",
      "  0xba, 0xf0, 0xc3, 0xe5, 0x22, 0x70, 0x1f, 0x0a, 0x4f, 0x5a, 0xe2, 0xc4,\r\n",
      "  0x0e, 0x51, 0xe2, 0x1e, 0xa2, 0x3c, 0xb7, 0xba, 0x1a, 0xf2, 0xaa, 0x0e,\r\n",
      "  0xcd, 0xff, 0xd5, 0xbc, 0xd1, 0x29, 0x7f, 0x1d, 0xdb, 0x08, 0x0f, 0xdd,\r\n",
      "  0xd2, 0x47, 0xa4, 0xfa, 0x27, 0x0e, 0xfa, 0x32, 0x55, 0x44, 0x09, 0xfc,\r\n",
      "  0xd1, 0xbb, 0x50, 0xfa, 0xae, 0x61, 0x45, 0xbf, 0xb6, 0x95, 0x04, 0xe2,\r\n",
      "  0x69, 0xe9, 0xdd, 0xa7, 0xff, 0x26, 0xe4, 0x20, 0x1b, 0xef, 0x17, 0xb9,\r\n",
      "  0xfd, 0x13, 0xc5, 0xf6, 0xe5, 0x1e, 0x42, 0x2e, 0x55, 0x60, 0x2b, 0xee,\r\n",
      "  0xb1, 0xe9, 0xd0, 0xe4, 0x13, 0x1f, 0x25, 0x49, 0x10, 0xd4, 0x38, 0xb3,\r\n",
      "  0x25, 0xb1, 0x4d, 0xca, 0x2e, 0xd6, 0xf5, 0x4d, 0xb6, 0xd7, 0x26, 0x59,\r\n",
      "  0x04, 0xca, 0xc3, 0x22, 0x4c, 0xe6, 0x69, 0xbb, 0x9f, 0xe2, 0x17, 0x51,\r\n",
      "  0x42, 0xfb, 0xd2, 0x22, 0x5d, 0xd1, 0x02, 0x23, 0x2e, 0xf9, 0xf1, 0x59,\r\n",
      "  0x12, 0x99, 0x44, 0x3d, 0x0a, 0x15, 0xb3, 0x37, 0x4b, 0x18, 0xca, 0xe7,\r\n",
      "  0x00, 0x27, 0xc1, 0xf5, 0xa6, 0x11, 0xd9, 0x21, 0xd1, 0xee, 0x3c, 0xb3,\r\n",
      "  0x7e, 0x15, 0x5c, 0x0c, 0xe6, 0xfd, 0x52, 0x59, 0x1f, 0xef, 0x16, 0x32,\r\n",
      "  0x2e, 0x13, 0xda, 0x23, 0x18, 0x08, 0xa6, 0xb8, 0xf7, 0x09, 0xba, 0xd4,\r\n",
      "  0x01, 0xe2, 0xeb, 0x37, 0x4b, 0x19, 0x4d, 0xbe, 0x36, 0x56, 0xf8, 0xd3,\r\n",
      "  0xfb, 0xdf, 0x22, 0x17, 0x47, 0x02, 0xfc, 0xf4, 0xad, 0x12, 0xe1, 0x2e,\r\n",
      "  0xfb, 0x44, 0x4a, 0xdc, 0x16, 0xa6, 0xee, 0xc0, 0xff, 0x03, 0xdf, 0x26,\r\n",
      "  0xdd, 0xd0, 0xf1, 0xf5, 0x03, 0xdb, 0xff, 0x36, 0xe0, 0x0f, 0xcd, 0x34,\r\n",
      "  0x28, 0xd7, 0x1c, 0xf2, 0x15, 0x0e, 0xbe, 0xe8, 0x0b, 0x3a, 0xfd, 0x1a,\r\n",
      "  0x50, 0x26, 0x36, 0x15, 0x04, 0x41, 0x2e, 0xfa, 0x07, 0xb1, 0x3b, 0x11,\r\n",
      "  0xcf, 0xf6, 0x0a, 0x34, 0xf4, 0xf6, 0xd0, 0xe7, 0x30, 0x15, 0x35, 0xe4,\r\n",
      "  0x01, 0x17, 0xd0, 0xcb, 0xec, 0x18, 0x3c, 0xcb, 0x31, 0x9a, 0x47, 0xc8,\r\n",
      "  0xb2, 0xec, 0xdb, 0x3b, 0x4d, 0x3a, 0x3f, 0xb1, 0x81, 0x07, 0xd1, 0x0c,\r\n",
      "  0xb8, 0x53, 0x21, 0x09, 0x29, 0xc8, 0x2c, 0x26, 0x17, 0xe8, 0x0f, 0x04,\r\n",
      "  0x83, 0xfc, 0x43, 0xfc, 0x3c, 0x0a, 0x0e, 0xe9, 0x0d, 0xe4, 0xdc, 0x2e,\r\n",
      "  0x00, 0x0d, 0xdb, 0xbb, 0x20, 0x07, 0x81, 0x05, 0xef, 0x31, 0x0d, 0x33,\r\n",
      "  0xdd, 0xd0, 0xe6, 0xe1, 0x69, 0xef, 0x0a, 0x9c, 0x7c, 0xac, 0xff, 0xd9,\r\n",
      "  0x33, 0x23, 0xd1, 0xfa, 0xf9, 0xc0, 0xf9, 0x3c, 0x1e, 0x27, 0x39, 0xea,\r\n",
      "  0xd3, 0xc8, 0x5f, 0x0f, 0x84, 0xcb, 0x2a, 0x14, 0xc4, 0x21, 0x9c, 0x2e,\r\n",
      "  0xf4, 0x29, 0x9b, 0xc2, 0xfa, 0xbb, 0x13, 0xf9, 0x1b, 0xba, 0xa5, 0xcb,\r\n",
      "  0xf1, 0x1f, 0x1f, 0x95, 0x00, 0x0d, 0xe1, 0x81, 0xcf, 0x11, 0xb9, 0x8b,\r\n",
      "  0x69, 0x33, 0xa9, 0x55, 0xe7, 0x10, 0xc3, 0xf6, 0xab, 0x40, 0xca, 0x14,\r\n",
      "  0x4d, 0x22, 0x90, 0x82, 0xdc, 0x05, 0xa7, 0xfa, 0xa4, 0xe5, 0x2c, 0x9a,\r\n",
      "  0xc1, 0x9e, 0xb3, 0xdd, 0x04, 0xe8, 0x96, 0x07, 0xe4, 0xa9, 0xb4, 0xc9,\r\n",
      "  0xdd, 0x2e, 0x55, 0xc7, 0xf6, 0xf5, 0xde, 0x28, 0x74, 0x31, 0x12, 0x9b,\r\n",
      "  0x16, 0x09, 0x01, 0x05, 0x14, 0x5e, 0xf0, 0xe3, 0x28, 0x8b, 0x16, 0xe2,\r\n",
      "  0x29, 0x3d, 0x96, 0x1f, 0xca, 0x18, 0x26, 0x21, 0xcb, 0x3c, 0x9f, 0xc3,\r\n",
      "  0x1c, 0x92, 0x0c, 0xd9, 0xf6, 0xfe, 0x9f, 0x40, 0xef, 0x5b, 0x21, 0xfe,\r\n",
      "  0x1f, 0xd8, 0xd9, 0xff, 0x2d, 0x08, 0x0e, 0xd9, 0xe0, 0xbc, 0xe0, 0x31,\r\n",
      "  0x1b, 0xca, 0xf2, 0xc9, 0xbc, 0xf2, 0x2c, 0xc4, 0xea, 0xf1, 0x52, 0x02,\r\n",
      "  0x14, 0x04, 0x20, 0x31, 0xcf, 0x01, 0xee, 0x02, 0x16, 0x11, 0xee, 0xfa,\r\n",
      "  0x31, 0x28, 0xd8, 0xf4, 0x00, 0xee, 0xd5, 0x3f, 0xdf, 0x2d, 0xd1, 0x0e,\r\n",
      "  0x06, 0xd8, 0x02, 0xff, 0xc2, 0x2a, 0xfd, 0xfa, 0xe6, 0x0c, 0xfc, 0x3e,\r\n",
      "  0xf2, 0xb5, 0x2a, 0x02, 0x01, 0xe1, 0x2d, 0xfa, 0x21, 0x32, 0x00, 0x37,\r\n",
      "  0xa0, 0x14, 0xdd, 0x2d, 0xd1, 0x0e, 0xfd, 0xf2, 0xcf, 0xee, 0x07, 0xf4,\r\n",
      "  0x21, 0xe9, 0x04, 0xd0, 0xeb, 0xc5, 0x6a, 0x1a, 0x04, 0x25, 0xc1, 0xe2,\r\n",
      "  0xe7, 0x11, 0xdf, 0x3c, 0x98, 0xf1, 0x33, 0xe3, 0xfb, 0x17, 0xf1, 0x16,\r\n",
      "  0x33, 0x2e, 0x12, 0x11, 0x44, 0xff, 0xdb, 0x2a, 0x0a, 0xd5, 0xf6, 0xff,\r\n",
      "  0x81, 0xd0, 0x35, 0xf7, 0x14, 0x36, 0xdb, 0x31, 0x1f, 0x0f, 0xd8, 0xf4,\r\n",
      "  0xc2, 0x26, 0x39, 0xe0, 0x10, 0xaa, 0xbd, 0x5d, 0xdf, 0x24, 0x02, 0xe5,\r\n",
      "  0xe7, 0xcd, 0x11, 0xde, 0x1b, 0xbf, 0xc2, 0xa2, 0x03, 0xfd, 0xe6, 0x61,\r\n",
      "  0x00, 0x0f, 0xbf, 0xde, 0xb7, 0x4d, 0x20, 0x16, 0x4a, 0xd1, 0x61, 0x85,\r\n",
      "  0x0a, 0xac, 0x8a, 0x50, 0xbb, 0x1d, 0xae, 0xd8, 0x9f, 0xcd, 0xb4, 0x9d,\r\n",
      "  0xcd, 0x36, 0x3e, 0xae, 0x0d, 0x21, 0x41, 0xd8, 0x09, 0xda, 0xd2, 0x2e,\r\n",
      "  0x17, 0x4e, 0x4b, 0x1b, 0x03, 0x37, 0x99, 0xf4, 0xc5, 0xdb, 0xcb, 0x35,\r\n",
      "  0xe7, 0xd1, 0xf0, 0x4d, 0x0b, 0x45, 0x0d, 0x2b, 0x0f, 0x18, 0xf6, 0x0c,\r\n",
      "  0xf8, 0xee, 0x44, 0x36, 0x28, 0x86, 0xb1, 0xd3, 0x06, 0x60, 0x3a, 0x3a,\r\n",
      "  0xb2, 0x4e, 0xe3, 0xf1, 0xdd, 0xe1, 0xfb, 0xf9, 0xf2, 0x4e, 0xf3, 0xd2,\r\n",
      "  0x01, 0xfc, 0x59, 0x07, 0x3c, 0xbc, 0xf3, 0xfe, 0x3f, 0xde, 0xf7, 0xdd,\r\n",
      "  0xc8, 0xe5, 0x33, 0xd4, 0x03, 0xf8, 0x52, 0xbd, 0xce, 0xbd, 0x59, 0x81,\r\n",
      "  0x1d, 0x41, 0xa5, 0x4f, 0xeb, 0x4d, 0x4e, 0xf9, 0x33, 0x26, 0x24, 0xcf,\r\n",
      "  0x02, 0xbb, 0x1b, 0xa5, 0x40, 0xe7, 0xfc, 0x50, 0xd4, 0x1d, 0x1d, 0xbe,\r\n",
      "  0xc5, 0x04, 0x3a, 0xd0, 0x4c, 0x54, 0xf4, 0x89, 0xa5, 0xdf, 0x0d, 0xf6,\r\n",
      "  0xd5, 0xab, 0x0c, 0xbe, 0xea, 0xe9, 0x12, 0x42, 0xf5, 0xcf, 0xab, 0xf0,\r\n",
      "  0x28, 0xdb, 0xdf, 0x05, 0x1f, 0xed, 0x20, 0x40, 0xb3, 0x05, 0x35, 0x30,\r\n",
      "  0x58, 0x17, 0x27, 0x94, 0xa7, 0xcc, 0xf6, 0x04, 0xc8, 0x00, 0x0d, 0xf7,\r\n",
      "  0x39, 0x16, 0xcc, 0xc7, 0xd3, 0xc5, 0xb6, 0xb9, 0xb3, 0x3a, 0xcc, 0xd0,\r\n",
      "  0x3b, 0x97, 0xed, 0xcf, 0xcf, 0x28, 0x3a, 0xcc, 0xbe, 0xf8, 0x0b, 0x81,\r\n",
      "  0xae, 0x4d, 0x03, 0x5b, 0xc3, 0x2b, 0xf8, 0xf1, 0x4d, 0x34, 0xd0, 0xda,\r\n",
      "  0x18, 0xc5, 0xb7, 0x9a, 0xcc, 0xc1, 0x39, 0x3d, 0x39, 0x0d, 0xeb, 0x4f,\r\n",
      "  0x3a, 0x03, 0x38, 0x0d, 0xbc, 0xb3, 0xcc, 0xfc, 0xc0, 0xc7, 0xf7, 0xc9,\r\n",
      "  0x14, 0x9b, 0xf8, 0xaf, 0xad, 0xf3, 0x23, 0xe4, 0xf1, 0xf8, 0xaa, 0xeb,\r\n",
      "  0xa5, 0xf1, 0x56, 0x10, 0x3e, 0xbe, 0x37, 0x00, 0xff, 0x18, 0x56, 0xb9,\r\n",
      "  0x0a, 0xb0, 0x07, 0x2a, 0x0c, 0xd2, 0xdf, 0xf7, 0x04, 0xc4, 0xb8, 0x00,\r\n",
      "  0x4b, 0x05, 0xdb, 0x81, 0xb6, 0xe0, 0x3c, 0x9c, 0x00, 0x68, 0x47, 0xcf,\r\n",
      "  0x04, 0x0a, 0x0d, 0x50, 0xe2, 0xf9, 0x0e, 0xbf, 0xef, 0x0e, 0x3d, 0x61,\r\n",
      "  0x03, 0xbe, 0xaf, 0x63, 0xe1, 0x3b, 0x38, 0xf7, 0x48, 0x2b, 0xb8, 0x1f,\r\n",
      "  0x10, 0xc4, 0xfa, 0x2e, 0x9e, 0x9c, 0xb9, 0x9e, 0xab, 0x1c, 0xbe, 0xc5,\r\n",
      "  0xf7, 0x13, 0x2b, 0x84, 0x1f, 0xc9, 0xed, 0x28, 0x00, 0x40, 0xdf, 0xea,\r\n",
      "  0x30, 0x0c, 0xa6, 0xc0, 0x4e, 0xd7, 0x35, 0xe1, 0xf2, 0x46, 0x0e, 0x5a,\r\n",
      "  0x86, 0x25, 0xeb, 0xcc, 0x50, 0xea, 0xa2, 0x0e, 0xc8, 0xbb, 0x49, 0xda,\r\n",
      "  0x9c, 0x26, 0xa8, 0x22, 0xa9, 0xcb, 0x24, 0x2e, 0x2f, 0xf5, 0xbb, 0x9d,\r\n",
      "  0x3b, 0x24, 0xb5, 0x8a, 0x3b, 0xa0, 0x15, 0xaa, 0x0a, 0xff, 0xda, 0x1a,\r\n",
      "  0xf2, 0x31, 0xe9, 0x3c, 0x28, 0x0f, 0xf9, 0x34, 0x3c, 0xbf, 0x25, 0x14,\r\n",
      "  0xa3, 0xaa, 0x66, 0xe9, 0x33, 0xd8, 0xf9, 0xe0, 0x0f, 0xdd, 0xcb, 0xc4,\r\n",
      "  0x15, 0xe5, 0x5b, 0xc1, 0x16, 0xbe, 0x3d, 0xc2, 0x01, 0xbd, 0xeb, 0xf9,\r\n",
      "  0xec, 0x2d, 0x2b, 0xcf, 0xe7, 0xb9, 0x9f, 0xec, 0xda, 0x1d, 0x5d, 0xf4,\r\n",
      "  0x10, 0xfb, 0x40, 0x17, 0x44, 0x39, 0x30, 0x17, 0x7f, 0xc2, 0xf7, 0x58,\r\n",
      "  0xd9, 0xe2, 0x3b, 0x0e, 0xe9, 0xf9, 0xd7, 0x26, 0xf3, 0xcb, 0xeb, 0x00,\r\n",
      "  0x14, 0x35, 0xe9, 0xd7, 0xb8, 0x07, 0xbd, 0x27, 0xe4, 0xb6, 0xea, 0xc3,\r\n",
      "  0xb2, 0x13, 0xeb, 0xf3, 0xe2, 0xd2, 0x99, 0xff, 0xf2, 0x19, 0x1f, 0xc0,\r\n",
      "  0xeb, 0x0f, 0xd5, 0x30, 0xe2, 0x38, 0xfc, 0x66, 0x4e, 0xfd, 0x0e, 0xdc,\r\n",
      "  0x11, 0x11, 0x18, 0x1b, 0xed, 0x0f, 0x37, 0xc1, 0x3a, 0x49, 0xcd, 0xef,\r\n",
      "  0xc8, 0x09, 0xb1, 0xc9, 0xdf, 0xf5, 0xdf, 0xb0, 0xd2, 0xcc, 0x24, 0xc1,\r\n",
      "  0xe0, 0x22, 0x1c, 0xd6, 0xdc, 0xec, 0xfe, 0x04, 0xff, 0x22, 0xe9, 0x30,\r\n",
      "  0x43, 0xec, 0xc4, 0xec, 0x01, 0xe7, 0xe8, 0x23, 0x23, 0x3b, 0x09, 0xc7,\r\n",
      "  0xb9, 0x20, 0xb8, 0xe9, 0xf7, 0xc2, 0x28, 0xb5, 0x1b, 0xda, 0x27, 0x3a,\r\n",
      "  0xbe, 0xf8, 0x0a, 0x0d, 0x06, 0xe8, 0xb4, 0x09, 0xa4, 0xca, 0xf7, 0x13,\r\n",
      "  0xe0, 0xbd, 0xc0, 0x3d, 0x39, 0xfe, 0x03, 0xda, 0x72, 0xd1, 0x1e, 0xd1,\r\n",
      "  0xc5, 0x2d, 0x53, 0x40, 0x29, 0xd3, 0x11, 0x5e, 0x2d, 0xe7, 0xc4, 0x33,\r\n",
      "  0xfe, 0x42, 0x03, 0x4c, 0x4e, 0x13, 0xbc, 0x0b, 0xc2, 0xb1, 0x42, 0xef,\r\n",
      "  0xf4, 0x56, 0xad, 0x0d, 0x2d, 0xd9, 0x1a, 0xa3, 0xf6, 0xec, 0xb1, 0xb4,\r\n",
      "  0x94, 0xdf, 0x1d, 0x17, 0x28, 0x3d, 0xc0, 0xbb, 0x63, 0xea, 0xeb, 0x05,\r\n",
      "  0xc9, 0xe6, 0x0c, 0xf5, 0x03, 0xd1, 0x3c, 0x4b, 0x05, 0x53, 0xdb, 0x06,\r\n",
      "  0xcc, 0x3c, 0x30, 0x76, 0x0e, 0xbd, 0xa9, 0x08, 0xbf, 0x31, 0xbe, 0x0a,\r\n",
      "  0xab, 0x2d, 0xc5, 0xb1, 0x20, 0xf6, 0x9a, 0xea, 0xda, 0x56, 0x35, 0xdc,\r\n",
      "  0x35, 0xdb, 0xf7, 0x3b, 0xde, 0x28, 0xfb, 0x1e, 0x36, 0x13, 0x2e, 0xdc,\r\n",
      "  0x34, 0x7f, 0xed, 0xc6, 0x49, 0x0a, 0x23, 0x20, 0x1b, 0x0a, 0x3b, 0x2c,\r\n",
      "  0x02, 0xeb, 0xcd, 0xd5, 0x1a, 0x41, 0xec, 0xc7, 0x0e, 0x1c, 0x0f, 0x3e,\r\n",
      "  0xeb, 0x2b, 0x4b, 0xe6, 0x8e, 0xed, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x09, 0x00, 0x00, 0x17, 0xcb, 0xe9, 0x24, 0x49, 0xbd, 0xcc, 0xc6,\r\n",
      "  0x44, 0xb3, 0x06, 0xf3, 0xb7, 0xef, 0xaa, 0xf8, 0xc7, 0xd1, 0xc4, 0xfc,\r\n",
      "  0xfe, 0xe0, 0x08, 0x08, 0x4d, 0x2e, 0x4d, 0xb1, 0x37, 0xe1, 0x05, 0x15,\r\n",
      "  0x00, 0x91, 0xfb, 0xab, 0x36, 0xbc, 0xad, 0x12, 0x05, 0xe9, 0xa1, 0xcf,\r\n",
      "  0xe6, 0x6d, 0xcd, 0xfb, 0xc6, 0xfd, 0xff, 0xb8, 0xf6, 0xe9, 0xe9, 0xcb,\r\n",
      "  0xff, 0x41, 0xe0, 0xc8, 0x57, 0xf8, 0x1b, 0x58, 0xf1, 0x81, 0xe5, 0xa3,\r\n",
      "  0xed, 0xb8, 0x25, 0xa6, 0x5e, 0xc0, 0x05, 0x36, 0x32, 0x2d, 0xdb, 0x05,\r\n",
      "  0xae, 0xc4, 0xb7, 0xbd, 0x1b, 0xb1, 0xb9, 0xe9, 0xcf, 0x31, 0xdd, 0xda,\r\n",
      "  0xeb, 0x70, 0xa8, 0x2f, 0x88, 0xf4, 0x13, 0x2f, 0x53, 0x29, 0xe2, 0xaf,\r\n",
      "  0xbe, 0xe5, 0xfb, 0x0a, 0x39, 0xfb, 0x2b, 0xeb, 0x9c, 0x92, 0xb3, 0x50,\r\n",
      "  0xcd, 0x25, 0x07, 0x0d, 0x55, 0xb2, 0x4e, 0x4d, 0xe6, 0x71, 0xf2, 0x18,\r\n",
      "  0xfb, 0xb2, 0x0a, 0x23, 0x1d, 0xf1, 0x98, 0x15, 0xcc, 0x1e, 0x03, 0x16,\r\n",
      "  0x26, 0x15, 0xc4, 0x19, 0xb3, 0xfd, 0x4f, 0x7f, 0xd4, 0xd9, 0x2a, 0x58,\r\n",
      "  0x0c, 0xff, 0x68, 0x3d, 0xf2, 0x24, 0x51, 0xdb, 0x45, 0xfa, 0xe7, 0x16,\r\n",
      "  0x28, 0xf6, 0xb9, 0xd7, 0xd8, 0x54, 0x45, 0x4e, 0xdc, 0x02, 0x50, 0xce,\r\n",
      "  0xfe, 0xbf, 0x22, 0x77, 0x48, 0x17, 0xa4, 0x28, 0xb6, 0xcb, 0x06, 0x3b,\r\n",
      "  0x3e, 0xfb, 0x0e, 0x2d, 0x33, 0xf4, 0xd7, 0xef, 0xf3, 0x99, 0xf4, 0xd1,\r\n",
      "  0x4c, 0x2a, 0xf4, 0x54, 0xe5, 0x1a, 0x51, 0x37, 0x02, 0xbc, 0xa2, 0xd8,\r\n",
      "  0xc7, 0xd1, 0xfd, 0xd6, 0x21, 0xb7, 0xeb, 0x30, 0x37, 0x1c, 0xc7, 0x00,\r\n",
      "  0xb0, 0x06, 0xf6, 0x54, 0x3e, 0xbf, 0xc0, 0xcd, 0x27, 0x2a, 0xda, 0x46,\r\n",
      "  0xba, 0x52, 0xb5, 0xc3, 0xe0, 0x2f, 0xa8, 0xec, 0x47, 0xe3, 0x3c, 0xa8,\r\n",
      "  0xe5, 0x19, 0x5d, 0x50, 0xc0, 0x29, 0xd4, 0x1d, 0x32, 0x12, 0xd9, 0x32,\r\n",
      "  0x5c, 0xba, 0x3b, 0xa4, 0xe0, 0x0a, 0xde, 0x48, 0x55, 0x62, 0x12, 0xd0,\r\n",
      "  0x1e, 0xfb, 0x46, 0xf9, 0x04, 0xa4, 0xa4, 0x39, 0x98, 0xf1, 0xb9, 0xed,\r\n",
      "  0x3f, 0xc9, 0xc7, 0x56, 0xce, 0xf7, 0xab, 0xee, 0x07, 0xd3, 0xf9, 0x15,\r\n",
      "  0x24, 0xc4, 0x29, 0xff, 0x59, 0x5b, 0x2e, 0x39, 0x3f, 0x93, 0x44, 0x70,\r\n",
      "  0x32, 0xf8, 0x15, 0x3d, 0x6e, 0x1c, 0x0d, 0x18, 0xeb, 0x63, 0x13, 0x13,\r\n",
      "  0x38, 0x5e, 0xb3, 0x5a, 0x5e, 0x25, 0xc1, 0x50, 0xc3, 0xc4, 0xe1, 0xaf,\r\n",
      "  0x1d, 0x02, 0x7f, 0x51, 0xf4, 0xd8, 0xb6, 0xff, 0xea, 0xd5, 0xe1, 0x12,\r\n",
      "  0xeb, 0xd7, 0x41, 0x34, 0x05, 0xe0, 0xb2, 0xd2, 0x46, 0x33, 0x06, 0x24,\r\n",
      "  0x37, 0x98, 0x3e, 0x96, 0x4b, 0x1b, 0xec, 0xb5, 0xac, 0xcf, 0xc8, 0xec,\r\n",
      "  0xe7, 0x0a, 0x2c, 0x27, 0xbd, 0xd1, 0x13, 0xab, 0xac, 0xe2, 0xea, 0x15,\r\n",
      "  0x5a, 0x00, 0x28, 0xbb, 0xdc, 0xb8, 0xe6, 0xb2, 0x58, 0xda, 0x26, 0xf9,\r\n",
      "  0xe1, 0xed, 0xe9, 0x27, 0x1e, 0xbc, 0x20, 0x3d, 0x30, 0x07, 0x20, 0xe2,\r\n",
      "  0x53, 0xbb, 0xdc, 0xf2, 0x50, 0x31, 0xbb, 0xe1, 0xb6, 0xe1, 0xb3, 0x0a,\r\n",
      "  0xae, 0xfd, 0xbb, 0x5b, 0x25, 0xf1, 0xe8, 0xb2, 0x14, 0xd3, 0xd1, 0xc9,\r\n",
      "  0x62, 0xe9, 0x36, 0xa6, 0x55, 0x47, 0xca, 0xfb, 0x02, 0x15, 0xda, 0x47,\r\n",
      "  0x20, 0xc9, 0xf2, 0x1e, 0xfb, 0x26, 0x24, 0xf0, 0xd9, 0x28, 0x20, 0x0c,\r\n",
      "  0xe4, 0x0a, 0x24, 0xda, 0xa3, 0x13, 0x0c, 0xaa, 0xd9, 0xd3, 0xab, 0x99,\r\n",
      "  0x12, 0xe9, 0xd4, 0xdf, 0x07, 0xed, 0xce, 0x0e, 0xe4, 0xfc, 0xf7, 0xc6,\r\n",
      "  0xcc, 0xa3, 0x16, 0x93, 0x57, 0xd5, 0x4a, 0xf5, 0xed, 0x45, 0x31, 0x31,\r\n",
      "  0x1f, 0xd7, 0x1e, 0x9b, 0x1c, 0x01, 0xe9, 0x12, 0xcc, 0xed, 0x44, 0xcc,\r\n",
      "  0xc6, 0xe9, 0xe0, 0x06, 0xf2, 0x21, 0x25, 0x9f, 0xd6, 0xe5, 0xfd, 0x2c,\r\n",
      "  0xca, 0x0c, 0xdd, 0xe8, 0xbb, 0xfc, 0x1d, 0xdd, 0x94, 0x2a, 0x30, 0xf2,\r\n",
      "  0xad, 0x23, 0xcc, 0xdc, 0x0b, 0xef, 0xe8, 0x19, 0xc5, 0x2f, 0x1f, 0xf8,\r\n",
      "  0xdf, 0xea, 0xf6, 0x81, 0x2a, 0xc1, 0xf0, 0x09, 0xe3, 0xd7, 0xfe, 0x11,\r\n",
      "  0x8b, 0x33, 0x22, 0x11, 0xf7, 0xea, 0xc2, 0x2d, 0xec, 0x85, 0xe1, 0x4a,\r\n",
      "  0x24, 0x16, 0x4a, 0xbe, 0xa8, 0x3d, 0x46, 0x4f, 0xf2, 0xea, 0x8c, 0xc6,\r\n",
      "  0x20, 0x9b, 0x0b, 0x3d, 0x01, 0xea, 0x09, 0xb9, 0x43, 0xa1, 0xb7, 0x18,\r\n",
      "  0x45, 0x22, 0xd8, 0xd3, 0x1f, 0x13, 0x48, 0x5c, 0x1f, 0xd1, 0x3f, 0xc8,\r\n",
      "  0x32, 0x05, 0x20, 0xbf, 0x08, 0x13, 0xa5, 0xfd, 0xb4, 0xfd, 0xbb, 0xf0,\r\n",
      "  0x9e, 0xc9, 0xec, 0x09, 0x15, 0xf2, 0x18, 0xf7, 0x30, 0xc0, 0xe7, 0x28,\r\n",
      "  0x41, 0xdd, 0x33, 0xfd, 0x0d, 0xd4, 0xe6, 0x2a, 0x13, 0x2e, 0x1d, 0x09,\r\n",
      "  0xe7, 0xfb, 0x45, 0x3d, 0x1d, 0x63, 0xf8, 0x77, 0xe7, 0xee, 0xef, 0x2b,\r\n",
      "  0xa7, 0x81, 0x19, 0xe0, 0xde, 0x9d, 0xf2, 0x48, 0x17, 0xe3, 0x35, 0xdf,\r\n",
      "  0xd5, 0xde, 0x31, 0x4b, 0x1a, 0xe1, 0x0a, 0x1c, 0xe2, 0xae, 0xb1, 0x2a,\r\n",
      "  0x27, 0x57, 0x26, 0x07, 0x00, 0xdd, 0xf8, 0xe7, 0x1c, 0x18, 0xfd, 0x1f,\r\n",
      "  0x37, 0x3b, 0x12, 0x4a, 0x23, 0x0c, 0x21, 0x71, 0xf1, 0xc1, 0x11, 0xe6,\r\n",
      "  0xd6, 0xc0, 0x01, 0x00, 0xe7, 0xa1, 0x04, 0x56, 0x0b, 0x0c, 0xea, 0xe7,\r\n",
      "  0xeb, 0xab, 0x3b, 0xf1, 0x5a, 0xfe, 0x05, 0x3d, 0x85, 0xb3, 0xf8, 0xc9,\r\n",
      "  0xd5, 0x79, 0xce, 0x4f, 0xf7, 0xec, 0xd5, 0xd9, 0xf0, 0x2c, 0xac, 0x12,\r\n",
      "  0xfd, 0xc2, 0xbb, 0x81, 0xb2, 0x85, 0x06, 0x23, 0x0f, 0xa1, 0xb2, 0xab,\r\n",
      "  0x18, 0x26, 0xbe, 0x11, 0x04, 0xdf, 0xce, 0xbe, 0xbf, 0xde, 0x15, 0x58,\r\n",
      "  0x37, 0xcc, 0xc3, 0xe3, 0x90, 0xb1, 0xf6, 0xf6, 0x38, 0xb7, 0x97, 0x02,\r\n",
      "  0x43, 0xb2, 0xb2, 0x41, 0x1f, 0x9b, 0xf9, 0x0d, 0xc8, 0x3a, 0xb5, 0xbd,\r\n",
      "  0x35, 0x46, 0xaf, 0x22, 0xc4, 0x91, 0x48, 0x2a, 0xd9, 0xd0, 0x06, 0x1b,\r\n",
      "  0x2d, 0x1d, 0x15, 0xa4, 0x52, 0xf1, 0x14, 0xe5, 0x47, 0xce, 0x30, 0x01,\r\n",
      "  0x38, 0x0b, 0x5f, 0x63, 0x92, 0x28, 0x0c, 0xaf, 0x3b, 0x04, 0xf9, 0xcb,\r\n",
      "  0x51, 0x5e, 0xff, 0x17, 0xd3, 0x00, 0x1c, 0xab, 0xe8, 0x26, 0xf5, 0x07,\r\n",
      "  0x10, 0xd4, 0xb4, 0x0f, 0x1e, 0xb2, 0x0d, 0xf9, 0x21, 0x39, 0xd1, 0xc2,\r\n",
      "  0xd9, 0xfb, 0xec, 0x08, 0x57, 0x3d, 0x22, 0x0e, 0x10, 0x5e, 0xac, 0x5a,\r\n",
      "  0xfc, 0xeb, 0x30, 0x03, 0x0e, 0xdd, 0xcf, 0xd5, 0xe6, 0x23, 0xd5, 0xd5,\r\n",
      "  0x5c, 0x0b, 0xcd, 0x27, 0xa6, 0xf2, 0xb3, 0xe2, 0xd4, 0x2a, 0x0e, 0xb2,\r\n",
      "  0xf4, 0x9d, 0xb3, 0x1d, 0x2d, 0x01, 0x4a, 0x86, 0xae, 0x2a, 0xc3, 0xbf,\r\n",
      "  0x40, 0xea, 0x14, 0x31, 0x34, 0x10, 0xa8, 0xca, 0x25, 0x66, 0x40, 0x9f,\r\n",
      "  0xcb, 0xa3, 0xb0, 0xc1, 0x03, 0xd1, 0xfe, 0x00, 0xfb, 0xa0, 0x25, 0xf7,\r\n",
      "  0xee, 0x04, 0x39, 0x03, 0xab, 0xbd, 0x03, 0x51, 0xd0, 0x16, 0xaf, 0xe4,\r\n",
      "  0xae, 0xc8, 0x1d, 0x1a, 0x14, 0x78, 0x3c, 0x86, 0x1b, 0xea, 0xdd, 0xfe,\r\n",
      "  0x28, 0xde, 0xb4, 0x08, 0xd3, 0x0b, 0xb3, 0xaa, 0x5b, 0xeb, 0x21, 0x48,\r\n",
      "  0xd8, 0xf7, 0x27, 0xc5, 0x1c, 0xeb, 0x0d, 0xad, 0x18, 0xc7, 0x40, 0xed,\r\n",
      "  0xdf, 0x19, 0xca, 0xdf, 0xf7, 0xf1, 0x11, 0x10, 0x3c, 0x0b, 0x24, 0xd3,\r\n",
      "  0x44, 0xcc, 0x0e, 0x13, 0x4c, 0x7f, 0xd5, 0xbe, 0xbd, 0x29, 0x24, 0xf0,\r\n",
      "  0xf6, 0x10, 0x98, 0x20, 0xcc, 0x2d, 0xdd, 0x96, 0x5c, 0x05, 0x4a, 0xe0,\r\n",
      "  0xa3, 0x9d, 0x39, 0xb2, 0x22, 0x2f, 0xe5, 0xe2, 0xd7, 0xf6, 0xbb, 0x0b,\r\n",
      "  0x2d, 0xc4, 0xe6, 0xdf, 0xc5, 0xe3, 0xa7, 0x0e, 0x40, 0xb1, 0xd1, 0x44,\r\n",
      "  0x10, 0xbe, 0x1a, 0xd9, 0x25, 0x7d, 0xfa, 0x12, 0x81, 0xdd, 0x14, 0xc3,\r\n",
      "  0x14, 0x2e, 0x99, 0xb4, 0x42, 0x3e, 0x33, 0xc9, 0xb0, 0x2f, 0xc4, 0x60,\r\n",
      "  0xd1, 0xfe, 0x09, 0x9b, 0x20, 0xad, 0xe5, 0xb3, 0x66, 0x2f, 0xb6, 0x2c,\r\n",
      "  0xc5, 0x51, 0xf0, 0x2b, 0x2e, 0xa8, 0x1c, 0xaf, 0xba, 0x9d, 0xe6, 0xfa,\r\n",
      "  0xb2, 0xaa, 0xcd, 0xe9, 0x3a, 0x6f, 0x0f, 0x09, 0xd6, 0xe5, 0x3f, 0x3a,\r\n",
      "  0x55, 0x25, 0x0d, 0x9e, 0x57, 0x41, 0x0b, 0xc1, 0xaf, 0xe8, 0x35, 0xca,\r\n",
      "  0x44, 0xd3, 0xc7, 0x55, 0xa9, 0xd9, 0x0e, 0x2a, 0xe8, 0x31, 0x00, 0x58,\r\n",
      "  0x0b, 0x5b, 0xa7, 0x17, 0xbc, 0xab, 0xaf, 0x06, 0x56, 0x3e, 0x16, 0xec,\r\n",
      "  0x4d, 0xd7, 0xd0, 0x23, 0xaf, 0x31, 0x44, 0x21, 0xf4, 0x06, 0x22, 0xdb,\r\n",
      "  0x5c, 0x01, 0xa3, 0x32, 0x48, 0x53, 0x3a, 0x63, 0x03, 0xe5, 0x3e, 0x2e,\r\n",
      "  0xd6, 0xd2, 0x3c, 0x51, 0xfb, 0xdb, 0xc7, 0xc6, 0xf7, 0x98, 0xd2, 0x45,\r\n",
      "  0xdc, 0x2f, 0x41, 0x10, 0x20, 0xcc, 0xaa, 0x33, 0x81, 0xc5, 0xa1, 0x6b,\r\n",
      "  0x4e, 0xc8, 0x2a, 0x9b, 0x8b, 0xbf, 0xbb, 0x14, 0xd2, 0x08, 0x27, 0x57,\r\n",
      "  0x1b, 0x0d, 0x18, 0x15, 0xcb, 0xdb, 0x14, 0x37, 0xb8, 0xb5, 0x5e, 0xf6,\r\n",
      "  0x17, 0xfc, 0x45, 0xf0, 0xea, 0x08, 0xb4, 0xf1, 0xc9, 0xbd, 0x8d, 0x21,\r\n",
      "  0xba, 0xc8, 0x62, 0xa6, 0xad, 0x1f, 0xf6, 0xb6, 0x1d, 0x40, 0x28, 0xf4,\r\n",
      "  0x92, 0x3a, 0xdb, 0x1f, 0xec, 0xcf, 0xff, 0x04, 0x44, 0x03, 0x20, 0x57,\r\n",
      "  0x49, 0x2c, 0xa2, 0xe1, 0x50, 0xe7, 0x11, 0x1d, 0xa6, 0x0d, 0x29, 0xc7,\r\n",
      "  0xaf, 0x58, 0x4b, 0x1c, 0xf2, 0xf5, 0x5a, 0x0f, 0xf7, 0x0d, 0xe7, 0xe5,\r\n",
      "  0x9c, 0x21, 0x5c, 0x2b, 0xa6, 0xd9, 0xe1, 0xa6, 0xda, 0x3d, 0x48, 0x2c,\r\n",
      "  0xe4, 0x39, 0xd0, 0x11, 0x13, 0xa1, 0xee, 0x36, 0x59, 0x32, 0x0e, 0xb7,\r\n",
      "  0x49, 0xf5, 0xfb, 0xd8, 0xbc, 0xcd, 0xe7, 0xac, 0x06, 0x3e, 0x1c, 0x50,\r\n",
      "  0x33, 0x20, 0x02, 0x03, 0xcd, 0x0d, 0x00, 0x16, 0xa8, 0x41, 0x23, 0xe8,\r\n",
      "  0xb9, 0x3c, 0xa1, 0x18, 0x08, 0x1a, 0x0d, 0x18, 0xee, 0xed, 0x71, 0xe1,\r\n",
      "  0xb2, 0xfe, 0x4d, 0xb5, 0xd9, 0x07, 0xf8, 0xb6, 0x7c, 0x3c, 0x3a, 0x0f,\r\n",
      "  0x44, 0x67, 0x05, 0xe5, 0x57, 0x05, 0x73, 0x9a, 0xfd, 0xe7, 0xec, 0xc6,\r\n",
      "  0x7d, 0x3d, 0xde, 0x9d, 0x33, 0x56, 0x45, 0xa4, 0x2e, 0x2f, 0xff, 0xa5,\r\n",
      "  0xa3, 0xd2, 0xea, 0xe9, 0xd9, 0xf6, 0xbd, 0xb5, 0x15, 0x38, 0x5d, 0xda,\r\n",
      "  0xa6, 0x5d, 0xf5, 0x23, 0xb2, 0x32, 0x1b, 0xcb, 0x6e, 0x7f, 0x51, 0x3b,\r\n",
      "  0x03, 0x75, 0xf0, 0x30, 0x02, 0xd2, 0x09, 0x21, 0xef, 0xeb, 0xf4, 0x32,\r\n",
      "  0x1b, 0x76, 0xe4, 0xa6, 0x0e, 0x78, 0x0b, 0xd7, 0x9f, 0xa1, 0x4d, 0x9a,\r\n",
      "  0x34, 0x87, 0xe6, 0x15, 0xda, 0x32, 0xc6, 0x01, 0xf3, 0xf5, 0x10, 0xda,\r\n",
      "  0x37, 0x44, 0x58, 0x0b, 0x01, 0xd9, 0x44, 0x82, 0xd8, 0xdf, 0x54, 0xa9,\r\n",
      "  0xdc, 0x21, 0x39, 0x21, 0x31, 0xe9, 0x64, 0xc0, 0x02, 0x28, 0xd3, 0xe1,\r\n",
      "  0xe8, 0xed, 0x3c, 0x1c, 0x53, 0xc1, 0xd6, 0x53, 0xb3, 0xc3, 0x3c, 0x23,\r\n",
      "  0xe1, 0x99, 0x44, 0x3f, 0x6b, 0x44, 0x36, 0xbb, 0xee, 0x3f, 0xc8, 0xfc,\r\n",
      "  0xdf, 0x54, 0xf2, 0xfd, 0xed, 0x9a, 0x4b, 0x2a, 0x4c, 0x66, 0x4e, 0xce,\r\n",
      "  0xd6, 0xea, 0xf5, 0xc6, 0x47, 0x28, 0xcd, 0x13, 0xfd, 0xc2, 0xde, 0x0c,\r\n",
      "  0xc5, 0x5f, 0x40, 0x4d, 0x2f, 0xbf, 0x1f, 0x5f, 0x40, 0xc4, 0xbd, 0x20,\r\n",
      "  0x97, 0x99, 0x5b, 0xa5, 0x4e, 0xba, 0x7f, 0x1a, 0xbb, 0xcd, 0xf7, 0x50,\r\n",
      "  0x20, 0x48, 0xfe, 0x16, 0xea, 0x9d, 0x96, 0xe8, 0xd4, 0xa9, 0x3b, 0xa5,\r\n",
      "  0xf0, 0xa9, 0xee, 0x32, 0xf1, 0xc7, 0x24, 0xcd, 0xb8, 0x37, 0xf6, 0x18,\r\n",
      "  0x25, 0xf3, 0x4b, 0xd4, 0x1a, 0xfe, 0x5a, 0x0a, 0x31, 0xd0, 0x34, 0x2a,\r\n",
      "  0x41, 0xc9, 0x94, 0xe0, 0xcc, 0x77, 0xd9, 0xbd, 0x30, 0x1f, 0x07, 0xf5,\r\n",
      "  0x30, 0xc6, 0x5c, 0xa9, 0x5c, 0x2b, 0xfe, 0x86, 0x01, 0xc3, 0x3f, 0xf7,\r\n",
      "  0xf2, 0xdd, 0x4b, 0x32, 0x31, 0xcc, 0x3b, 0xc1, 0xde, 0xee, 0x88, 0xcd,\r\n",
      "  0x54, 0x73, 0x65, 0x45, 0x63, 0x04, 0xf2, 0x46, 0x18, 0x97, 0x53, 0x03,\r\n",
      "  0xa9, 0x0d, 0x8d, 0xca, 0x96, 0x2d, 0xbb, 0xd4, 0xfc, 0x39, 0xb9, 0xae,\r\n",
      "  0x0c, 0xa8, 0x2b, 0xcb, 0xee, 0x36, 0xc3, 0x24, 0xa5, 0x15, 0xa9, 0xe4,\r\n",
      "  0x04, 0xfc, 0x45, 0x36, 0x25, 0xba, 0xd5, 0x3d, 0x18, 0x11, 0xdd, 0xad,\r\n",
      "  0xb0, 0xdc, 0xf3, 0xb8, 0x61, 0x34, 0x81, 0x1e, 0xa8, 0xd2, 0xd9, 0x36,\r\n",
      "  0x06, 0x53, 0xd2, 0x28, 0xcd, 0xb5, 0xf2, 0xf5, 0xc1, 0xeb, 0x41, 0xdf,\r\n",
      "  0x19, 0xf9, 0xbc, 0xce, 0x30, 0xcc, 0xed, 0xb0, 0x2e, 0xae, 0x18, 0x3e,\r\n",
      "  0xf9, 0xe9, 0x1e, 0x05, 0x02, 0x2b, 0xaa, 0xc0, 0x59, 0x13, 0x01, 0x8c,\r\n",
      "  0x22, 0xff, 0x0f, 0xf5, 0x2e, 0x58, 0x2f, 0xc1, 0x8a, 0x52, 0xe5, 0x21,\r\n",
      "  0xf2, 0xc9, 0xed, 0x49, 0xcb, 0xe1, 0xe1, 0xdc, 0xc2, 0x1d, 0x22, 0xa9,\r\n",
      "  0x4e, 0xf3, 0x02, 0xf0, 0x1b, 0xb3, 0xb1, 0xfd, 0xe2, 0x27, 0xbd, 0xfb,\r\n",
      "  0x38, 0xb9, 0xe5, 0x0a, 0x09, 0xc2, 0x4e, 0xa5, 0x21, 0x5c, 0xc4, 0xc9,\r\n",
      "  0x17, 0x10, 0xc9, 0xfe, 0x03, 0xd8, 0x0b, 0xfd, 0xa7, 0xf0, 0xc1, 0xe5,\r\n",
      "  0xb7, 0x2c, 0x25, 0xdd, 0xe1, 0x14, 0xd3, 0xd6, 0x1f, 0xb6, 0xa5, 0xd6,\r\n",
      "  0x16, 0x5a, 0xa0, 0xb1, 0x2d, 0xed, 0xe1, 0x14, 0xd2, 0xfe, 0x02, 0x13,\r\n",
      "  0x4f, 0x03, 0xd3, 0xc0, 0x2c, 0x12, 0x01, 0x20, 0x23, 0x33, 0x1e, 0xc7,\r\n",
      "  0xaf, 0x18, 0x3e, 0xcd, 0x14, 0x34, 0xc7, 0xde, 0xe7, 0xfb, 0xfa, 0x3e,\r\n",
      "  0xfa, 0xd0, 0xfe, 0xb5, 0xa5, 0xf9, 0x1e, 0xf1, 0xd0, 0xed, 0xe3, 0x1a,\r\n",
      "  0x9d, 0x00, 0xc3, 0x94, 0x20, 0xd9, 0x2b, 0x17, 0xa6, 0x0e, 0x4e, 0xd9,\r\n",
      "  0x3e, 0xbf, 0xaa, 0xe6, 0x40, 0x16, 0xba, 0xbf, 0x04, 0xe9, 0xc6, 0x47,\r\n",
      "  0xe5, 0xaf, 0x14, 0xc3, 0xbb, 0xd1, 0xd7, 0x17, 0x40, 0xd6, 0x18, 0x07,\r\n",
      "  0xd5, 0x2e, 0xe2, 0x0f, 0x98, 0xbd, 0x29, 0xd3, 0x7f, 0xbd, 0xf8, 0x16,\r\n",
      "  0xd2, 0x4c, 0xe6, 0x37, 0xf1, 0xe8, 0x10, 0xf3, 0x0d, 0x2b, 0xe2, 0x31,\r\n",
      "  0x48, 0x26, 0xb6, 0xf1, 0xb8, 0x40, 0x03, 0x0c, 0xc8, 0x54, 0x21, 0x0e,\r\n",
      "  0xa2, 0x29, 0xc8, 0x3a, 0xc7, 0x48, 0xd8, 0x36, 0x09, 0xd2, 0xb9, 0x28,\r\n",
      "  0x42, 0x1e, 0x0a, 0xda, 0xc6, 0xb5, 0x40, 0x1a, 0x3e, 0x26, 0xba, 0xd3,\r\n",
      "  0xad, 0x4a, 0x18, 0xc7, 0x56, 0x7f, 0xdd, 0x52, 0xe1, 0x35, 0xff, 0xe3,\r\n",
      "  0x4d, 0xd6, 0x27, 0xc1, 0x2b, 0xf1, 0xac, 0x4e, 0xec, 0x05, 0xde, 0xf5,\r\n",
      "  0xf1, 0x9a, 0x41, 0xb2, 0xe5, 0xc9, 0x27, 0x20, 0xf5, 0xfc, 0xfb, 0x33,\r\n",
      "  0x54, 0x45, 0x25, 0xc4, 0xef, 0x22, 0xe7, 0xd1, 0xbb, 0x24, 0xd8, 0x3c,\r\n",
      "  0x32, 0xb7, 0x02, 0x0c, 0xe3, 0x29, 0xba, 0xfb, 0xa9, 0x00, 0x13, 0xf0,\r\n",
      "  0xef, 0x3b, 0xf1, 0x01, 0xbb, 0xc4, 0xa2, 0x4d, 0xb0, 0xfd, 0xb6, 0xdc,\r\n",
      "  0xfa, 0x22, 0x9b, 0xd5, 0x0c, 0x3c, 0x2f, 0x0d, 0x5d, 0x1a, 0xe5, 0xf2,\r\n",
      "  0x21, 0x62, 0x26, 0xc9, 0xa3, 0xfa, 0x9e, 0xea, 0xf8, 0xc8, 0xa0, 0xf9,\r\n",
      "  0xe1, 0x32, 0xc0, 0xc4, 0x01, 0x62, 0xbb, 0xf7, 0xe5, 0xf6, 0xef, 0x3b,\r\n",
      "  0xfe, 0xc1, 0xb9, 0xd2, 0xfd, 0xbc, 0x18, 0x00, 0xe7, 0x34, 0xe7, 0x05,\r\n",
      "  0xa2, 0xc8, 0x09, 0xd5, 0xbf, 0x48, 0xb1, 0xa5, 0xd4, 0x51, 0x1c, 0xfa,\r\n",
      "  0x3a, 0xf5, 0x45, 0x41, 0xcd, 0x05, 0x06, 0xf2, 0xe4, 0x33, 0xad, 0xb3,\r\n",
      "  0x01, 0xc5, 0x3d, 0x26, 0xc2, 0xf2, 0xfe, 0x7f, 0xce, 0xcf, 0x17, 0x08,\r\n",
      "  0x23, 0x31, 0xb1, 0x2e, 0xf4, 0xd4, 0xb9, 0xc9, 0x4e, 0xf7, 0x16, 0xda,\r\n",
      "  0xb4, 0xac, 0x9c, 0xeb, 0x15, 0x47, 0xd9, 0x2b, 0xfe, 0xf7, 0x1a, 0x37,\r\n",
      "  0xe3, 0x18, 0xda, 0x4b, 0xea, 0xc9, 0x15, 0x09, 0x1f, 0x9b, 0xc0, 0xd3,\r\n",
      "  0x66, 0x22, 0xc3, 0x02, 0x06, 0x41, 0x6f, 0x59, 0x54, 0xe7, 0x37, 0xc1,\r\n",
      "  0xd9, 0x3f, 0xaa, 0xe5, 0x47, 0xab, 0xcd, 0x20, 0x64, 0xd6, 0xba, 0xfa,\r\n",
      "  0x1b, 0x1e, 0xef, 0x1a, 0xd1, 0xb1, 0x1c, 0xcd, 0xe4, 0x1a, 0x4a, 0xff,\r\n",
      "  0x60, 0x68, 0xf8, 0x3d, 0xd1, 0x07, 0x26, 0x9d, 0x47, 0x95, 0x82, 0x19,\r\n",
      "  0x21, 0x0a, 0x2a, 0x1b, 0xae, 0x3e, 0x34, 0x6b, 0xad, 0x9d, 0x0f, 0xbb,\r\n",
      "  0xfa, 0x96, 0xb9, 0x37, 0x03, 0x10, 0xc0, 0x0b, 0x3b, 0x4b, 0x01, 0x45,\r\n",
      "  0xd4, 0x03, 0xe8, 0x9c, 0xa9, 0xb5, 0xbe, 0xd0, 0x40, 0x25, 0x67, 0x17,\r\n",
      "  0x12, 0x2f, 0x49, 0x24, 0x2a, 0x96, 0x1f, 0x3c, 0x9a, 0xb8, 0xd0, 0xe1,\r\n",
      "  0x02, 0xc9, 0xfe, 0x61, 0xbd, 0x72, 0x0d, 0xe3, 0x44, 0xdc, 0xe3, 0x44,\r\n",
      "  0xfb, 0xc3, 0xce, 0xd0, 0xd3, 0xec, 0xde, 0x57, 0x15, 0x17, 0xe1, 0x03,\r\n",
      "  0x0d, 0x08, 0x11, 0x2a, 0xf4, 0xbd, 0x10, 0xf5, 0xdc, 0x02, 0xdc, 0xec,\r\n",
      "  0x3c, 0xff, 0x0e, 0x3f, 0x0d, 0xa0, 0xbf, 0x2d, 0xb5, 0x98, 0xe3, 0x23,\r\n",
      "  0x47, 0x88, 0x31, 0x15, 0xfc, 0x60, 0xae, 0x0d, 0x04, 0x34, 0xf5, 0x16,\r\n",
      "  0x13, 0xc5, 0x8e, 0xa1, 0x41, 0x2a, 0x12, 0xb2, 0x5f, 0x43, 0x21, 0x6f,\r\n",
      "  0x0e, 0x2b, 0xfb, 0x16, 0x6a, 0x1c, 0xfc, 0xd8, 0xc0, 0x0a, 0x1c, 0xd1,\r\n",
      "  0xd1, 0xec, 0xdd, 0x4d, 0xd9, 0x9d, 0xd0, 0x0b, 0xbb, 0xe9, 0x04, 0xe3,\r\n",
      "  0x61, 0xd0, 0x2d, 0xc5, 0xe0, 0x51, 0x2a, 0x0f, 0xf6, 0xbd, 0x38, 0xb2,\r\n",
      "  0xff, 0xfa, 0xbf, 0xd7, 0x36, 0xfd, 0x1d, 0x15, 0x5c, 0x14, 0x2f, 0x04,\r\n",
      "  0xa8, 0xd7, 0xea, 0xb3, 0x66, 0x0e, 0x96, 0xf0, 0x2a, 0xc6, 0xd2, 0xd4,\r\n",
      "  0xfd, 0x7f, 0x00, 0x18, 0x9a, 0xf6, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x90, 0x00, 0x00, 0x00, 0x09, 0x28, 0x54, 0x7f, 0x24, 0xc6, 0xc5, 0xcb,\r\n",
      "  0x06, 0x1c, 0x12, 0x7f, 0x83, 0x47, 0xcc, 0x75, 0xaf, 0x18, 0xcb, 0x75,\r\n",
      "  0xfd, 0x56, 0xc1, 0xe4, 0xe1, 0x68, 0x7f, 0xb7, 0x03, 0xd0, 0xfd, 0xf1,\r\n",
      "  0xc9, 0x52, 0xca, 0x7f, 0xe0, 0x4c, 0x56, 0x81, 0x37, 0x22, 0x98, 0x17,\r\n",
      "  0x14, 0x37, 0x48, 0xca, 0x1a, 0xf3, 0xe2, 0x88, 0xd7, 0x7f, 0xce, 0x3a,\r\n",
      "  0xff, 0xeb, 0xa7, 0x15, 0x55, 0x7f, 0xa8, 0xb0, 0xb8, 0x88, 0x87, 0xd4,\r\n",
      "  0x7f, 0x75, 0x08, 0xcd, 0xf9, 0x2c, 0x00, 0x36, 0x7f, 0x97, 0xd8, 0x75,\r\n",
      "  0x8f, 0x95, 0xfa, 0x62, 0xb5, 0xca, 0x34, 0x25, 0x7f, 0x13, 0x7f, 0xf5,\r\n",
      "  0x64, 0xba, 0x46, 0xca, 0xe5, 0xd3, 0xb5, 0xa4, 0x69, 0x88, 0x25, 0x19,\r\n",
      "  0xd7, 0x7f, 0xd0, 0x16, 0xcf, 0xff, 0x56, 0x47, 0xc9, 0x69, 0x59, 0xa6,\r\n",
      "  0x7f, 0x39, 0xad, 0x53, 0x7f, 0x8e, 0x42, 0x15, 0xd6, 0x15, 0xd0, 0x81,\r\n",
      "  0x0c, 0xc2, 0x11, 0x1b, 0x18, 0x61, 0xfc, 0xc6, 0xc9, 0x49, 0x97, 0x6b,\r\n",
      "  0x13, 0xba, 0x7f, 0xe5, 0x36, 0xf7, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x08, 0x00, 0x00, 0xe7, 0xcb, 0x29, 0x0f, 0xe1, 0x3f, 0x27, 0x3c,\r\n",
      "  0x2e, 0xf9, 0xde, 0xcb, 0xb4, 0xdb, 0x23, 0x81, 0x08, 0x1d, 0xed, 0xe2,\r\n",
      "  0xe9, 0xf3, 0xe3, 0xff, 0xe0, 0x23, 0xcb, 0xcd, 0xe9, 0x36, 0x2d, 0xdf,\r\n",
      "  0xcf, 0x1c, 0x13, 0xd5, 0xec, 0xf7, 0x2b, 0x36, 0x03, 0x01, 0xe3, 0xe4,\r\n",
      "  0xe5, 0xfc, 0xed, 0xf2, 0xea, 0xf3, 0x17, 0xdd, 0xe8, 0x03, 0x53, 0x1b,\r\n",
      "  0xcc, 0x32, 0xef, 0xdf, 0xda, 0x07, 0xdc, 0xee, 0x02, 0x16, 0x10, 0x0d,\r\n",
      "  0x19, 0xfa, 0xf1, 0x22, 0xd8, 0xee, 0x06, 0xb1, 0xfc, 0xe2, 0x13, 0xde,\r\n",
      "  0xce, 0xfe, 0x10, 0xec, 0xdf, 0xf4, 0x1c, 0x16, 0xeb, 0xef, 0x16, 0xa0,\r\n",
      "  0xe8, 0x28, 0xd6, 0x14, 0xf6, 0x2c, 0x00, 0xf1, 0xc4, 0x19, 0x12, 0x0b,\r\n",
      "  0x45, 0xca, 0xf5, 0xd3, 0x04, 0x49, 0x3d, 0xc5, 0x39, 0xb4, 0xf8, 0x2f,\r\n",
      "  0x09, 0xe7, 0x32, 0x11, 0x14, 0xbd, 0x1b, 0x24, 0x25, 0x05, 0xb6, 0x92,\r\n",
      "  0x04, 0x07, 0x09, 0x1a, 0xc0, 0x68, 0xdf, 0x3b, 0xc3, 0xe4, 0xc8, 0xf1,\r\n",
      "  0xfa, 0xe4, 0xf1, 0x25, 0x11, 0x0f, 0xd2, 0x36, 0x05, 0x04, 0xe6, 0x1f,\r\n",
      "  0xe4, 0x06, 0xec, 0xd1, 0xd6, 0x06, 0x1f, 0xf6, 0xf3, 0xd8, 0xdb, 0x13,\r\n",
      "  0x03, 0x2b, 0xfe, 0x10, 0x18, 0xf2, 0xf2, 0x45, 0xdb, 0xfb, 0xf7, 0x13,\r\n",
      "  0x05, 0x1a, 0x07, 0x0b, 0x01, 0xa3, 0xe1, 0x2e, 0xeb, 0x1a, 0x19, 0x2b,\r\n",
      "  0xd1, 0xc3, 0x0c, 0x11, 0xf4, 0x3d, 0x0a, 0x0d, 0xe0, 0x04, 0x0f, 0xda,\r\n",
      "  0xe1, 0xe8, 0xe1, 0x04, 0x07, 0xfc, 0xfd, 0xf7, 0x1a, 0x0a, 0xd9, 0xec,\r\n",
      "  0x23, 0x1d, 0xda, 0x10, 0xfd, 0xeb, 0xe7, 0xf8, 0xc6, 0xfa, 0x24, 0x1b,\r\n",
      "  0xdc, 0x17, 0x01, 0xee, 0x2c, 0xe9, 0x01, 0x14, 0x10, 0xee, 0xe5, 0xe1,\r\n",
      "  0xe2, 0x12, 0xf8, 0x53, 0x13, 0xd4, 0xe4, 0x18, 0x10, 0x12, 0x3c, 0xe9,\r\n",
      "  0xdd, 0xf1, 0x3f, 0x19, 0x09, 0xc7, 0xd4, 0xc7, 0xd9, 0xd9, 0xd2, 0x68,\r\n",
      "  0xe6, 0x1f, 0xd4, 0x13, 0x01, 0x04, 0x2a, 0x0b, 0xea, 0xc7, 0xb3, 0xfb,\r\n",
      "  0xe7, 0xe1, 0x18, 0x1a, 0xf4, 0xce, 0x08, 0x29, 0x1d, 0xfa, 0x0b, 0x28,\r\n",
      "  0xf8, 0x0f, 0xed, 0x49, 0xfc, 0x1a, 0x0a, 0x0e, 0x19, 0xae, 0xcf, 0xe5,\r\n",
      "  0x13, 0x9c, 0x18, 0xc6, 0x12, 0xd0, 0x02, 0x03, 0xc1, 0x07, 0x1f, 0xf5,\r\n",
      "  0x1b, 0x35, 0xc2, 0x18, 0x24, 0xf8, 0xee, 0x02, 0xf0, 0x1b, 0x13, 0xeb,\r\n",
      "  0x07, 0x0f, 0xed, 0x21, 0xee, 0x20, 0xf4, 0xf5, 0x11, 0x01, 0x13, 0x09,\r\n",
      "  0xcb, 0xeb, 0x1f, 0x09, 0x11, 0xd0, 0xfb, 0x1e, 0xf8, 0x25, 0xaf, 0xf1,\r\n",
      "  0xdd, 0x47, 0x0a, 0x08, 0xde, 0x2b, 0x16, 0x0c, 0xae, 0xf6, 0xdb, 0x15,\r\n",
      "  0x2e, 0x1c, 0xde, 0xe7, 0xf8, 0x19, 0xf2, 0xdd, 0xd2, 0xf9, 0xf2, 0x24,\r\n",
      "  0x09, 0xd5, 0xf9, 0x18, 0x22, 0x0d, 0x1c, 0x23, 0xe7, 0x01, 0x15, 0xe0,\r\n",
      "  0x0e, 0xc7, 0xbf, 0x12, 0xe9, 0xec, 0x07, 0x24, 0x25, 0x0e, 0xf7, 0xfa,\r\n",
      "  0x1f, 0x0a, 0xf9, 0xd8, 0x0b, 0xb7, 0xea, 0x3e, 0xe7, 0xfa, 0xf8, 0x28,\r\n",
      "  0xf4, 0xea, 0xd7, 0x05, 0x09, 0x2c, 0x12, 0x2f, 0x03, 0x16, 0xd9, 0x48,\r\n",
      "  0xb9, 0x1e, 0x00, 0xe9, 0x02, 0x9c, 0x06, 0xcb, 0xd5, 0x04, 0xfe, 0xce,\r\n",
      "  0xd2, 0xe6, 0x1b, 0xd6, 0xc2, 0x34, 0x1d, 0xeb, 0xd2, 0x19, 0xcd, 0xeb,\r\n",
      "  0xf8, 0xc2, 0xc8, 0x14, 0xe1, 0x10, 0x0b, 0x1f, 0x18, 0xe4, 0xd7, 0xe5,\r\n",
      "  0x1d, 0x5a, 0xe2, 0x22, 0xe5, 0xef, 0xea, 0xe0, 0xe3, 0xfb, 0xc0, 0x00,\r\n",
      "  0xfe, 0xf9, 0x0a, 0x1a, 0x10, 0xf1, 0xbd, 0x1a, 0xf7, 0xfc, 0x1b, 0xf9,\r\n",
      "  0xc3, 0xfe, 0xcd, 0x08, 0xf2, 0xea, 0x02, 0x10, 0x14, 0xea, 0xf0, 0xfa,\r\n",
      "  0x24, 0x04, 0xf0, 0xe5, 0x02, 0x3d, 0xe3, 0x2c, 0x38, 0xda, 0x01, 0xfe,\r\n",
      "  0xde, 0xe9, 0x21, 0xe7, 0x0c, 0xdb, 0x31, 0x0f, 0xf0, 0xe9, 0xe6, 0x14,\r\n",
      "  0x12, 0xe6, 0xd8, 0x2d, 0xf2, 0xcd, 0x0e, 0x2f, 0xf4, 0xf2, 0xdd, 0xc4,\r\n",
      "  0x30, 0xa8, 0xe7, 0x18, 0xc0, 0x13, 0xe8, 0x3b, 0xef, 0xe6, 0xc6, 0x13,\r\n",
      "  0x36, 0x27, 0x07, 0x22, 0x13, 0xb5, 0x1e, 0xf5, 0xf1, 0xf5, 0x41, 0x0c,\r\n",
      "  0xe2, 0x14, 0xd3, 0xee, 0xe3, 0x06, 0xec, 0xd0, 0x12, 0x05, 0xe3, 0xe7,\r\n",
      "  0x27, 0xee, 0xdc, 0xfc, 0x17, 0xe5, 0xdb, 0x1b, 0x09, 0x0f, 0x2f, 0xe1,\r\n",
      "  0x20, 0xfd, 0x04, 0xfd, 0x03, 0xea, 0xfe, 0x1c, 0x06, 0xe8, 0xb1, 0xf1,\r\n",
      "  0xe7, 0x1b, 0x28, 0xe3, 0xce, 0x2a, 0xba, 0xd2, 0x27, 0x23, 0x07, 0x0e,\r\n",
      "  0xec, 0x37, 0x04, 0x1a, 0xde, 0x0c, 0xcd, 0xf6, 0xee, 0x05, 0xe5, 0xdf,\r\n",
      "  0xfe, 0x36, 0xba, 0xe0, 0xe8, 0x27, 0xdd, 0xe6, 0xfc, 0x16, 0x0a, 0xf0,\r\n",
      "  0xd6, 0x27, 0xd9, 0x08, 0x42, 0xda, 0x04, 0xf7, 0xee, 0xe7, 0x16, 0xe5,\r\n",
      "  0xdc, 0xfe, 0x0a, 0xdb, 0x33, 0x00, 0xe4, 0xfc, 0xe6, 0x0d, 0xda, 0xfc,\r\n",
      "  0xec, 0x1e, 0x10, 0x1d, 0x01, 0xe9, 0xd2, 0xe7, 0xf6, 0xd1, 0xd9, 0xea,\r\n",
      "  0xd3, 0xe7, 0x2a, 0xfc, 0xe9, 0xe0, 0xe0, 0x36, 0xe1, 0x14, 0x00, 0xf6,\r\n",
      "  0xfe, 0xd6, 0x1f, 0x15, 0xe5, 0x27, 0xda, 0x14, 0xec, 0xcc, 0xfe, 0x1e,\r\n",
      "  0x25, 0x04, 0x00, 0x1e, 0x12, 0xd5, 0x14, 0x18, 0x06, 0x0f, 0xf5, 0xfc,\r\n",
      "  0x0d, 0xc6, 0xcc, 0xf7, 0x1f, 0xe7, 0xf4, 0x1a, 0xd3, 0xfe, 0xed, 0x1e,\r\n",
      "  0x20, 0xe2, 0x07, 0x05, 0xf9, 0x03, 0xff, 0xfa, 0x21, 0x11, 0x0c, 0xc4,\r\n",
      "  0x06, 0x1f, 0xcf, 0x04, 0xda, 0x20, 0xd8, 0x26, 0x20, 0xec, 0xc0, 0xe0,\r\n",
      "  0x2a, 0x10, 0x0d, 0xee, 0xf9, 0xf2, 0xf9, 0xfc, 0xff, 0xe5, 0xcb, 0x17,\r\n",
      "  0xed, 0x3f, 0x1f, 0x20, 0x03, 0xf6, 0x1f, 0xe0, 0xe5, 0xf8, 0x17, 0xdc,\r\n",
      "  0x08, 0xff, 0x12, 0xfa, 0xef, 0x17, 0x0e, 0xf0, 0x0b, 0x1a, 0x1e, 0x1a,\r\n",
      "  0x2f, 0x01, 0xe2, 0xca, 0x01, 0x46, 0x31, 0x52, 0xdd, 0x00, 0xea, 0xf2,\r\n",
      "  0xe8, 0x28, 0xd8, 0xc3, 0x24, 0x11, 0xe5, 0xbc, 0xf6, 0x11, 0x07, 0x1a,\r\n",
      "  0xff, 0x0b, 0xf9, 0x26, 0x20, 0xee, 0xf3, 0x19, 0x12, 0x20, 0x10, 0xce,\r\n",
      "  0xe7, 0x13, 0x1d, 0x2e, 0x1d, 0xe6, 0xfc, 0xf1, 0xc2, 0x00, 0xdf, 0x48,\r\n",
      "  0xf2, 0x35, 0xd1, 0x1c, 0xff, 0x12, 0x42, 0x19, 0xde, 0xd6, 0x27, 0xdd,\r\n",
      "  0x06, 0x15, 0x21, 0x11, 0xe5, 0xf7, 0x00, 0xdf, 0xc9, 0x1f, 0x30, 0xfc,\r\n",
      "  0xec, 0x19, 0xfd, 0xef, 0x07, 0xfe, 0xde, 0xfa, 0xc5, 0x36, 0xf7, 0xf4,\r\n",
      "  0xf8, 0xf3, 0x20, 0x22, 0x08, 0x09, 0xf6, 0xe9, 0x25, 0x3f, 0xd1, 0x15,\r\n",
      "  0x14, 0xdf, 0xe4, 0xca, 0xd5, 0x36, 0xd2, 0xeb, 0x24, 0x23, 0x0e, 0x12,\r\n",
      "  0xeb, 0x0a, 0xf2, 0x28, 0xd9, 0x38, 0x21, 0xe7, 0x14, 0x16, 0xe0, 0x21,\r\n",
      "  0x1a, 0x05, 0x0b, 0xf6, 0xda, 0xec, 0x1e, 0x22, 0x26, 0xe1, 0xc5, 0xd0,\r\n",
      "  0xec, 0x19, 0x2b, 0x15, 0xd5, 0xea, 0x2f, 0xfa, 0xee, 0x28, 0x1b, 0xeb,\r\n",
      "  0x0b, 0xe6, 0x21, 0x11, 0xda, 0x32, 0x11, 0xde, 0xf0, 0x23, 0xc8, 0x10,\r\n",
      "  0xe0, 0x1d, 0xd1, 0x1e, 0x0d, 0x30, 0xfd, 0x41, 0x07, 0x0d, 0xef, 0xc5,\r\n",
      "  0xf0, 0x38, 0xe1, 0xf2, 0xdb, 0x02, 0x28, 0xf7, 0x37, 0x25, 0x1a, 0x0e,\r\n",
      "  0x38, 0xff, 0x25, 0xfe, 0xf6, 0xf2, 0x08, 0xe3, 0x0f, 0xeb, 0x25, 0x30,\r\n",
      "  0x37, 0x0d, 0x15, 0x18, 0x0f, 0x01, 0xde, 0x13, 0xc6, 0xd5, 0x11, 0xe8,\r\n",
      "  0xfa, 0xe1, 0x09, 0x08, 0xfb, 0x00, 0xfc, 0xf4, 0xea, 0x26, 0xf9, 0xd8,\r\n",
      "  0xbd, 0x12, 0xda, 0xfd, 0x07, 0x1c, 0xeb, 0xdd, 0x09, 0x39, 0xff, 0x20,\r\n",
      "  0x15, 0xe6, 0xe9, 0xeb, 0x2b, 0x25, 0x09, 0xf4, 0xe3, 0xeb, 0x1c, 0xe7,\r\n",
      "  0x39, 0x05, 0xfb, 0x23, 0xf2, 0xc1, 0xf0, 0xbe, 0xea, 0x02, 0x21, 0xe4,\r\n",
      "  0xd3, 0xd0, 0x2f, 0xff, 0x33, 0x37, 0x0c, 0xbb, 0x0c, 0x3d, 0x12, 0x08,\r\n",
      "  0x51, 0xbd, 0x10, 0xf6, 0xe8, 0xf7, 0x59, 0x2f, 0x1e, 0xe2, 0x06, 0x6e,\r\n",
      "  0x1c, 0x01, 0xf8, 0xe6, 0x44, 0xed, 0x0e, 0xdf, 0x05, 0xf1, 0xeb, 0x46,\r\n",
      "  0xfb, 0xf8, 0xdf, 0x0c, 0x19, 0xdd, 0xe3, 0x07, 0x16, 0xdc, 0xfb, 0xe5,\r\n",
      "  0xf2, 0x1a, 0x04, 0x2d, 0x35, 0x16, 0x31, 0x1d, 0xf6, 0xe6, 0xe8, 0xfb,\r\n",
      "  0xe6, 0x39, 0xe6, 0xb5, 0x00, 0x03, 0xeb, 0x17, 0xf7, 0x2a, 0x1e, 0xf6,\r\n",
      "  0x41, 0x19, 0x31, 0xf0, 0xea, 0x2d, 0xee, 0xee, 0x17, 0xf2, 0x18, 0x35,\r\n",
      "  0x18, 0x46, 0xe2, 0x07, 0x16, 0x23, 0xf5, 0xf6, 0x09, 0xef, 0x02, 0x0c,\r\n",
      "  0xf1, 0x04, 0x23, 0x24, 0x2c, 0x08, 0xef, 0xff, 0x47, 0xdd, 0x05, 0x18,\r\n",
      "  0x1f, 0xff, 0x0f, 0x07, 0xdb, 0x2a, 0x25, 0x2a, 0x03, 0xdb, 0xe4, 0x07,\r\n",
      "  0xd5, 0x5a, 0x15, 0xdc, 0x0c, 0xd8, 0xf6, 0xf1, 0xec, 0x24, 0x09, 0xfd,\r\n",
      "  0xe9, 0x17, 0x3d, 0x60, 0xfc, 0x06, 0x13, 0x96, 0x5e, 0xa4, 0x24, 0x03,\r\n",
      "  0x1d, 0x08, 0x2f, 0x57, 0xf6, 0x44, 0xeb, 0xe6, 0xec, 0xee, 0x35, 0xf6,\r\n",
      "  0x3a, 0x09, 0x09, 0xe2, 0xe3, 0xf5, 0x0e, 0xf4, 0x39, 0xf3, 0xe4, 0xef,\r\n",
      "  0x1a, 0x10, 0x2b, 0x04, 0xf8, 0x12, 0xfd, 0xe6, 0x12, 0xf1, 0xf1, 0xf0,\r\n",
      "  0x35, 0x13, 0x0e, 0xeb, 0xfa, 0x0b, 0x13, 0x20, 0xfb, 0x30, 0x08, 0x1a,\r\n",
      "  0x1d, 0xea, 0x26, 0xe2, 0xf7, 0x2e, 0xf9, 0x31, 0x30, 0xe7, 0x36, 0xcb,\r\n",
      "  0x15, 0x22, 0xe5, 0xfd, 0x11, 0xdd, 0x14, 0x1f, 0x3b, 0xf3, 0x2e, 0xeb,\r\n",
      "  0xe4, 0xdd, 0x38, 0xcf, 0xdc, 0xc6, 0x24, 0xe5, 0x17, 0xe7, 0x01, 0x42,\r\n",
      "  0x48, 0xfd, 0xe9, 0xeb, 0x28, 0x13, 0x2b, 0x22, 0xe0, 0xd8, 0x13, 0xe7,\r\n",
      "  0xfe, 0x11, 0xee, 0x35, 0x09, 0xcf, 0xd7, 0xc1, 0xa0, 0x29, 0x02, 0xe2,\r\n",
      "  0x24, 0xee, 0xed, 0x00, 0xfb, 0x1a, 0xf4, 0xcd, 0xd7, 0xff, 0xf5, 0x40,\r\n",
      "  0x17, 0xfa, 0x24, 0xa4, 0x21, 0xd4, 0xf9, 0xcf, 0xe9, 0xdf, 0xd5, 0x1a,\r\n",
      "  0x0c, 0x18, 0x57, 0xe7, 0xfa, 0x33, 0x0f, 0x17, 0x2d, 0xfb, 0x01, 0x06,\r\n",
      "  0xb9, 0x10, 0x11, 0x1e, 0xdd, 0x0a, 0x13, 0xb1, 0x19, 0xc2, 0xcd, 0xe9,\r\n",
      "  0xfd, 0x48, 0x36, 0xdf, 0xd2, 0x37, 0x06, 0x0e, 0x24, 0x17, 0x30, 0x13,\r\n",
      "  0x45, 0x1d, 0xf3, 0xf8, 0xc3, 0xf3, 0x1d, 0x19, 0xd5, 0x46, 0xfb, 0xe6,\r\n",
      "  0x29, 0x03, 0xe2, 0x09, 0xf4, 0xfa, 0x26, 0xfd, 0xdf, 0x00, 0x2f, 0x0d,\r\n",
      "  0x01, 0x26, 0xdc, 0xc8, 0x39, 0x16, 0xfa, 0xd8, 0xe9, 0x09, 0x00, 0xec,\r\n",
      "  0x2e, 0xe8, 0x4d, 0xf6, 0xef, 0xd1, 0x16, 0x1f, 0x13, 0xfe, 0x2a, 0xfb,\r\n",
      "  0x47, 0x01, 0x00, 0xe2, 0xcb, 0x1d, 0x11, 0x14, 0x32, 0x11, 0xe5, 0x0f,\r\n",
      "  0x16, 0x2b, 0xf3, 0xc2, 0xef, 0x4f, 0x0d, 0x03, 0x18, 0xee, 0x2f, 0xe4,\r\n",
      "  0x1b, 0x23, 0xc0, 0xda, 0x13, 0x44, 0x3d, 0xfa, 0xf1, 0x3d, 0xe2, 0x8f,\r\n",
      "  0xd9, 0xe5, 0x11, 0xce, 0xf3, 0x2e, 0xdc, 0x42, 0x0a, 0x5a, 0x40, 0xdd,\r\n",
      "  0x01, 0xe3, 0xf7, 0x07, 0x0a, 0x2f, 0x27, 0xf7, 0x0c, 0x05, 0x04, 0x0a,\r\n",
      "  0x39, 0xf5, 0x27, 0xe7, 0x31, 0x1f, 0xdd, 0x21, 0x19, 0x37, 0xff, 0xf7,\r\n",
      "  0xe7, 0x1a, 0xdb, 0x4a, 0x17, 0xe8, 0x01, 0x2b, 0x25, 0x18, 0xd4, 0x30,\r\n",
      "  0x37, 0x0e, 0x10, 0x1e, 0xfe, 0x24, 0x0b, 0xe5, 0x68, 0x00, 0xbe, 0x02,\r\n",
      "  0x23, 0x06, 0x07, 0xfe, 0xcf, 0xd6, 0x1b, 0x0d, 0x4d, 0x1b, 0x1d, 0xff,\r\n",
      "  0x34, 0xe9, 0xf9, 0x0f, 0x00, 0x2f, 0xf1, 0x13, 0xf4, 0xe8, 0xfc, 0x15,\r\n",
      "  0x13, 0xf7, 0xf1, 0x2c, 0x3d, 0x00, 0xfd, 0x04, 0x10, 0xd1, 0x06, 0xde,\r\n",
      "  0xf2, 0xc2, 0x1f, 0xf4, 0xee, 0x2e, 0x19, 0x09, 0x2a, 0xd5, 0x1f, 0xce,\r\n",
      "  0xeb, 0x09, 0x32, 0xfd, 0xee, 0x26, 0xe9, 0x05, 0xfa, 0x26, 0xc5, 0x08,\r\n",
      "  0x21, 0x19, 0x36, 0xee, 0x04, 0xf7, 0x13, 0xc4, 0x23, 0x16, 0xd4, 0x14,\r\n",
      "  0xd6, 0xff, 0x1f, 0x39, 0x07, 0x25, 0xe8, 0x02, 0x21, 0x1d, 0xea, 0xd2,\r\n",
      "  0x20, 0x40, 0x13, 0x20, 0x11, 0x1f, 0x18, 0x1b, 0xfa, 0x28, 0xf4, 0xf9,\r\n",
      "  0x24, 0x1f, 0xc7, 0xf7, 0x03, 0x0a, 0x1a, 0xe9, 0x0c, 0x12, 0xef, 0x2f,\r\n",
      "  0xf6, 0x1d, 0xc8, 0xcf, 0xd0, 0x25, 0x35, 0x13, 0x18, 0xe6, 0x04, 0x24,\r\n",
      "  0xdc, 0x01, 0x03, 0xfb, 0xd8, 0x18, 0x18, 0x19, 0x04, 0x02, 0xf4, 0x10,\r\n",
      "  0xeb, 0xfc, 0x17, 0xec, 0x22, 0xf1, 0xfc, 0x25, 0xfa, 0xef, 0x26, 0x2f,\r\n",
      "  0xe9, 0x0c, 0xf9, 0xe9, 0xfc, 0xef, 0xfd, 0xdf, 0x11, 0xdb, 0x04, 0x19,\r\n",
      "  0x0d, 0xfa, 0xfb, 0xf4, 0x09, 0xf5, 0x04, 0xd3, 0xe8, 0x01, 0x3b, 0x26,\r\n",
      "  0xd4, 0xfe, 0xd3, 0x1f, 0x24, 0xee, 0x0f, 0x0f, 0xe3, 0x3e, 0xd2, 0x04,\r\n",
      "  0xf6, 0x14, 0x10, 0x1d, 0x33, 0x0c, 0x02, 0xed, 0xf1, 0x25, 0x0a, 0x0f,\r\n",
      "  0x14, 0xef, 0x15, 0xc3, 0x12, 0xd8, 0x13, 0x0b, 0x08, 0x12, 0xe8, 0x0f,\r\n",
      "  0xf4, 0xf2, 0xe3, 0xf9, 0xf9, 0x08, 0x1a, 0x21, 0x0e, 0x21, 0xef, 0x06,\r\n",
      "  0xea, 0xcf, 0x31, 0x02, 0x2b, 0xf7, 0x9f, 0xdc, 0xf8, 0xdb, 0x09, 0xee,\r\n",
      "  0xe5, 0x3b, 0xf1, 0xd2, 0x1a, 0x0d, 0x16, 0xe1, 0x1d, 0x4c, 0x0f, 0xea,\r\n",
      "  0xf2, 0x22, 0x23, 0x02, 0x0c, 0x25, 0x08, 0x27, 0xf7, 0xfe, 0xd7, 0xdf,\r\n",
      "  0x09, 0x30, 0xdd, 0xb7, 0x14, 0xe5, 0x11, 0x06, 0x06, 0x0a, 0x2f, 0x24,\r\n",
      "  0x00, 0x2b, 0xd7, 0x0c, 0x35, 0x00, 0x2b, 0x27, 0x05, 0xfe, 0xee, 0x1a,\r\n",
      "  0x0d, 0xf2, 0x42, 0xf0, 0x0b, 0xe7, 0x1a, 0x0b, 0x1c, 0x0a, 0xda, 0x00,\r\n",
      "  0xe6, 0xe5, 0x10, 0x17, 0x0c, 0xc6, 0x35, 0x21, 0x12, 0x0c, 0xf4, 0xe5,\r\n",
      "  0xee, 0xd6, 0xf4, 0x10, 0x13, 0x1f, 0x02, 0xdd, 0x10, 0xe9, 0x11, 0xeb,\r\n",
      "  0xe2, 0xee, 0xc0, 0xfa, 0x1a, 0x1d, 0x0e, 0x3c, 0x1b, 0xfe, 0xd3, 0xf4,\r\n",
      "  0xde, 0xf5, 0xf7, 0x1b, 0xfb, 0x07, 0x31, 0xea, 0xe2, 0x13, 0xf3, 0x22,\r\n",
      "  0x29, 0x32, 0x16, 0x04, 0xde, 0x21, 0xe4, 0xd6, 0xe6, 0xd3, 0x1c, 0x11,\r\n",
      "  0x18, 0x0b, 0xf6, 0x0a, 0x2b, 0x1d, 0xf8, 0xee, 0xff, 0x23, 0xf8, 0xe7,\r\n",
      "  0x30, 0xfc, 0x3b, 0xeb, 0xed, 0xdb, 0x0a, 0x11, 0xc7, 0x1f, 0x0a, 0x0f,\r\n",
      "  0x05, 0x05, 0x2d, 0xe0, 0xf6, 0xfc, 0x1f, 0xef, 0x35, 0x0b, 0x1e, 0x20,\r\n",
      "  0x05, 0x0d, 0xf9, 0xb8, 0x08, 0xe0, 0xfc, 0xe9, 0xf7, 0xdc, 0x30, 0x00,\r\n",
      "  0xf4, 0xd8, 0x18, 0x1f, 0xe2, 0x3d, 0xff, 0xca, 0xd1, 0xb8, 0x08, 0xfe,\r\n",
      "  0x24, 0x0c, 0xf5, 0xd9, 0xe1, 0x09, 0xe9, 0x09, 0xf9, 0xcf, 0x30, 0xf8,\r\n",
      "  0xee, 0x06, 0xe4, 0xf7, 0xf3, 0x17, 0xda, 0xe6, 0x17, 0xe3, 0xfd, 0x22,\r\n",
      "  0xed, 0x2f, 0x06, 0xd0, 0xd3, 0x0a, 0xef, 0xf8, 0x14, 0x45, 0xcc, 0x12,\r\n",
      "  0xe3, 0x30, 0xf0, 0xfb, 0x1b, 0x08, 0xf7, 0xe7, 0xe5, 0x18, 0x21, 0xd1,\r\n",
      "  0xeb, 0xcb, 0xd4, 0xe1, 0xf8, 0xe4, 0xd4, 0xd0, 0x1f, 0xb6, 0xef, 0x1d,\r\n",
      "  0x0a, 0xf3, 0x08, 0x28, 0x1a, 0xbb, 0x0a, 0xfa, 0xda, 0xd5, 0x0a, 0xee,\r\n",
      "  0x1e, 0x29, 0x10, 0x3c, 0x12, 0xee, 0xfc, 0x12, 0x25, 0xfc, 0x12, 0xdb,\r\n",
      "  0xf3, 0xd6, 0xfd, 0xc8, 0x15, 0xf3, 0x10, 0xfd, 0x16, 0x20, 0x10, 0x1d,\r\n",
      "  0x02, 0xe8, 0xc7, 0xeb, 0xbf, 0x0d, 0xe9, 0xe6, 0xdf, 0x17, 0xf9, 0x28,\r\n",
      "  0x36, 0x05, 0x24, 0xe5, 0x2b, 0xdb, 0xd8, 0x27, 0xd5, 0x05, 0xde, 0xc9,\r\n",
      "  0xff, 0xe1, 0x0c, 0x25, 0x11, 0xbc, 0xfb, 0xe1, 0xe0, 0xf0, 0x14, 0xec,\r\n",
      "  0xc2, 0xc9, 0x05, 0xc1, 0x0e, 0x16, 0x0c, 0x1d, 0xcf, 0x24, 0x03, 0x15,\r\n",
      "  0x03, 0xe5, 0xe5, 0x44, 0xfc, 0xe7, 0xba, 0xcd, 0x07, 0xf8, 0xf9, 0x23,\r\n",
      "  0xf9, 0x0f, 0xf5, 0x30, 0x1f, 0x20, 0xf6, 0x0f, 0xdc, 0x09, 0x07, 0x06,\r\n",
      "  0x42, 0xff, 0xff, 0xff, 0x04, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,\r\n",
      "  0xff, 0xff, 0xff, 0xff, 0x00, 0x04, 0x00, 0x00, 0x56, 0xff, 0xff, 0xff,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0xa2, 0x00, 0x00, 0x00,\r\n",
      "  0x5e, 0xff, 0xff, 0xff, 0x28, 0xf0, 0xff, 0xff, 0x2c, 0xf0, 0xff, 0xff,\r\n",
      "  0x0f, 0x00, 0x00, 0x00, 0x4d, 0x4c, 0x49, 0x52, 0x20, 0x43, 0x6f, 0x6e,\r\n",
      "  0x76, 0x65, 0x72, 0x74, 0x65, 0x64, 0x2e, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x14, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x18, 0x00, 0x14, 0x00,\r\n",
      "  0x10, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00,\r\n",
      "  0x14, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x34, 0x02, 0x00, 0x00,\r\n",
      "  0x38, 0x02, 0x00, 0x00, 0x3c, 0x02, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x6d, 0x61, 0x69, 0x6e, 0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,\r\n",
      "  0xd4, 0x01, 0x00, 0x00, 0x74, 0x01, 0x00, 0x00, 0x28, 0x01, 0x00, 0x00,\r\n",
      "  0xe8, 0x00, 0x00, 0x00, 0xac, 0x00, 0x00, 0x00, 0x84, 0x00, 0x00, 0x00,\r\n",
      "  0x40, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xb6, 0xfe, 0xff, 0xff,\r\n",
      "  0x1c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0x1c, 0x00, 0x00, 0x00,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0x00,\r\n",
      "  0x08, 0x00, 0x04, 0x00, 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0x3f,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0xee, 0xfe, 0xff, 0xff, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x08, 0x10, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0x03, 0x00, 0x00, 0x00, 0xf4, 0xf0, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00,\r\n",
      "  0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00,\r\n",
      "  0x10, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00,\r\n",
      "  0x0c, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x0e, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0xf6, 0xfe, 0xff, 0xff,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0x18, 0x00, 0x00, 0x00, 0xe6, 0xfe, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00,\r\n",
      "  0x03, 0x00, 0x00, 0x00, 0x0d, 0x00, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00,\r\n",
      "  0x09, 0x00, 0x00, 0x00, 0x8a, 0xff, 0xff, 0xff, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x05, 0x20, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x7a, 0xff, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x0d, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x0c, 0x00, 0x00, 0x00, 0x6a, 0xff, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x01, 0x14, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x5a, 0xff, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,\r\n",
      "  0x0b, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x0e, 0x00, 0x1a, 0x00, 0x14, 0x00, 0x10, 0x00, 0x0c, 0x00,\r\n",
      "  0x0b, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x05, 0x30, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00,\r\n",
      "  0x16, 0x00, 0x00, 0x00, 0x10, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x04, 0x00,\r\n",
      "  0x0e, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0a, 0x00,\r\n",
      "  0x0c, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0a, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x0a, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x11, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x12, 0x00, 0x00, 0x00, 0xfc, 0x0d, 0x00, 0x00, 0x80, 0x0d, 0x00, 0x00,\r\n",
      "  0x30, 0x0d, 0x00, 0x00, 0xbc, 0x0c, 0x00, 0x00, 0x10, 0x0b, 0x00, 0x00,\r\n",
      "  0x64, 0x09, 0x00, 0x00, 0xb8, 0x07, 0x00, 0x00, 0xac, 0x06, 0x00, 0x00,\r\n",
      "  0x98, 0x05, 0x00, 0x00, 0x8c, 0x04, 0x00, 0x00, 0xf8, 0x03, 0x00, 0x00,\r\n",
      "  0x64, 0x03, 0x00, 0x00, 0xc8, 0x02, 0x00, 0x00, 0x2c, 0x02, 0x00, 0x00,\r\n",
      "  0x90, 0x01, 0x00, 0x00, 0x0c, 0x01, 0x00, 0x00, 0x80, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x60, 0xf2, 0xff, 0xff, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x3c, 0x00, 0x00, 0x00, 0x12, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x09, 0x54, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0xff, 0xff, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00, 0xd4, 0xf2, 0xff, 0xff,\r\n",
      "  0x08, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x80, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x80, 0x3b, 0x1e, 0x00, 0x00, 0x00, 0x53, 0x74, 0x61, 0x74,\r\n",
      "  0x65, 0x66, 0x75, 0x6c, 0x50, 0x61, 0x72, 0x74, 0x69, 0x74, 0x69, 0x6f,\r\n",
      "  0x6e, 0x65, 0x64, 0x43, 0x61, 0x6c, 0x6c, 0x3a, 0x30, 0x5f, 0x69, 0x6e,\r\n",
      "  0x74, 0x38, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0xd8, 0xf2, 0xff, 0xff, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x58, 0x00, 0x00, 0x00, 0x11, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x09, 0x64, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0xff, 0xff, 0xff, 0xff, 0x02, 0x00, 0x00, 0x00, 0xbc, 0xf2, 0xff, 0xff,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x24, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0xfc, 0xff, 0xff, 0xff,\r\n",
      "  0xff, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x68, 0xca, 0x12, 0x3d, 0x01, 0x00, 0x00, 0x00, 0xeb, 0xd6, 0x95, 0x40,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x51, 0x98, 0x8e, 0xc0, 0x13, 0x00, 0x00, 0x00,\r\n",
      "  0x74, 0x66, 0x6c, 0x2e, 0x66, 0x75, 0x6c, 0x6c, 0x79, 0x5f, 0x63, 0x6f,\r\n",
      "  0x6e, 0x6e, 0x65, 0x63, 0x74, 0x65, 0x64, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x60, 0xf3, 0xff, 0xff,\r\n",
      "  0x18, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x58, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0x5c, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, 0x00, 0x04, 0x00, 0x00,\r\n",
      "  0x44, 0xf3, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0xfe, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x68, 0x70, 0x3e, 0x3c, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x82, 0x7c, 0xbf, 0x3f, 0x01, 0x00, 0x00, 0x00, 0x6e, 0xe7, 0xbb, 0xbf,\r\n",
      "  0x0b, 0x00, 0x00, 0x00, 0x74, 0x66, 0x6c, 0x2e, 0x72, 0x65, 0x73, 0x68,\r\n",
      "  0x61, 0x70, 0x65, 0x00, 0x02, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x04, 0x00, 0x00, 0xe0, 0xf3, 0xff, 0xff, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x28, 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00, 0x0f, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x09, 0x6c, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0xff, 0xff, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0xcc, 0xf3, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x1c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0xfe, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff, 0xff,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x68, 0x70, 0x3e, 0x3c,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x82, 0x7c, 0xbf, 0x3f, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x6e, 0xe7, 0xbb, 0xbf, 0x10, 0x00, 0x00, 0x00, 0x3b, 0x3b, 0x63, 0x6f,\r\n",
      "  0x6e, 0x76, 0x32, 0x64, 0x5f, 0x32, 0x2f, 0x62, 0x69, 0x61, 0x73, 0x31,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x08, 0x00, 0x00, 0x00, 0x08, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x78, 0xf4, 0xff, 0xff, 0x18, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00,\r\n",
      "  0x60, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09,\r\n",
      "  0x6c, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x64, 0xf4, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x24, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x96, 0xd2, 0x0f, 0x3c, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x08, 0xeb, 0x8c, 0x3f, 0x01, 0x00, 0x00, 0x00, 0x7e, 0x9a, 0x91, 0xbf,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x74, 0x66, 0x6c, 0x2e, 0x6d, 0x61, 0x78, 0x5f,\r\n",
      "  0x70, 0x6f, 0x6f, 0x6c, 0x5f, 0x32, 0x64, 0x31, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x10, 0xf5, 0xff, 0xff,\r\n",
      "  0x18, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00, 0x60, 0x00, 0x00, 0x00,\r\n",
      "  0x0d, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0x6c, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0xfc, 0xf4, 0xff, 0xff,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x24, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x96, 0xd2, 0x0f, 0x3c, 0x01, 0x00, 0x00, 0x00, 0x08, 0xeb, 0x8c, 0x3f,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x7e, 0x9a, 0x91, 0xbf, 0x11, 0x00, 0x00, 0x00,\r\n",
      "  0x3b, 0x3b, 0x3b, 0x63, 0x6f, 0x6e, 0x76, 0x32, 0x64, 0x5f, 0x31, 0x2f,\r\n",
      "  0x62, 0x69, 0x61, 0x73, 0x31, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0xa8, 0xf5, 0xff, 0xff, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x28, 0x00, 0x00, 0x00, 0x5c, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x09, 0x64, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0xff, 0xff, 0xff, 0xff, 0x20, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x94, 0xf5, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x18, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x98, 0xd1, 0xcf, 0x3b, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x8d, 0xc2, 0x46, 0x3f, 0x01, 0x00, 0x00, 0x00, 0x00, 0x41, 0x57, 0xbf,\r\n",
      "  0x0f, 0x00, 0x00, 0x00, 0x74, 0x66, 0x6c, 0x2e, 0x6d, 0x61, 0x78, 0x5f,\r\n",
      "  0x70, 0x6f, 0x6f, 0x6c, 0x5f, 0x32, 0x64, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x38, 0xf6, 0xff, 0xff, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x28, 0x00, 0x00, 0x00, 0x5c, 0x00, 0x00, 0x00, 0x0b, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x09, 0x64, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0xff, 0xff, 0xff, 0xff, 0x20, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x24, 0xf6, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x18, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x98, 0xd1, 0xcf, 0x3b, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x8d, 0xc2, 0x46, 0x3f, 0x01, 0x00, 0x00, 0x00, 0x00, 0x41, 0x57, 0xbf,\r\n",
      "  0x0f, 0x00, 0x00, 0x00, 0x3b, 0x3b, 0x3b, 0x63, 0x6f, 0x6e, 0x76, 0x32,\r\n",
      "  0x64, 0x2f, 0x62, 0x69, 0x61, 0x73, 0x31, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x3a, 0xf7, 0xff, 0xff, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0xe4, 0x00, 0x00, 0x00, 0x0a, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02,\r\n",
      "  0xec, 0x00, 0x00, 0x00, 0x2c, 0xf7, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00,\r\n",
      "  0x88, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0xb5, 0x9e, 0x85, 0x37,\r\n",
      "  0xaa, 0xfd, 0x7d, 0x37, 0xc7, 0xa6, 0x9f, 0x37, 0xb8, 0x4b, 0x85, 0x37,\r\n",
      "  0xcf, 0xb6, 0x62, 0x37, 0xcc, 0x0b, 0x94, 0x37, 0x80, 0xf2, 0x6d, 0x37,\r\n",
      "  0x92, 0xce, 0x62, 0x37, 0x4e, 0x6a, 0x8d, 0x37, 0x1c, 0xd7, 0x52, 0x37,\r\n",
      "  0x0b, 0x5a, 0xa6, 0x37, 0x92, 0x15, 0x76, 0x37, 0xf5, 0x96, 0x7d, 0x37,\r\n",
      "  0x1e, 0x05, 0x78, 0x37, 0xfc, 0x7f, 0x8e, 0x37, 0xbb, 0xa1, 0x95, 0x37,\r\n",
      "  0x0f, 0x00, 0x00, 0x00, 0x3b, 0x3b, 0x63, 0x6f, 0x6e, 0x76, 0x32, 0x64,\r\n",
      "  0x5f, 0x32, 0x2f, 0x62, 0x69, 0x61, 0x73, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x42, 0xf8, 0xff, 0xff, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0xe8, 0x00, 0x00, 0x00, 0x09, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02,\r\n",
      "  0xf4, 0x00, 0x00, 0x00, 0x34, 0xf8, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00,\r\n",
      "  0x8c, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0xda, 0xd5, 0x29, 0x37, 0xe0, 0x9a, 0x23, 0x37, 0x76, 0x9c, 0x2b, 0x37,\r\n",
      "  0x48, 0x6f, 0x47, 0x37, 0x43, 0x72, 0x31, 0x37, 0x84, 0xc9, 0x40, 0x37,\r\n",
      "  0x86, 0x09, 0x25, 0x37, 0x9c, 0x1c, 0x25, 0x37, 0x1d, 0x6c, 0x13, 0x37,\r\n",
      "  0x56, 0xbd, 0x20, 0x37, 0x8f, 0xc1, 0x17, 0x37, 0xfe, 0xeb, 0x34, 0x37,\r\n",
      "  0xc5, 0xfa, 0x44, 0x37, 0x69, 0x52, 0x32, 0x37, 0xf7, 0x53, 0x2a, 0x37,\r\n",
      "  0x45, 0xdc, 0x36, 0x37, 0x10, 0x00, 0x00, 0x00, 0x3b, 0x3b, 0x3b, 0x63,\r\n",
      "  0x6f, 0x6e, 0x76, 0x32, 0x64, 0x5f, 0x31, 0x2f, 0x62, 0x69, 0x61, 0x73,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x52, 0xf9, 0xff, 0xff, 0x14, 0x00, 0x00, 0x00, 0xe4, 0x00, 0x00, 0x00,\r\n",
      "  0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02, 0xec, 0x00, 0x00, 0x00,\r\n",
      "  0x44, 0xf9, 0xff, 0xff, 0x08, 0x00, 0x00, 0x00, 0x88, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x44, 0x19, 0x4a, 0x37, 0x4e, 0x14, 0x44, 0x37,\r\n",
      "  0x2e, 0x75, 0x1e, 0x37, 0x99, 0x4a, 0x82, 0x37, 0xa7, 0x5c, 0x61, 0x37,\r\n",
      "  0xae, 0xa8, 0x22, 0x37, 0xad, 0xe6, 0x50, 0x37, 0x84, 0x24, 0x2f, 0x37,\r\n",
      "  0x2f, 0x11, 0x54, 0x37, 0xa7, 0xdd, 0x78, 0x37, 0xd3, 0x93, 0x66, 0x37,\r\n",
      "  0x37, 0x48, 0x35, 0x37, 0xa4, 0x9a, 0x5d, 0x37, 0x33, 0x02, 0x49, 0x37,\r\n",
      "  0xd9, 0xa9, 0x17, 0x37, 0x4e, 0x62, 0x5f, 0x37, 0x0e, 0x00, 0x00, 0x00,\r\n",
      "  0x3b, 0x3b, 0x3b, 0x63, 0x6f, 0x6e, 0x76, 0x32, 0x64, 0x2f, 0x62, 0x69,\r\n",
      "  0x61, 0x73, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x5a, 0xfa, 0xff, 0xff, 0x14, 0x00, 0x00, 0x00, 0x78, 0x01, 0x00, 0x00,\r\n",
      "  0x07, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0x80, 0x01, 0x00, 0x00,\r\n",
      "  0xbc, 0xf9, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x94, 0x00, 0x00, 0x00,\r\n",
      "  0xd4, 0x00, 0x00, 0x00, 0x14, 0x01, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0xef, 0xd6, 0xed, 0x3a, 0x53, 0x0c, 0xe2, 0x3a,\r\n",
      "  0x64, 0x16, 0x0e, 0x3b, 0x37, 0x43, 0xed, 0x3a, 0xb0, 0xc5, 0xc9, 0x3a,\r\n",
      "  0x43, 0xc2, 0x03, 0x3b, 0x02, 0xc5, 0xd3, 0x3a, 0xd5, 0xda, 0xc9, 0x3a,\r\n",
      "  0x09, 0xb7, 0xfb, 0x3a, 0x0e, 0xa5, 0xbb, 0x3a, 0xf4, 0x0c, 0x14, 0x3b,\r\n",
      "  0xe9, 0x02, 0xdb, 0x3a, 0xeb, 0xb0, 0xe1, 0x3a, 0xf1, 0xbb, 0xdc, 0x3a,\r\n",
      "  0x4d, 0xa5, 0xfd, 0x3a, 0x89, 0x2b, 0x05, 0x3b, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x41, 0xfb, 0x6b, 0x3e, 0x1f, 0x39, 0x54, 0x3e, 0x37, 0xfa, 0x8c, 0x3e,\r\n",
      "  0xb1, 0x68, 0x6b, 0x3e, 0x1d, 0x04, 0x2d, 0x3e, 0xbe, 0xba, 0x82, 0x3e,\r\n",
      "  0xd9, 0x50, 0x39, 0x3e, 0x1f, 0x47, 0x48, 0x3e, 0xe9, 0x25, 0x28, 0x3e,\r\n",
      "  0xa5, 0x19, 0x35, 0x3e, 0xf0, 0x16, 0x75, 0x3e, 0xfd, 0xf3, 0x25, 0x3e,\r\n",
      "  0x51, 0x8f, 0x20, 0x3e, 0x74, 0xcc, 0x33, 0x3e, 0x02, 0xaa, 0x7b, 0x3e,\r\n",
      "  0x32, 0x21, 0x84, 0x3e, 0x10, 0x00, 0x00, 0x00, 0xf5, 0x99, 0x63, 0xbe,\r\n",
      "  0x3a, 0x48, 0x60, 0xbe, 0xf4, 0x5b, 0x40, 0xbe, 0x90, 0x94, 0x56, 0xbe,\r\n",
      "  0x25, 0x32, 0x48, 0xbe, 0x7d, 0x76, 0x7a, 0xbe, 0x78, 0x1d, 0x52, 0xbe,\r\n",
      "  0x7f, 0xe6, 0x28, 0xbe, 0x9b, 0xbf, 0x79, 0xbe, 0xc4, 0x2d, 0x3a, 0xbe,\r\n",
      "  0xda, 0xe4, 0x92, 0xbe, 0xe3, 0x4c, 0x59, 0xbe, 0x89, 0xed, 0x5f, 0xbe,\r\n",
      "  0x79, 0x02, 0x5b, 0xbe, 0xfe, 0x80, 0x4b, 0xbe, 0x62, 0x1a, 0x60, 0xbe,\r\n",
      "  0x0d, 0x00, 0x00, 0x00, 0x73, 0x74, 0x64, 0x2e, 0x63, 0x6f, 0x6e, 0x73,\r\n",
      "  0x74, 0x61, 0x6e, 0x74, 0x34, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x02, 0xfc, 0xff, 0xff, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0x78, 0x01, 0x00, 0x00, 0x06, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09,\r\n",
      "  0x80, 0x01, 0x00, 0x00, 0x64, 0xfb, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x94, 0x00, 0x00, 0x00, 0xd4, 0x00, 0x00, 0x00, 0x14, 0x01, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0xe1, 0x35, 0xd1, 0x3a,\r\n",
      "  0x1e, 0x89, 0xc9, 0x3a, 0xe3, 0x65, 0xd3, 0x3a, 0x15, 0xac, 0xf5, 0x3a,\r\n",
      "  0x04, 0x96, 0xda, 0x3a, 0xc6, 0x7b, 0xed, 0x3a, 0xc5, 0x4c, 0xcb, 0x3a,\r\n",
      "  0x48, 0x64, 0xcb, 0x3a, 0xe3, 0x99, 0xb5, 0x3a, 0x83, 0x01, 0xc6, 0x3a,\r\n",
      "  0x8c, 0xf0, 0xba, 0x3a, 0x05, 0xde, 0xde, 0x3a, 0xda, 0xa5, 0xf2, 0x3a,\r\n",
      "  0x21, 0xaa, 0xdb, 0x3a, 0x3b, 0xd1, 0xd1, 0x3a, 0x5c, 0x41, 0xe1, 0x3a,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0xa8, 0x05, 0x38, 0x3e, 0x0c, 0xf6, 0x47, 0x3e,\r\n",
      "  0x17, 0xbf, 0x51, 0x3e, 0xed, 0xec, 0x27, 0x3e, 0xfc, 0xf4, 0x4e, 0x3e,\r\n",
      "  0xe1, 0xbf, 0x37, 0x3e, 0x2b, 0xb6, 0x49, 0x3e, 0x41, 0xf1, 0x45, 0x3e,\r\n",
      "  0xa3, 0x02, 0x18, 0x3e, 0x80, 0x75, 0x44, 0x3e, 0xab, 0x7a, 0x39, 0x3e,\r\n",
      "  0x03, 0xf9, 0x28, 0x3e, 0x8e, 0xc0, 0x70, 0x3e, 0xcd, 0xf2, 0x59, 0x3e,\r\n",
      "  0x99, 0x2d, 0x50, 0x3e, 0xd9, 0x7e, 0x5f, 0x3e, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x75, 0x93, 0x4f, 0xbe, 0xc6, 0x29, 0x23, 0xbe, 0x1d, 0x23, 0x34, 0xbe,\r\n",
      "  0xbd, 0xc0, 0x73, 0xbe, 0xd8, 0xe0, 0x58, 0xbe, 0xce, 0xa0, 0x6b, 0xbe,\r\n",
      "  0x06, 0x57, 0x42, 0xbe, 0x7f, 0xcd, 0x49, 0xbe, 0xaf, 0x2e, 0x34, 0xbe,\r\n",
      "  0xd7, 0x50, 0x43, 0xbe, 0x37, 0xa6, 0x31, 0xbe, 0x49, 0x20, 0x5d, 0xbe,\r\n",
      "  0x82, 0x81, 0x4d, 0xbe, 0xa4, 0x6f, 0x2e, 0xbe, 0xb3, 0x5d, 0x4e, 0xbe,\r\n",
      "  0xd6, 0xdf, 0x52, 0xbe, 0x0d, 0x00, 0x00, 0x00, 0x73, 0x74, 0x64, 0x2e,\r\n",
      "  0x63, 0x6f, 0x6e, 0x73, 0x74, 0x61, 0x6e, 0x74, 0x33, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00,\r\n",
      "  0x03, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0xaa, 0xfd, 0xff, 0xff,\r\n",
      "  0x14, 0x00, 0x00, 0x00, 0x78, 0x01, 0x00, 0x00, 0x05, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x09, 0x80, 0x01, 0x00, 0x00, 0x0c, 0xfd, 0xff, 0xff,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x94, 0x00, 0x00, 0x00, 0xd4, 0x00, 0x00, 0x00,\r\n",
      "  0x14, 0x01, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x51, 0x54, 0xc9, 0x3a, 0x39, 0x55, 0xc3, 0x3a, 0xc3, 0xda, 0x9d, 0x3a,\r\n",
      "  0xa0, 0xcb, 0x01, 0x3b, 0x09, 0x81, 0xe0, 0x3a, 0x2a, 0x0a, 0xa2, 0x3a,\r\n",
      "  0x19, 0x1b, 0xd0, 0x3a, 0xd6, 0x79, 0xae, 0x3a, 0x85, 0x42, 0xd3, 0x3a,\r\n",
      "  0x21, 0xeb, 0xf7, 0x3a, 0x1f, 0xb3, 0xe5, 0x3a, 0x8d, 0x97, 0xb4, 0x3a,\r\n",
      "  0xaf, 0xc2, 0xdc, 0x3a, 0x50, 0x3e, 0xc8, 0x3a, 0x0d, 0x16, 0x97, 0x3a,\r\n",
      "  0x9d, 0x88, 0xde, 0x3a, 0x10, 0x00, 0x00, 0x00, 0xa8, 0xc1, 0x47, 0x3e,\r\n",
      "  0x8f, 0xce, 0x41, 0x3e, 0x0d, 0x9f, 0x1c, 0x3e, 0x09, 0xc8, 0x80, 0x3e,\r\n",
      "  0x5a, 0x66, 0x17, 0x3e, 0x16, 0xc6, 0x20, 0x3e, 0xe3, 0x7a, 0x4e, 0x3e,\r\n",
      "  0xe2, 0x1c, 0x2d, 0x3e, 0x00, 0x9c, 0x51, 0x3e, 0x4b, 0xfb, 0x75, 0x3e,\r\n",
      "  0xb9, 0xe7, 0x63, 0x3e, 0x5e, 0x2e, 0x33, 0x3e, 0x2a, 0x09, 0x5b, 0x3e,\r\n",
      "  0xd3, 0xad, 0x46, 0x3e, 0xac, 0x0d, 0xe4, 0x3d, 0x8c, 0xcb, 0x5c, 0x3e,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x3d, 0x94, 0xba, 0xbd, 0x19, 0x98, 0x3e, 0xbe,\r\n",
      "  0x96, 0x85, 0x9a, 0xbd, 0x65, 0xf1, 0x13, 0xbe, 0x07, 0xc0, 0x5e, 0xbe,\r\n",
      "  0x27, 0x6c, 0x17, 0xbe, 0x25, 0x49, 0x11, 0xbe, 0xae, 0x89, 0x24, 0xbe,\r\n",
      "  0x54, 0xb1, 0x3a, 0xbe, 0xfb, 0xdf, 0x4f, 0xbe, 0xa2, 0x9b, 0x06, 0xbe,\r\n",
      "  0x11, 0xda, 0x28, 0xbe, 0x43, 0x74, 0x1b, 0xbe, 0x81, 0x8c, 0x32, 0xbe,\r\n",
      "  0xe1, 0xe7, 0x15, 0xbe, 0xb6, 0x5c, 0x36, 0xbe, 0x0d, 0x00, 0x00, 0x00,\r\n",
      "  0x73, 0x74, 0x64, 0x2e, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x61, 0x6e, 0x74,\r\n",
      "  0x32, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00,\r\n",
      "  0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x52, 0xff, 0xff, 0xff, 0x14, 0x00, 0x00, 0x00, 0x48, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0x50, 0x00, 0x00, 0x00,\r\n",
      "  0xb4, 0xfe, 0xff, 0xff, 0x10, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x1c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x86, 0xce, 0xe7, 0x3a, 0x01, 0x00, 0x00, 0x00, 0x37, 0x6e, 0x46, 0x3e,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0xe9, 0xfe, 0x65, 0xbe, 0x0d, 0x00, 0x00, 0x00,\r\n",
      "  0x73, 0x74, 0x64, 0x2e, 0x63, 0x6f, 0x6e, 0x73, 0x74, 0x61, 0x6e, 0x74,\r\n",
      "  0x31, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x04, 0x00, 0x00, 0xc2, 0xff, 0xff, 0xff, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x18, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x02,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x04, 0x00, 0x04, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x0c, 0x00, 0x00, 0x00, 0x73, 0x74, 0x64, 0x2e, 0x63, 0x6f, 0x6e, 0x73,\r\n",
      "  0x74, 0x61, 0x6e, 0x74, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x0e, 0x00, 0x18, 0x00, 0x14, 0x00,\r\n",
      "  0x13, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0e, 0x00, 0x00, 0x00,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x40, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x02, 0x48, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x0c, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00,\r\n",
      "  0x08, 0x00, 0x00, 0x00, 0x14, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x10, 0x71, 0xac, 0x37, 0x0c, 0x00, 0x00, 0x00,\r\n",
      "  0x64, 0x65, 0x6e, 0x73, 0x65, 0x5f, 0x32, 0x2f, 0x62, 0x69, 0x61, 0x73,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00,\r\n",
      "  0x14, 0x00, 0x1c, 0x00, 0x18, 0x00, 0x17, 0x00, 0x10, 0x00, 0x0c, 0x00,\r\n",
      "  0x08, 0x00, 0x00, 0x00, 0x00, 0x00, 0x04, 0x00, 0x14, 0x00, 0x00, 0x00,\r\n",
      "  0x18, 0x00, 0x00, 0x00, 0x34, 0x00, 0x00, 0x00, 0x6c, 0x00, 0x00, 0x00,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x09, 0x88, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0xff, 0xff, 0xff, 0xff, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x0c, 0x00, 0x14, 0x00,\r\n",
      "  0x10, 0x00, 0x0c, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00,\r\n",
      "  0x10, 0x00, 0x00, 0x00, 0x1c, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x24, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00,\r\n",
      "  0x37, 0x7d, 0x00, 0x3c, 0x01, 0x00, 0x00, 0x00, 0xe8, 0xf2, 0x7f, 0x3f,\r\n",
      "  0x01, 0x00, 0x00, 0x00, 0x00, 0x00, 0x80, 0xbf, 0x23, 0x00, 0x00, 0x00,\r\n",
      "  0x73, 0x65, 0x72, 0x76, 0x69, 0x6e, 0x67, 0x5f, 0x64, 0x65, 0x66, 0x61,\r\n",
      "  0x75, 0x6c, 0x74, 0x5f, 0x63, 0x6f, 0x6e, 0x76, 0x32, 0x64, 0x5f, 0x69,\r\n",
      "  0x6e, 0x70, 0x75, 0x74, 0x3a, 0x30, 0x5f, 0x69, 0x6e, 0x74, 0x38, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00,\r\n",
      "  0x20, 0x00, 0x00, 0x00, 0x01, 0x00, 0x00, 0x00, 0x07, 0x00, 0x00, 0x00,\r\n",
      "  0x8c, 0x00, 0x00, 0x00, 0x6c, 0x00, 0x00, 0x00, 0x5c, 0x00, 0x00, 0x00,\r\n",
      "  0x3c, 0x00, 0x00, 0x00, 0x28, 0x00, 0x00, 0x00, 0x18, 0x00, 0x00, 0x00,\r\n",
      "  0x04, 0x00, 0x00, 0x00, 0x9c, 0xff, 0xff, 0xff, 0x06, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x06, 0xd4, 0xff, 0xff, 0xff,\r\n",
      "  0x72, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x72, 0xb8, 0xff, 0xff, 0xff,\r\n",
      "  0x19, 0x00, 0x00, 0x00, 0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x19,\r\n",
      "  0xc8, 0xff, 0xff, 0xff, 0x09, 0x00, 0x00, 0x00, 0x04, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x09, 0x0c, 0x00, 0x0c, 0x00, 0x0b, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00, 0x16, 0x00, 0x00, 0x00,\r\n",
      "  0x00, 0x00, 0x00, 0x16, 0xf0, 0xff, 0xff, 0xff, 0x11, 0x00, 0x00, 0x00,\r\n",
      "  0x02, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x11, 0x0c, 0x00, 0x10, 0x00,\r\n",
      "  0x0f, 0x00, 0x00, 0x00, 0x08, 0x00, 0x04, 0x00, 0x0c, 0x00, 0x00, 0x00,\r\n",
      "  0x03, 0x00, 0x00, 0x00, 0x03, 0x00, 0x00, 0x00, 0x00, 0x00, 0x00, 0x03\r\n",
      "};\r\n",
      "unsigned int tflite_models_model_tflite_len = 12072;\r\n"
     ]
    }
   ],
   "source": [
    "!cat {MODEL_TFLITE_MICRO}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "exclusive-burner",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "* [tflite-micro](https://github.com/tensorflow/tflite-micro)\n",
    "* [knowledge distillation notebook](https://keras.io/examples/vision/knowledge_distillation/)"
   ]
  }
 ],
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