keypoint_classification.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "igMyGnjE9hEp"
   },
   "outputs": [],
   "source": [
    "import csv\n",
    "\n",
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "RANDOM_SEED = 42"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "t2HDvhIu9hEr"
   },
   "source": [
    "# ระบุตำแหน่ง ไฟล์"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "9NvZP2Zn9hEy"
   },
   "outputs": [],
   "source": [
    "dataset = 'model/keypoint_classifier/keypoint.csv'\n",
    "model_save_path = 'model/keypoint_classifier/keypoint_classifier.hdf5'\n",
    "tflite_save_path = 'model/keypoint_classifier/keypoint_classifier.tflite'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "s5oMH7x19hEz"
   },
   "source": [
    "# คลาส"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "du4kodXL9hEz"
   },
   "outputs": [],
   "source": [
    "NUM_CLASSES = 5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XjnL0uso9hEz"
   },
   "source": [
    "# อ่านค่า Data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "QT5ZqtEz9hE0"
   },
   "outputs": [],
   "source": [
    "X_dataset = np.loadtxt(dataset, delimiter=',', dtype='float32', usecols=list(range(1, (21 * 2) + 1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "QmoKFsp49hE0"
   },
   "outputs": [],
   "source": [
    "y_dataset = np.loadtxt(dataset, delimiter=',', dtype='int32', usecols=(0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "xQU7JTZ_9hE0"
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X_dataset, y_dataset, train_size=0.75, random_state=RANDOM_SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mxK_lETT9hE0"
   },
   "source": [
    "# การเปิดใช้งานและสร้างเลเยอร์ "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "vHBmUf1t9hE1"
   },
   "outputs": [],
   "source": [
    "model = tf.keras.models.Sequential([\n",
    "    tf.keras.layers.Input((21 * 2, )),\n",
    "    tf.keras.layers.Dropout(0.2),\n",
    "    tf.keras.layers.Dense(20, activation='relu'),\n",
    "    tf.keras.layers.Dropout(0.4),\n",
    "    tf.keras.layers.Dense(10, activation='relu'),\n",
    "    tf.keras.layers.Dense(NUM_CLASSES, activation='softmax')\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ypqky9tc9hE1",
    "outputId": "5db082bb-30e3-4110-bf63-a1ee777ecd46"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " dropout (Dropout)           (None, 42)                0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 20)                860       \n",
      "                                                                 \n",
      " dropout_1 (Dropout)         (None, 20)                0         \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 10)                210       \n",
      "                                                                 \n",
      " dense_2 (Dense)             (None, 5)                 55        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 1,125\n",
      "Trainable params: 1,125\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()  # tf.keras.utils.plot_model(model, show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "MbMjOflQ9hE1"
   },
   "outputs": [],
   "source": [
    "# ตรวจสอบโมเดลและเรียกกลับ\n",
    "cp_callback = tf.keras.callbacks.ModelCheckpoint(\n",
    "    model_save_path, verbose=1, save_weights_only=False)\n",
    "# Callback for early stopping\n",
    "es_callback = tf.keras.callbacks.EarlyStopping(patience=20, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "c3Dac0M_9hE2"
   },
   "outputs": [],
   "source": [
    "# รวมรวมแบบจำลองโมเดล\n",
    "model.compile(\n",
    "    optimizer='adam',\n",
    "    loss='sparse_categorical_crossentropy',\n",
    "    metrics=['accuracy']\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7XI0j1Iu9hE2"
   },
   "source": [
    "# Model training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "WirBl-JE9hE3",
    "outputId": "71b30ca2-8294-4d9d-8aa2-800d90d399de",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.7050 - accuracy: 0.1455\n",
      "Epoch 1: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 1s 1s/step - loss: 1.7050 - accuracy: 0.1455 - val_loss: 1.5704 - val_accuracy: 0.1622\n",
      "Epoch 2/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.6461 - accuracy: 0.1364\n",
      "Epoch 2: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.6461 - accuracy: 0.1364 - val_loss: 1.5633 - val_accuracy: 0.1622\n",
      "Epoch 3/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5952 - accuracy: 0.2273\n",
      "Epoch 3: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.5952 - accuracy: 0.2273 - val_loss: 1.5574 - val_accuracy: 0.1622\n",
      "Epoch 4/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.6292 - accuracy: 0.2000\n",
      "Epoch 4: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.6292 - accuracy: 0.2000 - val_loss: 1.5522 - val_accuracy: 0.1622\n",
      "Epoch 5/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.6499 - accuracy: 0.1636\n",
      "Epoch 5: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.6499 - accuracy: 0.1636 - val_loss: 1.5492 - val_accuracy: 0.1622\n",
      "Epoch 6/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5730 - accuracy: 0.2182\n",
      "Epoch 6: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.5730 - accuracy: 0.2182 - val_loss: 1.5459 - val_accuracy: 0.1622\n",
      "Epoch 7/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.6246 - accuracy: 0.2091\n",
      "Epoch 7: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.6246 - accuracy: 0.2091 - val_loss: 1.5421 - val_accuracy: 0.1622\n",
      "Epoch 8/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5651 - accuracy: 0.2182\n",
      "Epoch 8: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.5651 - accuracy: 0.2182 - val_loss: 1.5380 - val_accuracy: 0.1622\n",
      "Epoch 9/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5972 - accuracy: 0.2000\n",
      "Epoch 9: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.5972 - accuracy: 0.2000 - val_loss: 1.5335 - val_accuracy: 0.1622\n",
      "Epoch 10/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5808 - accuracy: 0.1909\n",
      "Epoch 10: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.5808 - accuracy: 0.1909 - val_loss: 1.5287 - val_accuracy: 0.1622\n",
      "Epoch 11/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5845 - accuracy: 0.2455\n",
      "Epoch 11: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.5845 - accuracy: 0.2455 - val_loss: 1.5241 - val_accuracy: 0.1622\n",
      "Epoch 12/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5562 - accuracy: 0.2182\n",
      "Epoch 12: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.5562 - accuracy: 0.2182 - val_loss: 1.5193 - val_accuracy: 0.1622\n",
      "Epoch 13/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5578 - accuracy: 0.2182\n",
      "Epoch 13: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.5578 - accuracy: 0.2182 - val_loss: 1.5146 - val_accuracy: 0.1622\n",
      "Epoch 14/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5323 - accuracy: 0.2091\n",
      "Epoch 14: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.5323 - accuracy: 0.2091 - val_loss: 1.5101 - val_accuracy: 0.1622\n",
      "Epoch 15/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5625 - accuracy: 0.2364\n",
      "Epoch 15: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.5625 - accuracy: 0.2364 - val_loss: 1.5058 - val_accuracy: 0.1622\n",
      "Epoch 16/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5427 - accuracy: 0.2273\n",
      "Epoch 16: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.5427 - accuracy: 0.2273 - val_loss: 1.5009 - val_accuracy: 0.2703\n",
      "Epoch 17/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5320 - accuracy: 0.2182\n",
      "Epoch 17: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.5320 - accuracy: 0.2182 - val_loss: 1.4967 - val_accuracy: 0.2973\n",
      "Epoch 18/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5118 - accuracy: 0.2455\n",
      "Epoch 18: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.5118 - accuracy: 0.2455 - val_loss: 1.4929 - val_accuracy: 0.3243\n",
      "Epoch 19/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5433 - accuracy: 0.2455\n",
      "Epoch 19: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.5433 - accuracy: 0.2455 - val_loss: 1.4892 - val_accuracy: 0.3514\n",
      "Epoch 20/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4901 - accuracy: 0.2909\n",
      "Epoch 20: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.4901 - accuracy: 0.2909 - val_loss: 1.4859 - val_accuracy: 0.3514\n",
      "Epoch 21/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5623 - accuracy: 0.2273\n",
      "Epoch 21: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.5623 - accuracy: 0.2273 - val_loss: 1.4826 - val_accuracy: 0.3784\n",
      "Epoch 22/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5244 - accuracy: 0.1818\n",
      "Epoch 22: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.5244 - accuracy: 0.1818 - val_loss: 1.4791 - val_accuracy: 0.3784\n",
      "Epoch 23/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4996 - accuracy: 0.2455\n",
      "Epoch 23: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.4996 - accuracy: 0.2455 - val_loss: 1.4753 - val_accuracy: 0.4054\n",
      "Epoch 24/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5190 - accuracy: 0.2273\n",
      "Epoch 24: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 1.5190 - accuracy: 0.2273 - val_loss: 1.4715 - val_accuracy: 0.4054\n",
      "Epoch 25/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5309 - accuracy: 0.2455\n",
      "Epoch 25: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.5309 - accuracy: 0.2455 - val_loss: 1.4678 - val_accuracy: 0.4054\n",
      "Epoch 26/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4998 - accuracy: 0.2909\n",
      "Epoch 26: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.4998 - accuracy: 0.2909 - val_loss: 1.4642 - val_accuracy: 0.4054\n",
      "Epoch 27/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5339 - accuracy: 0.2182\n",
      "Epoch 27: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.5339 - accuracy: 0.2182 - val_loss: 1.4606 - val_accuracy: 0.4054\n",
      "Epoch 28/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4953 - accuracy: 0.2636\n",
      "Epoch 28: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 42ms/step - loss: 1.4953 - accuracy: 0.2636 - val_loss: 1.4564 - val_accuracy: 0.4054\n",
      "Epoch 29/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4854 - accuracy: 0.2455\n",
      "Epoch 29: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.4854 - accuracy: 0.2455 - val_loss: 1.4519 - val_accuracy: 0.4054\n",
      "Epoch 30/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4658 - accuracy: 0.3091\n",
      "Epoch 30: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.4658 - accuracy: 0.3091 - val_loss: 1.4474 - val_accuracy: 0.4054\n",
      "Epoch 31/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5137 - accuracy: 0.3000\n",
      "Epoch 31: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.5137 - accuracy: 0.3000 - val_loss: 1.4428 - val_accuracy: 0.4054\n",
      "Epoch 32/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4803 - accuracy: 0.3091\n",
      "Epoch 32: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.4803 - accuracy: 0.3091 - val_loss: 1.4381 - val_accuracy: 0.4324\n",
      "Epoch 33/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4452 - accuracy: 0.3273\n",
      "Epoch 33: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.4452 - accuracy: 0.3273 - val_loss: 1.4332 - val_accuracy: 0.4324\n",
      "Epoch 34/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4809 - accuracy: 0.2636\n",
      "Epoch 34: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.4809 - accuracy: 0.2636 - val_loss: 1.4284 - val_accuracy: 0.4324\n",
      "Epoch 35/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4889 - accuracy: 0.2909\n",
      "Epoch 35: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.4889 - accuracy: 0.2909 - val_loss: 1.4231 - val_accuracy: 0.4324\n",
      "Epoch 36/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4615 - accuracy: 0.2909\n",
      "Epoch 36: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.4615 - accuracy: 0.2909 - val_loss: 1.4176 - val_accuracy: 0.4324\n",
      "Epoch 37/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4500 - accuracy: 0.3091\n",
      "Epoch 37: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.4500 - accuracy: 0.3091 - val_loss: 1.4116 - val_accuracy: 0.4324\n",
      "Epoch 38/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.5017 - accuracy: 0.2818\n",
      "Epoch 38: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.5017 - accuracy: 0.2818 - val_loss: 1.4061 - val_accuracy: 0.4324\n",
      "Epoch 39/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4329 - accuracy: 0.2545\n",
      "Epoch 39: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.4329 - accuracy: 0.2545 - val_loss: 1.4005 - val_accuracy: 0.4595\n",
      "Epoch 40/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4644 - accuracy: 0.3182\n",
      "Epoch 40: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.4644 - accuracy: 0.3182 - val_loss: 1.3947 - val_accuracy: 0.4595\n",
      "Epoch 41/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4508 - accuracy: 0.2909\n",
      "Epoch 41: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.4508 - accuracy: 0.2909 - val_loss: 1.3894 - val_accuracy: 0.4595\n",
      "Epoch 42/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4597 - accuracy: 0.3000\n",
      "Epoch 42: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.4597 - accuracy: 0.3000 - val_loss: 1.3837 - val_accuracy: 0.4595\n",
      "Epoch 43/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4180 - accuracy: 0.3455\n",
      "Epoch 43: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.4180 - accuracy: 0.3455 - val_loss: 1.3777 - val_accuracy: 0.4595\n",
      "Epoch 44/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4229 - accuracy: 0.3091\n",
      "Epoch 44: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.4229 - accuracy: 0.3091 - val_loss: 1.3712 - val_accuracy: 0.4595\n",
      "Epoch 45/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4941 - accuracy: 0.2727\n",
      "Epoch 45: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.4941 - accuracy: 0.2727 - val_loss: 1.3649 - val_accuracy: 0.4595\n",
      "Epoch 46/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3793 - accuracy: 0.3636\n",
      "Epoch 46: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.3793 - accuracy: 0.3636 - val_loss: 1.3578 - val_accuracy: 0.4595\n",
      "Epoch 47/1000\n",
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      "Epoch 47: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.4373 - accuracy: 0.3455 - val_loss: 1.3506 - val_accuracy: 0.4595\n",
      "Epoch 48/1000\n",
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      "Epoch 48: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.4278 - accuracy: 0.3545 - val_loss: 1.3436 - val_accuracy: 0.4595\n",
      "Epoch 49/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3777 - accuracy: 0.3273\n",
      "Epoch 49: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3777 - accuracy: 0.3273 - val_loss: 1.3368 - val_accuracy: 0.4595\n",
      "Epoch 50/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3968 - accuracy: 0.3455\n",
      "Epoch 50: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3968 - accuracy: 0.3455 - val_loss: 1.3299 - val_accuracy: 0.4595\n",
      "Epoch 51/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4157 - accuracy: 0.4091\n",
      "Epoch 51: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.4157 - accuracy: 0.4091 - val_loss: 1.3229 - val_accuracy: 0.4595\n",
      "Epoch 52/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4065 - accuracy: 0.3636\n",
      "Epoch 52: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.4065 - accuracy: 0.3636 - val_loss: 1.3163 - val_accuracy: 0.4595\n",
      "Epoch 53/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3862 - accuracy: 0.4000\n",
      "Epoch 53: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.3862 - accuracy: 0.4000 - val_loss: 1.3098 - val_accuracy: 0.4595\n",
      "Epoch 54/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4815 - accuracy: 0.2818\n",
      "Epoch 54: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.4815 - accuracy: 0.2818 - val_loss: 1.3037 - val_accuracy: 0.4595\n",
      "Epoch 55/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3799 - accuracy: 0.3727\n",
      "Epoch 55: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3799 - accuracy: 0.3727 - val_loss: 1.2979 - val_accuracy: 0.4595\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 56/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3847 - accuracy: 0.4818\n",
      "Epoch 56: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.3847 - accuracy: 0.4818 - val_loss: 1.2922 - val_accuracy: 0.4595\n",
      "Epoch 57/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4357 - accuracy: 0.2818\n",
      "Epoch 57: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.4357 - accuracy: 0.2818 - val_loss: 1.2869 - val_accuracy: 0.4595\n",
      "Epoch 58/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3511 - accuracy: 0.3818\n",
      "Epoch 58: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.3511 - accuracy: 0.3818 - val_loss: 1.2813 - val_accuracy: 0.4595\n",
      "Epoch 59/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3816 - accuracy: 0.3545\n",
      "Epoch 59: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.3816 - accuracy: 0.3545 - val_loss: 1.2758 - val_accuracy: 0.4595\n",
      "Epoch 60/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4000 - accuracy: 0.3364\n",
      "Epoch 60: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.4000 - accuracy: 0.3364 - val_loss: 1.2702 - val_accuracy: 0.4595\n",
      "Epoch 61/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4392 - accuracy: 0.3455\n",
      "Epoch 61: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.4392 - accuracy: 0.3455 - val_loss: 1.2649 - val_accuracy: 0.4595\n",
      "Epoch 62/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.4039 - accuracy: 0.3909\n",
      "Epoch 62: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.4039 - accuracy: 0.3909 - val_loss: 1.2593 - val_accuracy: 0.4865\n",
      "Epoch 63/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3566 - accuracy: 0.4273\n",
      "Epoch 63: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.3566 - accuracy: 0.4273 - val_loss: 1.2539 - val_accuracy: 0.4865\n",
      "Epoch 64/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3680 - accuracy: 0.4000\n",
      "Epoch 64: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.3680 - accuracy: 0.4000 - val_loss: 1.2485 - val_accuracy: 0.4865\n",
      "Epoch 65/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3337 - accuracy: 0.4636\n",
      "Epoch 65: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3337 - accuracy: 0.4636 - val_loss: 1.2430 - val_accuracy: 0.5135\n",
      "Epoch 66/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3465 - accuracy: 0.4364\n",
      "Epoch 66: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.3465 - accuracy: 0.4364 - val_loss: 1.2363 - val_accuracy: 0.5135\n",
      "Epoch 67/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3495 - accuracy: 0.4000\n",
      "Epoch 67: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3495 - accuracy: 0.4000 - val_loss: 1.2296 - val_accuracy: 0.5135\n",
      "Epoch 68/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3804 - accuracy: 0.4000\n",
      "Epoch 68: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.3804 - accuracy: 0.4000 - val_loss: 1.2231 - val_accuracy: 0.5135\n",
      "Epoch 69/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3559 - accuracy: 0.3636\n",
      "Epoch 69: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3559 - accuracy: 0.3636 - val_loss: 1.2162 - val_accuracy: 0.5135\n",
      "Epoch 70/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2896 - accuracy: 0.4727\n",
      "Epoch 70: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.2896 - accuracy: 0.4727 - val_loss: 1.2088 - val_accuracy: 0.5405\n",
      "Epoch 71/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3154 - accuracy: 0.5182\n",
      "Epoch 71: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.3154 - accuracy: 0.5182 - val_loss: 1.2011 - val_accuracy: 0.5676\n",
      "Epoch 72/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3490 - accuracy: 0.3909\n",
      "Epoch 72: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.3490 - accuracy: 0.3909 - val_loss: 1.1933 - val_accuracy: 0.5946\n",
      "Epoch 73/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3457 - accuracy: 0.4364\n",
      "Epoch 73: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.3457 - accuracy: 0.4364 - val_loss: 1.1858 - val_accuracy: 0.6486\n",
      "Epoch 74/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3320 - accuracy: 0.4273\n",
      "Epoch 74: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.3320 - accuracy: 0.4273 - val_loss: 1.1784 - val_accuracy: 0.6757\n",
      "Epoch 75/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3049 - accuracy: 0.3818\n",
      "Epoch 75: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3049 - accuracy: 0.3818 - val_loss: 1.1712 - val_accuracy: 0.6757\n",
      "Epoch 76/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3421 - accuracy: 0.3909\n",
      "Epoch 76: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3421 - accuracy: 0.3909 - val_loss: 1.1640 - val_accuracy: 0.6757\n",
      "Epoch 77/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3051 - accuracy: 0.5182\n",
      "Epoch 77: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.3051 - accuracy: 0.5182 - val_loss: 1.1569 - val_accuracy: 0.6757\n",
      "Epoch 78/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2769 - accuracy: 0.4818\n",
      "Epoch 78: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.2769 - accuracy: 0.4818 - val_loss: 1.1497 - val_accuracy: 0.6757\n",
      "Epoch 79/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2967 - accuracy: 0.4545\n",
      "Epoch 79: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.2967 - accuracy: 0.4545 - val_loss: 1.1423 - val_accuracy: 0.6757\n",
      "Epoch 80/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3137 - accuracy: 0.4364\n",
      "Epoch 80: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 1.3137 - accuracy: 0.4364 - val_loss: 1.1348 - val_accuracy: 0.7027\n",
      "Epoch 81/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3027 - accuracy: 0.4545\n",
      "Epoch 81: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.3027 - accuracy: 0.4545 - val_loss: 1.1274 - val_accuracy: 0.7027\n",
      "Epoch 82/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3277 - accuracy: 0.4455\n",
      "Epoch 82: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.3277 - accuracy: 0.4455 - val_loss: 1.1198 - val_accuracy: 0.7027\n",
      "Epoch 83/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 1.2557 - accuracy: 0.5545\n",
      "Epoch 83: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.2557 - accuracy: 0.5545 - val_loss: 1.1128 - val_accuracy: 0.7027\n",
      "Epoch 84/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2381 - accuracy: 0.5091\n",
      "Epoch 84: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.2381 - accuracy: 0.5091 - val_loss: 1.1056 - val_accuracy: 0.7027\n",
      "Epoch 85/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2946 - accuracy: 0.4818\n",
      "Epoch 85: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.2946 - accuracy: 0.4818 - val_loss: 1.0986 - val_accuracy: 0.7027\n",
      "Epoch 86/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.3244 - accuracy: 0.4364\n",
      "Epoch 86: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.3244 - accuracy: 0.4364 - val_loss: 1.0911 - val_accuracy: 0.7027\n",
      "Epoch 87/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2674 - accuracy: 0.5091\n",
      "Epoch 87: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.2674 - accuracy: 0.5091 - val_loss: 1.0835 - val_accuracy: 0.7027\n",
      "Epoch 88/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2018 - accuracy: 0.5091\n",
      "Epoch 88: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.2018 - accuracy: 0.5091 - val_loss: 1.0757 - val_accuracy: 0.7027\n",
      "Epoch 89/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2618 - accuracy: 0.5364\n",
      "Epoch 89: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.2618 - accuracy: 0.5364 - val_loss: 1.0681 - val_accuracy: 0.7027\n",
      "Epoch 90/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2450 - accuracy: 0.4636\n",
      "Epoch 90: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.2450 - accuracy: 0.4636 - val_loss: 1.0606 - val_accuracy: 0.7297\n",
      "Epoch 91/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2334 - accuracy: 0.4636\n",
      "Epoch 91: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.2334 - accuracy: 0.4636 - val_loss: 1.0530 - val_accuracy: 0.7297\n",
      "Epoch 92/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2314 - accuracy: 0.5273\n",
      "Epoch 92: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 1.2314 - accuracy: 0.5273 - val_loss: 1.0454 - val_accuracy: 0.7297\n",
      "Epoch 93/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1946 - accuracy: 0.5364\n",
      "Epoch 93: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.1946 - accuracy: 0.5364 - val_loss: 1.0381 - val_accuracy: 0.7297\n",
      "Epoch 94/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2426 - accuracy: 0.4909\n",
      "Epoch 94: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 1.2426 - accuracy: 0.4909 - val_loss: 1.0309 - val_accuracy: 0.7297\n",
      "Epoch 95/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2400 - accuracy: 0.5091\n",
      "Epoch 95: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 1.2400 - accuracy: 0.5091 - val_loss: 1.0236 - val_accuracy: 0.7297\n",
      "Epoch 96/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2615 - accuracy: 0.4364\n",
      "Epoch 96: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.2615 - accuracy: 0.4364 - val_loss: 1.0168 - val_accuracy: 0.7297\n",
      "Epoch 97/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1840 - accuracy: 0.5091\n",
      "Epoch 97: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 1.1840 - accuracy: 0.5091 - val_loss: 1.0098 - val_accuracy: 0.7297\n",
      "Epoch 98/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2620 - accuracy: 0.5000\n",
      "Epoch 98: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.2620 - accuracy: 0.5000 - val_loss: 1.0032 - val_accuracy: 0.7297\n",
      "Epoch 99/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1827 - accuracy: 0.4636\n",
      "Epoch 99: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 1.1827 - accuracy: 0.4636 - val_loss: 0.9965 - val_accuracy: 0.7297\n",
      "Epoch 100/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2352 - accuracy: 0.4727\n",
      "Epoch 100: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.2352 - accuracy: 0.4727 - val_loss: 0.9896 - val_accuracy: 0.7297\n",
      "Epoch 101/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2386 - accuracy: 0.5182\n",
      "Epoch 101: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.2386 - accuracy: 0.5182 - val_loss: 0.9827 - val_accuracy: 0.7297\n",
      "Epoch 102/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1852 - accuracy: 0.5545\n",
      "Epoch 102: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 1.1852 - accuracy: 0.5545 - val_loss: 0.9760 - val_accuracy: 0.7297\n",
      "Epoch 103/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2153 - accuracy: 0.5000\n",
      "Epoch 103: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 1.2153 - accuracy: 0.5000 - val_loss: 0.9692 - val_accuracy: 0.7297\n",
      "Epoch 104/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2058 - accuracy: 0.4636\n",
      "Epoch 104: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 1.2058 - accuracy: 0.4636 - val_loss: 0.9627 - val_accuracy: 0.7297\n",
      "Epoch 105/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1907 - accuracy: 0.4545\n",
      "Epoch 105: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 1.1907 - accuracy: 0.4545 - val_loss: 0.9564 - val_accuracy: 0.7297\n",
      "Epoch 106/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1462 - accuracy: 0.4727\n",
      "Epoch 106: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.1462 - accuracy: 0.4727 - val_loss: 0.9510 - val_accuracy: 0.7297\n",
      "Epoch 107/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2014 - accuracy: 0.4909\n",
      "Epoch 107: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.2014 - accuracy: 0.4909 - val_loss: 0.9460 - val_accuracy: 0.7297\n",
      "Epoch 108/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2089 - accuracy: 0.5182\n",
      "Epoch 108: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.2089 - accuracy: 0.5182 - val_loss: 0.9408 - val_accuracy: 0.7297\n",
      "Epoch 109/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2026 - accuracy: 0.5636\n",
      "Epoch 109: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 1.2026 - accuracy: 0.5636 - val_loss: 0.9350 - val_accuracy: 0.7297\n",
      "Epoch 110/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 1.2130 - accuracy: 0.4727\n",
      "Epoch 110: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.2130 - accuracy: 0.4727 - val_loss: 0.9286 - val_accuracy: 0.7297\n",
      "Epoch 111/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.2079 - accuracy: 0.4909\n",
      "Epoch 111: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.2079 - accuracy: 0.4909 - val_loss: 0.9217 - val_accuracy: 0.7297\n",
      "Epoch 112/1000\n",
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      "Epoch 112: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 1.1455 - accuracy: 0.5636 - val_loss: 0.9148 - val_accuracy: 0.7297\n",
      "Epoch 113/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1141 - accuracy: 0.6091\n",
      "Epoch 113: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 1.1141 - accuracy: 0.6091 - val_loss: 0.9072 - val_accuracy: 0.7297\n",
      "Epoch 114/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1512 - accuracy: 0.5364\n",
      "Epoch 114: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.1512 - accuracy: 0.5364 - val_loss: 0.8999 - val_accuracy: 0.7297\n",
      "Epoch 115/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0914 - accuracy: 0.6000\n",
      "Epoch 115: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 1.0914 - accuracy: 0.6000 - val_loss: 0.8915 - val_accuracy: 0.7297\n",
      "Epoch 116/1000\n",
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      "Epoch 116: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.1508 - accuracy: 0.5273 - val_loss: 0.8830 - val_accuracy: 0.7297\n",
      "Epoch 117/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1429 - accuracy: 0.5636\n",
      "Epoch 117: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.1429 - accuracy: 0.5636 - val_loss: 0.8754 - val_accuracy: 0.7297\n",
      "Epoch 118/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1045 - accuracy: 0.5364\n",
      "Epoch 118: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.1045 - accuracy: 0.5364 - val_loss: 0.8669 - val_accuracy: 0.7297\n",
      "Epoch 119/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1858 - accuracy: 0.4818\n",
      "Epoch 119: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.1858 - accuracy: 0.4818 - val_loss: 0.8585 - val_accuracy: 0.7297\n",
      "Epoch 120/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0758 - accuracy: 0.5909\n",
      "Epoch 120: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.0758 - accuracy: 0.5909 - val_loss: 0.8497 - val_accuracy: 0.7297\n",
      "Epoch 121/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0758 - accuracy: 0.5636\n",
      "Epoch 121: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 1.0758 - accuracy: 0.5636 - val_loss: 0.8410 - val_accuracy: 0.7297\n",
      "Epoch 122/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1031 - accuracy: 0.6000\n",
      "Epoch 122: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.1031 - accuracy: 0.6000 - val_loss: 0.8321 - val_accuracy: 0.7297\n",
      "Epoch 123/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0602 - accuracy: 0.5364\n",
      "Epoch 123: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.0602 - accuracy: 0.5364 - val_loss: 0.8235 - val_accuracy: 0.7297\n",
      "Epoch 124/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0370 - accuracy: 0.6091\n",
      "Epoch 124: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.0370 - accuracy: 0.6091 - val_loss: 0.8149 - val_accuracy: 0.7297\n",
      "Epoch 125/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0839 - accuracy: 0.5909\n",
      "Epoch 125: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.0839 - accuracy: 0.5909 - val_loss: 0.8064 - val_accuracy: 0.7297\n",
      "Epoch 126/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.1323 - accuracy: 0.6000\n",
      "Epoch 126: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.1323 - accuracy: 0.6000 - val_loss: 0.7975 - val_accuracy: 0.7297\n",
      "Epoch 127/1000\n",
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      "Epoch 127: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.0923 - accuracy: 0.5455 - val_loss: 0.7901 - val_accuracy: 0.7297\n",
      "Epoch 128/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0565 - accuracy: 0.5818\n",
      "Epoch 128: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.0565 - accuracy: 0.5818 - val_loss: 0.7833 - val_accuracy: 0.7297\n",
      "Epoch 129/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0583 - accuracy: 0.6455\n",
      "Epoch 129: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 1.0583 - accuracy: 0.6455 - val_loss: 0.7763 - val_accuracy: 0.7297\n",
      "Epoch 130/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0133 - accuracy: 0.5727\n",
      "Epoch 130: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 1.0133 - accuracy: 0.5727 - val_loss: 0.7695 - val_accuracy: 0.7297\n",
      "Epoch 131/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0751 - accuracy: 0.6091\n",
      "Epoch 131: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.0751 - accuracy: 0.6091 - val_loss: 0.7634 - val_accuracy: 0.7297\n",
      "Epoch 132/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0674 - accuracy: 0.5545\n",
      "Epoch 132: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.0674 - accuracy: 0.5545 - val_loss: 0.7578 - val_accuracy: 0.7297\n",
      "Epoch 133/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0788 - accuracy: 0.5818\n",
      "Epoch 133: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 1.0788 - accuracy: 0.5818 - val_loss: 0.7525 - val_accuracy: 0.7297\n",
      "Epoch 134/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0857 - accuracy: 0.5727\n",
      "Epoch 134: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.0857 - accuracy: 0.5727 - val_loss: 0.7473 - val_accuracy: 0.7568\n",
      "Epoch 135/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0694 - accuracy: 0.6000\n",
      "Epoch 135: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 1.0694 - accuracy: 0.6000 - val_loss: 0.7417 - val_accuracy: 0.7568\n",
      "Epoch 136/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0720 - accuracy: 0.5364\n",
      "Epoch 136: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 1.0720 - accuracy: 0.5364 - val_loss: 0.7361 - val_accuracy: 0.7568\n",
      "Epoch 137/1000\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 1.0460 - accuracy: 0.5636\n",
      "Epoch 137: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.0460 - accuracy: 0.5636 - val_loss: 0.7312 - val_accuracy: 0.7568\n",
      "Epoch 138/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9456 - accuracy: 0.6364\n",
      "Epoch 138: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.9456 - accuracy: 0.6364 - val_loss: 0.7262 - val_accuracy: 0.7568\n",
      "Epoch 139/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0661 - accuracy: 0.5909\n",
      "Epoch 139: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 1.0661 - accuracy: 0.5909 - val_loss: 0.7207 - val_accuracy: 0.7568\n",
      "Epoch 140/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0563 - accuracy: 0.6000\n",
      "Epoch 140: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.0563 - accuracy: 0.6000 - val_loss: 0.7158 - val_accuracy: 0.7568\n",
      "Epoch 141/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0624 - accuracy: 0.5909\n",
      "Epoch 141: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.0624 - accuracy: 0.5909 - val_loss: 0.7111 - val_accuracy: 0.7568\n",
      "Epoch 142/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0045 - accuracy: 0.5818\n",
      "Epoch 142: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.0045 - accuracy: 0.5818 - val_loss: 0.7065 - val_accuracy: 0.7568\n",
      "Epoch 143/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9869 - accuracy: 0.6364\n",
      "Epoch 143: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.9869 - accuracy: 0.6364 - val_loss: 0.7018 - val_accuracy: 0.7568\n",
      "Epoch 144/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9355 - accuracy: 0.6818\n",
      "Epoch 144: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.9355 - accuracy: 0.6818 - val_loss: 0.6970 - val_accuracy: 0.7568\n",
      "Epoch 145/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9318 - accuracy: 0.6273\n",
      "Epoch 145: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.9318 - accuracy: 0.6273 - val_loss: 0.6919 - val_accuracy: 0.7568\n",
      "Epoch 146/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9680 - accuracy: 0.6000\n",
      "Epoch 146: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.9680 - accuracy: 0.6000 - val_loss: 0.6869 - val_accuracy: 0.7568\n",
      "Epoch 147/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0331 - accuracy: 0.6273\n",
      "Epoch 147: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 1.0331 - accuracy: 0.6273 - val_loss: 0.6806 - val_accuracy: 0.7568\n",
      "Epoch 148/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9738 - accuracy: 0.6091\n",
      "Epoch 148: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.9738 - accuracy: 0.6091 - val_loss: 0.6740 - val_accuracy: 0.7568\n",
      "Epoch 149/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0336 - accuracy: 0.5909\n",
      "Epoch 149: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 1.0336 - accuracy: 0.5909 - val_loss: 0.6673 - val_accuracy: 0.7568\n",
      "Epoch 150/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0535 - accuracy: 0.6091\n",
      "Epoch 150: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.0535 - accuracy: 0.6091 - val_loss: 0.6600 - val_accuracy: 0.7568\n",
      "Epoch 151/1000\n",
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      "Epoch 151: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.9229 - accuracy: 0.6455 - val_loss: 0.6526 - val_accuracy: 0.7568\n",
      "Epoch 152/1000\n",
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      "Epoch 152: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.9959 - accuracy: 0.5545 - val_loss: 0.6461 - val_accuracy: 0.7568\n",
      "Epoch 153/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0099 - accuracy: 0.6182\n",
      "Epoch 153: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 1.0099 - accuracy: 0.6182 - val_loss: 0.6394 - val_accuracy: 0.7568\n",
      "Epoch 154/1000\n",
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      "Epoch 154: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 1.0506 - accuracy: 0.5364 - val_loss: 0.6329 - val_accuracy: 0.7838\n",
      "Epoch 155/1000\n",
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      "Epoch 155: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.9880 - accuracy: 0.5909 - val_loss: 0.6269 - val_accuracy: 0.7838\n",
      "Epoch 156/1000\n",
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      "Epoch 156: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.8910 - accuracy: 0.7182 - val_loss: 0.6210 - val_accuracy: 0.7838\n",
      "Epoch 157/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 1.0128 - accuracy: 0.5455\n",
      "Epoch 157: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 1.0128 - accuracy: 0.5455 - val_loss: 0.6151 - val_accuracy: 0.7838\n",
      "Epoch 158/1000\n",
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      "Epoch 158: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.9579 - accuracy: 0.6364 - val_loss: 0.6094 - val_accuracy: 0.7838\n",
      "Epoch 159/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8978 - accuracy: 0.6818\n",
      "Epoch 159: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.8978 - accuracy: 0.6818 - val_loss: 0.6036 - val_accuracy: 0.7838\n",
      "Epoch 160/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9455 - accuracy: 0.6545\n",
      "Epoch 160: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.9455 - accuracy: 0.6545 - val_loss: 0.5981 - val_accuracy: 0.8108\n",
      "Epoch 161/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9034 - accuracy: 0.6909\n",
      "Epoch 161: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.9034 - accuracy: 0.6909 - val_loss: 0.5929 - val_accuracy: 0.8378\n",
      "Epoch 162/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8468 - accuracy: 0.6909\n",
      "Epoch 162: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.8468 - accuracy: 0.6909 - val_loss: 0.5880 - val_accuracy: 0.8378\n",
      "Epoch 163/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8562 - accuracy: 0.6909\n",
      "Epoch 163: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.8562 - accuracy: 0.6909 - val_loss: 0.5830 - val_accuracy: 0.8378\n",
      "Epoch 164/1000\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.8955 - accuracy: 0.6636\n",
      "Epoch 164: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.8955 - accuracy: 0.6636 - val_loss: 0.5783 - val_accuracy: 0.8378\n",
      "Epoch 165/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9321 - accuracy: 0.6182\n",
      "Epoch 165: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.9321 - accuracy: 0.6182 - val_loss: 0.5742 - val_accuracy: 0.8378\n",
      "Epoch 166/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9570 - accuracy: 0.6364\n",
      "Epoch 166: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.9570 - accuracy: 0.6364 - val_loss: 0.5702 - val_accuracy: 0.8378\n",
      "Epoch 167/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8820 - accuracy: 0.6545\n",
      "Epoch 167: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.8820 - accuracy: 0.6545 - val_loss: 0.5665 - val_accuracy: 0.8649\n",
      "Epoch 168/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9502 - accuracy: 0.6727\n",
      "Epoch 168: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.9502 - accuracy: 0.6727 - val_loss: 0.5622 - val_accuracy: 0.8919\n",
      "Epoch 169/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9546 - accuracy: 0.6273\n",
      "Epoch 169: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.9546 - accuracy: 0.6273 - val_loss: 0.5582 - val_accuracy: 0.8919\n",
      "Epoch 170/1000\n",
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      "1/1 [==============================] - 0s 43ms/step - loss: 0.8815 - accuracy: 0.6636 - val_loss: 0.5538 - val_accuracy: 0.8919\n",
      "Epoch 171/1000\n",
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      "Epoch 171: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8895 - accuracy: 0.6727 - val_loss: 0.5491 - val_accuracy: 0.8919\n",
      "Epoch 172/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9398 - accuracy: 0.6727\n",
      "Epoch 172: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.9398 - accuracy: 0.6727 - val_loss: 0.5445 - val_accuracy: 0.8919\n",
      "Epoch 173/1000\n",
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      "Epoch 173: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.9090 - accuracy: 0.6273 - val_loss: 0.5399 - val_accuracy: 0.8919\n",
      "Epoch 174/1000\n",
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      "Epoch 174: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.9361 - accuracy: 0.6455 - val_loss: 0.5353 - val_accuracy: 0.8919\n",
      "Epoch 175/1000\n",
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      "Epoch 175: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.8341 - accuracy: 0.6909 - val_loss: 0.5310 - val_accuracy: 0.8919\n",
      "Epoch 176/1000\n",
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      "Epoch 176: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8915 - accuracy: 0.7273 - val_loss: 0.5270 - val_accuracy: 0.8919\n",
      "Epoch 177/1000\n",
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      "Epoch 177: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.8712 - accuracy: 0.7182 - val_loss: 0.5228 - val_accuracy: 0.8919\n",
      "Epoch 178/1000\n",
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      "Epoch 178: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8769 - accuracy: 0.6636 - val_loss: 0.5188 - val_accuracy: 0.8919\n",
      "Epoch 179/1000\n",
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      "Epoch 179: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.9813 - accuracy: 0.6364 - val_loss: 0.5154 - val_accuracy: 0.8919\n",
      "Epoch 180/1000\n",
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      "Epoch 180: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8734 - accuracy: 0.7273 - val_loss: 0.5119 - val_accuracy: 0.8919\n",
      "Epoch 181/1000\n",
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      "Epoch 181: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8605 - accuracy: 0.6909 - val_loss: 0.5085 - val_accuracy: 0.8919\n",
      "Epoch 182/1000\n",
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      "Epoch 182: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8930 - accuracy: 0.6727 - val_loss: 0.5051 - val_accuracy: 0.8919\n",
      "Epoch 183/1000\n",
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      "Epoch 183: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8363 - accuracy: 0.7091 - val_loss: 0.5012 - val_accuracy: 0.8919\n",
      "Epoch 184/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8402 - accuracy: 0.7000\n",
      "Epoch 184: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.8402 - accuracy: 0.7000 - val_loss: 0.4972 - val_accuracy: 0.9189\n",
      "Epoch 185/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7698 - accuracy: 0.7273\n",
      "Epoch 185: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.7698 - accuracy: 0.7273 - val_loss: 0.4931 - val_accuracy: 0.9189\n",
      "Epoch 186/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.9209 - accuracy: 0.6636\n",
      "Epoch 186: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.9209 - accuracy: 0.6636 - val_loss: 0.4891 - val_accuracy: 0.9189\n",
      "Epoch 187/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8479 - accuracy: 0.7182\n",
      "Epoch 187: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8479 - accuracy: 0.7182 - val_loss: 0.4850 - val_accuracy: 0.9189\n",
      "Epoch 188/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8437 - accuracy: 0.7273\n",
      "Epoch 188: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8437 - accuracy: 0.7273 - val_loss: 0.4808 - val_accuracy: 0.9189\n",
      "Epoch 189/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8336 - accuracy: 0.6636\n",
      "Epoch 189: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8336 - accuracy: 0.6636 - val_loss: 0.4768 - val_accuracy: 0.9189\n",
      "Epoch 190/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8495 - accuracy: 0.7000\n",
      "Epoch 190: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.8495 - accuracy: 0.7000 - val_loss: 0.4730 - val_accuracy: 0.9189\n",
      "Epoch 191/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.8612 - accuracy: 0.6818\n",
      "Epoch 191: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.8612 - accuracy: 0.6818 - val_loss: 0.4694 - val_accuracy: 0.9189\n",
      "Epoch 192/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7936 - accuracy: 0.6636\n",
      "Epoch 192: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.7936 - accuracy: 0.6636 - val_loss: 0.4659 - val_accuracy: 0.9189\n",
      "Epoch 193/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7942 - accuracy: 0.7727\n",
      "Epoch 193: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.7942 - accuracy: 0.7727 - val_loss: 0.4622 - val_accuracy: 0.9189\n",
      "Epoch 194/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8148 - accuracy: 0.7000\n",
      "Epoch 194: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.8148 - accuracy: 0.7000 - val_loss: 0.4586 - val_accuracy: 0.9459\n",
      "Epoch 195/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7724 - accuracy: 0.7182\n",
      "Epoch 195: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.7724 - accuracy: 0.7182 - val_loss: 0.4550 - val_accuracy: 0.9459\n",
      "Epoch 196/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8231 - accuracy: 0.7273\n",
      "Epoch 196: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8231 - accuracy: 0.7273 - val_loss: 0.4514 - val_accuracy: 0.9459\n",
      "Epoch 197/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8401 - accuracy: 0.7182\n",
      "Epoch 197: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.8401 - accuracy: 0.7182 - val_loss: 0.4476 - val_accuracy: 0.9459\n",
      "Epoch 198/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8009 - accuracy: 0.6818\n",
      "Epoch 198: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.8009 - accuracy: 0.6818 - val_loss: 0.4435 - val_accuracy: 0.9459\n",
      "Epoch 199/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7409 - accuracy: 0.7818\n",
      "Epoch 199: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.7409 - accuracy: 0.7818 - val_loss: 0.4392 - val_accuracy: 0.9459\n",
      "Epoch 200/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8208 - accuracy: 0.6636\n",
      "Epoch 200: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.8208 - accuracy: 0.6636 - val_loss: 0.4350 - val_accuracy: 0.9459\n",
      "Epoch 201/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7901 - accuracy: 0.6727\n",
      "Epoch 201: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.7901 - accuracy: 0.6727 - val_loss: 0.4311 - val_accuracy: 0.9459\n",
      "Epoch 202/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8006 - accuracy: 0.7455\n",
      "Epoch 202: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8006 - accuracy: 0.7455 - val_loss: 0.4273 - val_accuracy: 0.9459\n",
      "Epoch 203/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7843 - accuracy: 0.7000\n",
      "Epoch 203: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.7843 - accuracy: 0.7000 - val_loss: 0.4240 - val_accuracy: 0.9459\n",
      "Epoch 204/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8403 - accuracy: 0.6636\n",
      "Epoch 204: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.8403 - accuracy: 0.6636 - val_loss: 0.4210 - val_accuracy: 0.9459\n",
      "Epoch 205/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7590 - accuracy: 0.7182\n",
      "Epoch 205: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.7590 - accuracy: 0.7182 - val_loss: 0.4181 - val_accuracy: 0.9730\n",
      "Epoch 206/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8160 - accuracy: 0.6364\n",
      "Epoch 206: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.8160 - accuracy: 0.6364 - val_loss: 0.4152 - val_accuracy: 0.9730\n",
      "Epoch 207/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7194 - accuracy: 0.7364\n",
      "Epoch 207: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.7194 - accuracy: 0.7364 - val_loss: 0.4123 - val_accuracy: 0.9730\n",
      "Epoch 208/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8657 - accuracy: 0.6273\n",
      "Epoch 208: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.8657 - accuracy: 0.6273 - val_loss: 0.4101 - val_accuracy: 0.9730\n",
      "Epoch 209/1000\n",
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      "Epoch 209: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.8774 - accuracy: 0.6727 - val_loss: 0.4082 - val_accuracy: 1.0000\n",
      "Epoch 210/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7467 - accuracy: 0.7545\n",
      "Epoch 210: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.7467 - accuracy: 0.7545 - val_loss: 0.4064 - val_accuracy: 1.0000\n",
      "Epoch 211/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7887 - accuracy: 0.6636\n",
      "Epoch 211: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.7887 - accuracy: 0.6636 - val_loss: 0.4048 - val_accuracy: 1.0000\n",
      "Epoch 212/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7340 - accuracy: 0.7455\n",
      "Epoch 212: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.7340 - accuracy: 0.7455 - val_loss: 0.4032 - val_accuracy: 1.0000\n",
      "Epoch 213/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8068 - accuracy: 0.7182\n",
      "Epoch 213: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.8068 - accuracy: 0.7182 - val_loss: 0.4015 - val_accuracy: 1.0000\n",
      "Epoch 214/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7629 - accuracy: 0.7000\n",
      "Epoch 214: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.7629 - accuracy: 0.7000 - val_loss: 0.3995 - val_accuracy: 1.0000\n",
      "Epoch 215/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7163 - accuracy: 0.7636\n",
      "Epoch 215: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.7163 - accuracy: 0.7636 - val_loss: 0.3973 - val_accuracy: 1.0000\n",
      "Epoch 216/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7861 - accuracy: 0.7182\n",
      "Epoch 216: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.7861 - accuracy: 0.7182 - val_loss: 0.3947 - val_accuracy: 1.0000\n",
      "Epoch 217/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7626 - accuracy: 0.7364\n",
      "Epoch 217: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.7626 - accuracy: 0.7364 - val_loss: 0.3921 - val_accuracy: 1.0000\n",
      "Epoch 218/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.7833 - accuracy: 0.7091\n",
      "Epoch 218: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7833 - accuracy: 0.7091 - val_loss: 0.3891 - val_accuracy: 1.0000\n",
      "Epoch 219/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.8038 - accuracy: 0.7000\n",
      "Epoch 219: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.8038 - accuracy: 0.7000 - val_loss: 0.3866 - val_accuracy: 1.0000\n",
      "Epoch 220/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7645 - accuracy: 0.6545\n",
      "Epoch 220: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.7645 - accuracy: 0.6545 - val_loss: 0.3840 - val_accuracy: 1.0000\n",
      "Epoch 221/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7695 - accuracy: 0.7091\n",
      "Epoch 221: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.7695 - accuracy: 0.7091 - val_loss: 0.3819 - val_accuracy: 1.0000\n",
      "Epoch 222/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7568 - accuracy: 0.7727\n",
      "Epoch 222: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.7568 - accuracy: 0.7727 - val_loss: 0.3796 - val_accuracy: 1.0000\n",
      "Epoch 223/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7219 - accuracy: 0.7545\n",
      "Epoch 223: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7219 - accuracy: 0.7545 - val_loss: 0.3772 - val_accuracy: 1.0000\n",
      "Epoch 224/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7613 - accuracy: 0.7000\n",
      "Epoch 224: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.7613 - accuracy: 0.7000 - val_loss: 0.3746 - val_accuracy: 1.0000\n",
      "Epoch 225/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7721 - accuracy: 0.7182\n",
      "Epoch 225: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.7721 - accuracy: 0.7182 - val_loss: 0.3724 - val_accuracy: 1.0000\n",
      "Epoch 226/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7533 - accuracy: 0.7455\n",
      "Epoch 226: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.7533 - accuracy: 0.7455 - val_loss: 0.3698 - val_accuracy: 1.0000\n",
      "Epoch 227/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7813 - accuracy: 0.6727\n",
      "Epoch 227: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7813 - accuracy: 0.6727 - val_loss: 0.3673 - val_accuracy: 1.0000\n",
      "Epoch 228/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7729 - accuracy: 0.7545\n",
      "Epoch 228: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.7729 - accuracy: 0.7545 - val_loss: 0.3645 - val_accuracy: 1.0000\n",
      "Epoch 229/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6858 - accuracy: 0.7455\n",
      "Epoch 229: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.6858 - accuracy: 0.7455 - val_loss: 0.3618 - val_accuracy: 1.0000\n",
      "Epoch 230/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7662 - accuracy: 0.7000\n",
      "Epoch 230: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.7662 - accuracy: 0.7000 - val_loss: 0.3592 - val_accuracy: 1.0000\n",
      "Epoch 231/1000\n",
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      "Epoch 231: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.6691 - accuracy: 0.7273 - val_loss: 0.3566 - val_accuracy: 1.0000\n",
      "Epoch 232/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7148 - accuracy: 0.6909\n",
      "Epoch 232: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7148 - accuracy: 0.6909 - val_loss: 0.3542 - val_accuracy: 1.0000\n",
      "Epoch 233/1000\n",
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      "Epoch 233: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7741 - accuracy: 0.6818 - val_loss: 0.3519 - val_accuracy: 1.0000\n",
      "Epoch 234/1000\n",
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      "Epoch 234: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.7243 - accuracy: 0.7455 - val_loss: 0.3498 - val_accuracy: 1.0000\n",
      "Epoch 235/1000\n",
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      "Epoch 235: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6813 - accuracy: 0.7636 - val_loss: 0.3478 - val_accuracy: 1.0000\n",
      "Epoch 236/1000\n",
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      "Epoch 236: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6860 - accuracy: 0.7909 - val_loss: 0.3462 - val_accuracy: 1.0000\n",
      "Epoch 237/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7301 - accuracy: 0.7545\n",
      "Epoch 237: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7301 - accuracy: 0.7545 - val_loss: 0.3448 - val_accuracy: 1.0000\n",
      "Epoch 238/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6973 - accuracy: 0.7636\n",
      "Epoch 238: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6973 - accuracy: 0.7636 - val_loss: 0.3427 - val_accuracy: 1.0000\n",
      "Epoch 239/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7327 - accuracy: 0.7636\n",
      "Epoch 239: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7327 - accuracy: 0.7636 - val_loss: 0.3402 - val_accuracy: 1.0000\n",
      "Epoch 240/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6522 - accuracy: 0.8091\n",
      "Epoch 240: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6522 - accuracy: 0.8091 - val_loss: 0.3379 - val_accuracy: 1.0000\n",
      "Epoch 241/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7130 - accuracy: 0.7364\n",
      "Epoch 241: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.7130 - accuracy: 0.7364 - val_loss: 0.3359 - val_accuracy: 1.0000\n",
      "Epoch 242/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7044 - accuracy: 0.7909\n",
      "Epoch 242: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.7044 - accuracy: 0.7909 - val_loss: 0.3336 - val_accuracy: 1.0000\n",
      "Epoch 243/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6661 - accuracy: 0.7636\n",
      "Epoch 243: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6661 - accuracy: 0.7636 - val_loss: 0.3311 - val_accuracy: 1.0000\n",
      "Epoch 244/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7062 - accuracy: 0.7364\n",
      "Epoch 244: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7062 - accuracy: 0.7364 - val_loss: 0.3289 - val_accuracy: 1.0000\n",
      "Epoch 245/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.6678 - accuracy: 0.7727\n",
      "Epoch 245: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.6678 - accuracy: 0.7727 - val_loss: 0.3264 - val_accuracy: 1.0000\n",
      "Epoch 246/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6611 - accuracy: 0.7818\n",
      "Epoch 246: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6611 - accuracy: 0.7818 - val_loss: 0.3236 - val_accuracy: 1.0000\n",
      "Epoch 247/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7304 - accuracy: 0.6909\n",
      "Epoch 247: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.7304 - accuracy: 0.6909 - val_loss: 0.3207 - val_accuracy: 1.0000\n",
      "Epoch 248/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7475 - accuracy: 0.7273\n",
      "Epoch 248: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.7475 - accuracy: 0.7273 - val_loss: 0.3176 - val_accuracy: 1.0000\n",
      "Epoch 249/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6501 - accuracy: 0.7455\n",
      "Epoch 249: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.6501 - accuracy: 0.7455 - val_loss: 0.3147 - val_accuracy: 1.0000\n",
      "Epoch 250/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6597 - accuracy: 0.8000\n",
      "Epoch 250: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.6597 - accuracy: 0.8000 - val_loss: 0.3116 - val_accuracy: 1.0000\n",
      "Epoch 251/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7207 - accuracy: 0.7182\n",
      "Epoch 251: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.7207 - accuracy: 0.7182 - val_loss: 0.3089 - val_accuracy: 1.0000\n",
      "Epoch 252/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6850 - accuracy: 0.7636\n",
      "Epoch 252: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.6850 - accuracy: 0.7636 - val_loss: 0.3065 - val_accuracy: 1.0000\n",
      "Epoch 253/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6107 - accuracy: 0.7727\n",
      "Epoch 253: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.6107 - accuracy: 0.7727 - val_loss: 0.3042 - val_accuracy: 1.0000\n",
      "Epoch 254/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6466 - accuracy: 0.8000\n",
      "Epoch 254: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6466 - accuracy: 0.8000 - val_loss: 0.3017 - val_accuracy: 1.0000\n",
      "Epoch 255/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6612 - accuracy: 0.7364\n",
      "Epoch 255: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.6612 - accuracy: 0.7364 - val_loss: 0.2991 - val_accuracy: 1.0000\n",
      "Epoch 256/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6406 - accuracy: 0.8000\n",
      "Epoch 256: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6406 - accuracy: 0.8000 - val_loss: 0.2968 - val_accuracy: 1.0000\n",
      "Epoch 257/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6120 - accuracy: 0.7364\n",
      "Epoch 257: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.6120 - accuracy: 0.7364 - val_loss: 0.2949 - val_accuracy: 1.0000\n",
      "Epoch 258/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5838 - accuracy: 0.7818\n",
      "Epoch 258: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5838 - accuracy: 0.7818 - val_loss: 0.2930 - val_accuracy: 1.0000\n",
      "Epoch 259/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6433 - accuracy: 0.8000\n",
      "Epoch 259: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.6433 - accuracy: 0.8000 - val_loss: 0.2913 - val_accuracy: 1.0000\n",
      "Epoch 260/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6486 - accuracy: 0.7727\n",
      "Epoch 260: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.6486 - accuracy: 0.7727 - val_loss: 0.2897 - val_accuracy: 1.0000\n",
      "Epoch 261/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5660 - accuracy: 0.8545\n",
      "Epoch 261: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.5660 - accuracy: 0.8545 - val_loss: 0.2881 - val_accuracy: 1.0000\n",
      "Epoch 262/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5880 - accuracy: 0.8636\n",
      "Epoch 262: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5880 - accuracy: 0.8636 - val_loss: 0.2863 - val_accuracy: 1.0000\n",
      "Epoch 263/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6358 - accuracy: 0.7636\n",
      "Epoch 263: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.6358 - accuracy: 0.7636 - val_loss: 0.2843 - val_accuracy: 1.0000\n",
      "Epoch 264/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6625 - accuracy: 0.7455\n",
      "Epoch 264: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.6625 - accuracy: 0.7455 - val_loss: 0.2826 - val_accuracy: 1.0000\n",
      "Epoch 265/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6006 - accuracy: 0.8091\n",
      "Epoch 265: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 59ms/step - loss: 0.6006 - accuracy: 0.8091 - val_loss: 0.2810 - val_accuracy: 1.0000\n",
      "Epoch 266/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7382 - accuracy: 0.7455\n",
      "Epoch 266: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.7382 - accuracy: 0.7455 - val_loss: 0.2795 - val_accuracy: 1.0000\n",
      "Epoch 267/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5858 - accuracy: 0.8000\n",
      "Epoch 267: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 72ms/step - loss: 0.5858 - accuracy: 0.8000 - val_loss: 0.2781 - val_accuracy: 1.0000\n",
      "Epoch 268/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5395 - accuracy: 0.8727\n",
      "Epoch 268: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.5395 - accuracy: 0.8727 - val_loss: 0.2766 - val_accuracy: 1.0000\n",
      "Epoch 269/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7003 - accuracy: 0.7455\n",
      "Epoch 269: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.7003 - accuracy: 0.7455 - val_loss: 0.2749 - val_accuracy: 1.0000\n",
      "Epoch 270/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6810 - accuracy: 0.7545\n",
      "Epoch 270: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.6810 - accuracy: 0.7545 - val_loss: 0.2730 - val_accuracy: 1.0000\n",
      "Epoch 271/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6599 - accuracy: 0.8000\n",
      "Epoch 271: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6599 - accuracy: 0.8000 - val_loss: 0.2708 - val_accuracy: 1.0000\n",
      "Epoch 272/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.6267 - accuracy: 0.7727\n",
      "Epoch 272: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.6267 - accuracy: 0.7727 - val_loss: 0.2688 - val_accuracy: 1.0000\n",
      "Epoch 273/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5740 - accuracy: 0.7909\n",
      "Epoch 273: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.5740 - accuracy: 0.7909 - val_loss: 0.2673 - val_accuracy: 1.0000\n",
      "Epoch 274/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6521 - accuracy: 0.7818\n",
      "Epoch 274: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.6521 - accuracy: 0.7818 - val_loss: 0.2657 - val_accuracy: 1.0000\n",
      "Epoch 275/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6276 - accuracy: 0.7455\n",
      "Epoch 275: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.6276 - accuracy: 0.7455 - val_loss: 0.2642 - val_accuracy: 1.0000\n",
      "Epoch 276/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6297 - accuracy: 0.7727\n",
      "Epoch 276: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.6297 - accuracy: 0.7727 - val_loss: 0.2625 - val_accuracy: 1.0000\n",
      "Epoch 277/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6119 - accuracy: 0.8091\n",
      "Epoch 277: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.6119 - accuracy: 0.8091 - val_loss: 0.2607 - val_accuracy: 1.0000\n",
      "Epoch 278/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6046 - accuracy: 0.8091\n",
      "Epoch 278: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.6046 - accuracy: 0.8091 - val_loss: 0.2588 - val_accuracy: 1.0000\n",
      "Epoch 279/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.7086 - accuracy: 0.7182\n",
      "Epoch 279: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.7086 - accuracy: 0.7182 - val_loss: 0.2570 - val_accuracy: 1.0000\n",
      "Epoch 280/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6017 - accuracy: 0.8091\n",
      "Epoch 280: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.6017 - accuracy: 0.8091 - val_loss: 0.2553 - val_accuracy: 1.0000\n",
      "Epoch 281/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5528 - accuracy: 0.8182\n",
      "Epoch 281: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.5528 - accuracy: 0.8182 - val_loss: 0.2533 - val_accuracy: 1.0000\n",
      "Epoch 282/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5707 - accuracy: 0.8273\n",
      "Epoch 282: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.5707 - accuracy: 0.8273 - val_loss: 0.2513 - val_accuracy: 1.0000\n",
      "Epoch 283/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6626 - accuracy: 0.7455\n",
      "Epoch 283: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.6626 - accuracy: 0.7455 - val_loss: 0.2493 - val_accuracy: 1.0000\n",
      "Epoch 284/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5095 - accuracy: 0.8455\n",
      "Epoch 284: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5095 - accuracy: 0.8455 - val_loss: 0.2475 - val_accuracy: 1.0000\n",
      "Epoch 285/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5877 - accuracy: 0.7818\n",
      "Epoch 285: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.5877 - accuracy: 0.7818 - val_loss: 0.2457 - val_accuracy: 1.0000\n",
      "Epoch 286/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5250 - accuracy: 0.8455\n",
      "Epoch 286: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5250 - accuracy: 0.8455 - val_loss: 0.2440 - val_accuracy: 1.0000\n",
      "Epoch 287/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6035 - accuracy: 0.8091\n",
      "Epoch 287: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.6035 - accuracy: 0.8091 - val_loss: 0.2421 - val_accuracy: 1.0000\n",
      "Epoch 288/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5842 - accuracy: 0.8182\n",
      "Epoch 288: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.5842 - accuracy: 0.8182 - val_loss: 0.2405 - val_accuracy: 1.0000\n",
      "Epoch 289/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6425 - accuracy: 0.7091\n",
      "Epoch 289: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.6425 - accuracy: 0.7091 - val_loss: 0.2389 - val_accuracy: 1.0000\n",
      "Epoch 290/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.6439 - accuracy: 0.7545\n",
      "Epoch 290: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.6439 - accuracy: 0.7545 - val_loss: 0.2372 - val_accuracy: 1.0000\n",
      "Epoch 291/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5424 - accuracy: 0.8273\n",
      "Epoch 291: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5424 - accuracy: 0.8273 - val_loss: 0.2357 - val_accuracy: 1.0000\n",
      "Epoch 292/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5286 - accuracy: 0.8545\n",
      "Epoch 292: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.5286 - accuracy: 0.8545 - val_loss: 0.2341 - val_accuracy: 1.0000\n",
      "Epoch 293/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5770 - accuracy: 0.8091\n",
      "Epoch 293: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.5770 - accuracy: 0.8091 - val_loss: 0.2326 - val_accuracy: 1.0000\n",
      "Epoch 294/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5946 - accuracy: 0.7818\n",
      "Epoch 294: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5946 - accuracy: 0.7818 - val_loss: 0.2312 - val_accuracy: 1.0000\n",
      "Epoch 295/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5771 - accuracy: 0.8182\n",
      "Epoch 295: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5771 - accuracy: 0.8182 - val_loss: 0.2297 - val_accuracy: 1.0000\n",
      "Epoch 296/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5181 - accuracy: 0.8182\n",
      "Epoch 296: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5181 - accuracy: 0.8182 - val_loss: 0.2284 - val_accuracy: 1.0000\n",
      "Epoch 297/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5438 - accuracy: 0.8000\n",
      "Epoch 297: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.5438 - accuracy: 0.8000 - val_loss: 0.2267 - val_accuracy: 1.0000\n",
      "Epoch 298/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5149 - accuracy: 0.8636\n",
      "Epoch 298: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.5149 - accuracy: 0.8636 - val_loss: 0.2248 - val_accuracy: 1.0000\n",
      "Epoch 299/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.5752 - accuracy: 0.7818\n",
      "Epoch 299: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.5752 - accuracy: 0.7818 - val_loss: 0.2229 - val_accuracy: 1.0000\n",
      "Epoch 300/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5063 - accuracy: 0.8273\n",
      "Epoch 300: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5063 - accuracy: 0.8273 - val_loss: 0.2209 - val_accuracy: 1.0000\n",
      "Epoch 301/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5391 - accuracy: 0.7636\n",
      "Epoch 301: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5391 - accuracy: 0.7636 - val_loss: 0.2191 - val_accuracy: 1.0000\n",
      "Epoch 302/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5564 - accuracy: 0.8182\n",
      "Epoch 302: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.5564 - accuracy: 0.8182 - val_loss: 0.2175 - val_accuracy: 1.0000\n",
      "Epoch 303/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5998 - accuracy: 0.7818\n",
      "Epoch 303: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.5998 - accuracy: 0.7818 - val_loss: 0.2157 - val_accuracy: 1.0000\n",
      "Epoch 304/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5761 - accuracy: 0.7909\n",
      "Epoch 304: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.5761 - accuracy: 0.7909 - val_loss: 0.2139 - val_accuracy: 1.0000\n",
      "Epoch 305/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5966 - accuracy: 0.8273\n",
      "Epoch 305: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5966 - accuracy: 0.8273 - val_loss: 0.2124 - val_accuracy: 1.0000\n",
      "Epoch 306/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5068 - accuracy: 0.8455\n",
      "Epoch 306: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.5068 - accuracy: 0.8455 - val_loss: 0.2110 - val_accuracy: 1.0000\n",
      "Epoch 307/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5704 - accuracy: 0.7909\n",
      "Epoch 307: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.5704 - accuracy: 0.7909 - val_loss: 0.2095 - val_accuracy: 1.0000\n",
      "Epoch 308/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5401 - accuracy: 0.8182\n",
      "Epoch 308: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5401 - accuracy: 0.8182 - val_loss: 0.2082 - val_accuracy: 1.0000\n",
      "Epoch 309/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5455 - accuracy: 0.8364\n",
      "Epoch 309: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5455 - accuracy: 0.8364 - val_loss: 0.2071 - val_accuracy: 1.0000\n",
      "Epoch 310/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4769 - accuracy: 0.8818\n",
      "Epoch 310: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.4769 - accuracy: 0.8818 - val_loss: 0.2060 - val_accuracy: 1.0000\n",
      "Epoch 311/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5534 - accuracy: 0.8273\n",
      "Epoch 311: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.5534 - accuracy: 0.8273 - val_loss: 0.2051 - val_accuracy: 1.0000\n",
      "Epoch 312/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5011 - accuracy: 0.8727\n",
      "Epoch 312: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.5011 - accuracy: 0.8727 - val_loss: 0.2040 - val_accuracy: 1.0000\n",
      "Epoch 313/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5051 - accuracy: 0.8273\n",
      "Epoch 313: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5051 - accuracy: 0.8273 - val_loss: 0.2032 - val_accuracy: 1.0000\n",
      "Epoch 314/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5998 - accuracy: 0.7545\n",
      "Epoch 314: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.5998 - accuracy: 0.7545 - val_loss: 0.2028 - val_accuracy: 1.0000\n",
      "Epoch 315/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4823 - accuracy: 0.8273\n",
      "Epoch 315: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4823 - accuracy: 0.8273 - val_loss: 0.2023 - val_accuracy: 1.0000\n",
      "Epoch 316/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5143 - accuracy: 0.8091\n",
      "Epoch 316: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5143 - accuracy: 0.8091 - val_loss: 0.2016 - val_accuracy: 1.0000\n",
      "Epoch 317/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5061 - accuracy: 0.8545\n",
      "Epoch 317: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5061 - accuracy: 0.8545 - val_loss: 0.2007 - val_accuracy: 1.0000\n",
      "Epoch 318/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4859 - accuracy: 0.8545\n",
      "Epoch 318: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4859 - accuracy: 0.8545 - val_loss: 0.2001 - val_accuracy: 1.0000\n",
      "Epoch 319/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5545 - accuracy: 0.8182\n",
      "Epoch 319: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5545 - accuracy: 0.8182 - val_loss: 0.1995 - val_accuracy: 1.0000\n",
      "Epoch 320/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5606 - accuracy: 0.8182\n",
      "Epoch 320: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5606 - accuracy: 0.8182 - val_loss: 0.1990 - val_accuracy: 1.0000\n",
      "Epoch 321/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4970 - accuracy: 0.8545\n",
      "Epoch 321: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4970 - accuracy: 0.8545 - val_loss: 0.1987 - val_accuracy: 1.0000\n",
      "Epoch 322/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5694 - accuracy: 0.7818\n",
      "Epoch 322: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5694 - accuracy: 0.7818 - val_loss: 0.1984 - val_accuracy: 1.0000\n",
      "Epoch 323/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4985 - accuracy: 0.8455\n",
      "Epoch 323: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.4985 - accuracy: 0.8455 - val_loss: 0.1976 - val_accuracy: 1.0000\n",
      "Epoch 324/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4822 - accuracy: 0.8455\n",
      "Epoch 324: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4822 - accuracy: 0.8455 - val_loss: 0.1968 - val_accuracy: 1.0000\n",
      "Epoch 325/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5236 - accuracy: 0.8364\n",
      "Epoch 325: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.5236 - accuracy: 0.8364 - val_loss: 0.1959 - val_accuracy: 1.0000\n",
      "Epoch 326/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.4767 - accuracy: 0.8182\n",
      "Epoch 326: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.4767 - accuracy: 0.8182 - val_loss: 0.1948 - val_accuracy: 1.0000\n",
      "Epoch 327/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4177 - accuracy: 0.8727\n",
      "Epoch 327: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.4177 - accuracy: 0.8727 - val_loss: 0.1932 - val_accuracy: 1.0000\n",
      "Epoch 328/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4437 - accuracy: 0.8727\n",
      "Epoch 328: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4437 - accuracy: 0.8727 - val_loss: 0.1916 - val_accuracy: 1.0000\n",
      "Epoch 329/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5530 - accuracy: 0.8455\n",
      "Epoch 329: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.5530 - accuracy: 0.8455 - val_loss: 0.1898 - val_accuracy: 1.0000\n",
      "Epoch 330/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5283 - accuracy: 0.7545\n",
      "Epoch 330: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5283 - accuracy: 0.7545 - val_loss: 0.1879 - val_accuracy: 1.0000\n",
      "Epoch 331/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5279 - accuracy: 0.8364\n",
      "Epoch 331: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.5279 - accuracy: 0.8364 - val_loss: 0.1859 - val_accuracy: 1.0000\n",
      "Epoch 332/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5242 - accuracy: 0.8273\n",
      "Epoch 332: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5242 - accuracy: 0.8273 - val_loss: 0.1841 - val_accuracy: 1.0000\n",
      "Epoch 333/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5168 - accuracy: 0.8636\n",
      "Epoch 333: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.5168 - accuracy: 0.8636 - val_loss: 0.1825 - val_accuracy: 1.0000\n",
      "Epoch 334/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4844 - accuracy: 0.8364\n",
      "Epoch 334: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4844 - accuracy: 0.8364 - val_loss: 0.1812 - val_accuracy: 1.0000\n",
      "Epoch 335/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4802 - accuracy: 0.8091\n",
      "Epoch 335: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4802 - accuracy: 0.8091 - val_loss: 0.1800 - val_accuracy: 1.0000\n",
      "Epoch 336/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5241 - accuracy: 0.8182\n",
      "Epoch 336: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5241 - accuracy: 0.8182 - val_loss: 0.1789 - val_accuracy: 1.0000\n",
      "Epoch 337/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4069 - accuracy: 0.8909\n",
      "Epoch 337: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4069 - accuracy: 0.8909 - val_loss: 0.1776 - val_accuracy: 1.0000\n",
      "Epoch 338/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4703 - accuracy: 0.8727\n",
      "Epoch 338: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4703 - accuracy: 0.8727 - val_loss: 0.1763 - val_accuracy: 1.0000\n",
      "Epoch 339/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5203 - accuracy: 0.8182\n",
      "Epoch 339: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5203 - accuracy: 0.8182 - val_loss: 0.1751 - val_accuracy: 1.0000\n",
      "Epoch 340/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4888 - accuracy: 0.8273\n",
      "Epoch 340: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4888 - accuracy: 0.8273 - val_loss: 0.1738 - val_accuracy: 1.0000\n",
      "Epoch 341/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5155 - accuracy: 0.8455\n",
      "Epoch 341: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5155 - accuracy: 0.8455 - val_loss: 0.1727 - val_accuracy: 1.0000\n",
      "Epoch 342/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5242 - accuracy: 0.8273\n",
      "Epoch 342: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.5242 - accuracy: 0.8273 - val_loss: 0.1715 - val_accuracy: 1.0000\n",
      "Epoch 343/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3573 - accuracy: 0.9364\n",
      "Epoch 343: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.3573 - accuracy: 0.9364 - val_loss: 0.1703 - val_accuracy: 1.0000\n",
      "Epoch 344/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5505 - accuracy: 0.8091\n",
      "Epoch 344: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.5505 - accuracy: 0.8091 - val_loss: 0.1693 - val_accuracy: 1.0000\n",
      "Epoch 345/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4934 - accuracy: 0.8182\n",
      "Epoch 345: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4934 - accuracy: 0.8182 - val_loss: 0.1682 - val_accuracy: 1.0000\n",
      "Epoch 346/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5177 - accuracy: 0.8091\n",
      "Epoch 346: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.5177 - accuracy: 0.8091 - val_loss: 0.1671 - val_accuracy: 1.0000\n",
      "Epoch 347/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5389 - accuracy: 0.8182\n",
      "Epoch 347: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5389 - accuracy: 0.8182 - val_loss: 0.1659 - val_accuracy: 1.0000\n",
      "Epoch 348/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5361 - accuracy: 0.7909\n",
      "Epoch 348: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.5361 - accuracy: 0.7909 - val_loss: 0.1650 - val_accuracy: 1.0000\n",
      "Epoch 349/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4604 - accuracy: 0.8364\n",
      "Epoch 349: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4604 - accuracy: 0.8364 - val_loss: 0.1641 - val_accuracy: 1.0000\n",
      "Epoch 350/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4383 - accuracy: 0.8636\n",
      "Epoch 350: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4383 - accuracy: 0.8636 - val_loss: 0.1635 - val_accuracy: 1.0000\n",
      "Epoch 351/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4288 - accuracy: 0.8273\n",
      "Epoch 351: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4288 - accuracy: 0.8273 - val_loss: 0.1627 - val_accuracy: 1.0000\n",
      "Epoch 352/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5376 - accuracy: 0.8182\n",
      "Epoch 352: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.5376 - accuracy: 0.8182 - val_loss: 0.1620 - val_accuracy: 1.0000\n",
      "Epoch 353/1000\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.5130 - accuracy: 0.8091\n",
      "Epoch 353: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.5130 - accuracy: 0.8091 - val_loss: 0.1613 - val_accuracy: 1.0000\n",
      "Epoch 354/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5121 - accuracy: 0.8364\n",
      "Epoch 354: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.5121 - accuracy: 0.8364 - val_loss: 0.1606 - val_accuracy: 1.0000\n",
      "Epoch 355/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5330 - accuracy: 0.7909\n",
      "Epoch 355: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5330 - accuracy: 0.7909 - val_loss: 0.1598 - val_accuracy: 1.0000\n",
      "Epoch 356/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4912 - accuracy: 0.8273\n",
      "Epoch 356: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4912 - accuracy: 0.8273 - val_loss: 0.1589 - val_accuracy: 1.0000\n",
      "Epoch 357/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5002 - accuracy: 0.8455\n",
      "Epoch 357: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.5002 - accuracy: 0.8455 - val_loss: 0.1582 - val_accuracy: 1.0000\n",
      "Epoch 358/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4072 - accuracy: 0.8727\n",
      "Epoch 358: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.4072 - accuracy: 0.8727 - val_loss: 0.1574 - val_accuracy: 1.0000\n",
      "Epoch 359/1000\n",
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      "Epoch 359: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4263 - accuracy: 0.8636 - val_loss: 0.1566 - val_accuracy: 1.0000\n",
      "Epoch 360/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4561 - accuracy: 0.8727\n",
      "Epoch 360: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4561 - accuracy: 0.8727 - val_loss: 0.1558 - val_accuracy: 1.0000\n",
      "Epoch 361/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3985 - accuracy: 0.9091\n",
      "Epoch 361: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3985 - accuracy: 0.9091 - val_loss: 0.1549 - val_accuracy: 1.0000\n",
      "Epoch 362/1000\n",
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      "Epoch 362: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.4410 - accuracy: 0.8636 - val_loss: 0.1540 - val_accuracy: 1.0000\n",
      "Epoch 363/1000\n",
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      "Epoch 363: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 59ms/step - loss: 0.4191 - accuracy: 0.8545 - val_loss: 0.1530 - val_accuracy: 1.0000\n",
      "Epoch 364/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4240 - accuracy: 0.8909\n",
      "Epoch 364: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 57ms/step - loss: 0.4240 - accuracy: 0.8909 - val_loss: 0.1520 - val_accuracy: 1.0000\n",
      "Epoch 365/1000\n",
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      "Epoch 365: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.4400 - accuracy: 0.8727 - val_loss: 0.1509 - val_accuracy: 1.0000\n",
      "Epoch 366/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4575 - accuracy: 0.8727\n",
      "Epoch 366: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.4575 - accuracy: 0.8727 - val_loss: 0.1498 - val_accuracy: 1.0000\n",
      "Epoch 367/1000\n",
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      "Epoch 367: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4615 - accuracy: 0.8455 - val_loss: 0.1487 - val_accuracy: 1.0000\n",
      "Epoch 368/1000\n",
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      "Epoch 368: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4745 - accuracy: 0.8091 - val_loss: 0.1477 - val_accuracy: 1.0000\n",
      "Epoch 369/1000\n",
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      "Epoch 369: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4789 - accuracy: 0.8455 - val_loss: 0.1467 - val_accuracy: 1.0000\n",
      "Epoch 370/1000\n",
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      "Epoch 370: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4837 - accuracy: 0.8727 - val_loss: 0.1457 - val_accuracy: 1.0000\n",
      "Epoch 371/1000\n",
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      "Epoch 371: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.4358 - accuracy: 0.8455 - val_loss: 0.1447 - val_accuracy: 1.0000\n",
      "Epoch 372/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4540 - accuracy: 0.8909\n",
      "Epoch 372: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4540 - accuracy: 0.8909 - val_loss: 0.1438 - val_accuracy: 1.0000\n",
      "Epoch 373/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4307 - accuracy: 0.8818\n",
      "Epoch 373: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4307 - accuracy: 0.8818 - val_loss: 0.1431 - val_accuracy: 1.0000\n",
      "Epoch 374/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4070 - accuracy: 0.8727\n",
      "Epoch 374: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4070 - accuracy: 0.8727 - val_loss: 0.1424 - val_accuracy: 1.0000\n",
      "Epoch 375/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3712 - accuracy: 0.9000\n",
      "Epoch 375: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.3712 - accuracy: 0.9000 - val_loss: 0.1418 - val_accuracy: 1.0000\n",
      "Epoch 376/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5660 - accuracy: 0.7636\n",
      "Epoch 376: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.5660 - accuracy: 0.7636 - val_loss: 0.1413 - val_accuracy: 1.0000\n",
      "Epoch 377/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4211 - accuracy: 0.8909\n",
      "Epoch 377: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4211 - accuracy: 0.8909 - val_loss: 0.1407 - val_accuracy: 1.0000\n",
      "Epoch 378/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4292 - accuracy: 0.8909\n",
      "Epoch 378: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4292 - accuracy: 0.8909 - val_loss: 0.1402 - val_accuracy: 1.0000\n",
      "Epoch 379/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4861 - accuracy: 0.8455\n",
      "Epoch 379: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4861 - accuracy: 0.8455 - val_loss: 0.1397 - val_accuracy: 1.0000\n",
      "Epoch 380/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.4633 - accuracy: 0.8455\n",
      "Epoch 380: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.4633 - accuracy: 0.8455 - val_loss: 0.1392 - val_accuracy: 1.0000\n",
      "Epoch 381/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4203 - accuracy: 0.8545\n",
      "Epoch 381: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4203 - accuracy: 0.8545 - val_loss: 0.1388 - val_accuracy: 1.0000\n",
      "Epoch 382/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4450 - accuracy: 0.8182\n",
      "Epoch 382: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4450 - accuracy: 0.8182 - val_loss: 0.1382 - val_accuracy: 1.0000\n",
      "Epoch 383/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4429 - accuracy: 0.8909\n",
      "Epoch 383: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4429 - accuracy: 0.8909 - val_loss: 0.1376 - val_accuracy: 1.0000\n",
      "Epoch 384/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4454 - accuracy: 0.7909\n",
      "Epoch 384: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4454 - accuracy: 0.7909 - val_loss: 0.1371 - val_accuracy: 1.0000\n",
      "Epoch 385/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5112 - accuracy: 0.8364\n",
      "Epoch 385: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.5112 - accuracy: 0.8364 - val_loss: 0.1367 - val_accuracy: 1.0000\n",
      "Epoch 386/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4912 - accuracy: 0.8364\n",
      "Epoch 386: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4912 - accuracy: 0.8364 - val_loss: 0.1362 - val_accuracy: 1.0000\n",
      "Epoch 387/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4875 - accuracy: 0.8000\n",
      "Epoch 387: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.4875 - accuracy: 0.8000 - val_loss: 0.1356 - val_accuracy: 1.0000\n",
      "Epoch 388/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5021 - accuracy: 0.8364\n",
      "Epoch 388: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.5021 - accuracy: 0.8364 - val_loss: 0.1349 - val_accuracy: 1.0000\n",
      "Epoch 389/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3910 - accuracy: 0.8636\n",
      "Epoch 389: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3910 - accuracy: 0.8636 - val_loss: 0.1342 - val_accuracy: 1.0000\n",
      "Epoch 390/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4206 - accuracy: 0.8364\n",
      "Epoch 390: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4206 - accuracy: 0.8364 - val_loss: 0.1335 - val_accuracy: 1.0000\n",
      "Epoch 391/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4292 - accuracy: 0.8636\n",
      "Epoch 391: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4292 - accuracy: 0.8636 - val_loss: 0.1326 - val_accuracy: 1.0000\n",
      "Epoch 392/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4718 - accuracy: 0.8455\n",
      "Epoch 392: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4718 - accuracy: 0.8455 - val_loss: 0.1317 - val_accuracy: 1.0000\n",
      "Epoch 393/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4224 - accuracy: 0.8909\n",
      "Epoch 393: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4224 - accuracy: 0.8909 - val_loss: 0.1310 - val_accuracy: 1.0000\n",
      "Epoch 394/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4485 - accuracy: 0.8545\n",
      "Epoch 394: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4485 - accuracy: 0.8545 - val_loss: 0.1303 - val_accuracy: 1.0000\n",
      "Epoch 395/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3980 - accuracy: 0.8636\n",
      "Epoch 395: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3980 - accuracy: 0.8636 - val_loss: 0.1295 - val_accuracy: 1.0000\n",
      "Epoch 396/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3833 - accuracy: 0.8909\n",
      "Epoch 396: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3833 - accuracy: 0.8909 - val_loss: 0.1286 - val_accuracy: 1.0000\n",
      "Epoch 397/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3841 - accuracy: 0.9636\n",
      "Epoch 397: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3841 - accuracy: 0.9636 - val_loss: 0.1277 - val_accuracy: 1.0000\n",
      "Epoch 398/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5063 - accuracy: 0.8364\n",
      "Epoch 398: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.5063 - accuracy: 0.8364 - val_loss: 0.1270 - val_accuracy: 1.0000\n",
      "Epoch 399/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4359 - accuracy: 0.8909\n",
      "Epoch 399: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4359 - accuracy: 0.8909 - val_loss: 0.1265 - val_accuracy: 1.0000\n",
      "Epoch 400/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4416 - accuracy: 0.8091\n",
      "Epoch 400: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4416 - accuracy: 0.8091 - val_loss: 0.1261 - val_accuracy: 1.0000\n",
      "Epoch 401/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4634 - accuracy: 0.8364\n",
      "Epoch 401: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.4634 - accuracy: 0.8364 - val_loss: 0.1257 - val_accuracy: 1.0000\n",
      "Epoch 402/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4563 - accuracy: 0.8182\n",
      "Epoch 402: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.4563 - accuracy: 0.8182 - val_loss: 0.1252 - val_accuracy: 1.0000\n",
      "Epoch 403/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4094 - accuracy: 0.9000\n",
      "Epoch 403: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 69ms/step - loss: 0.4094 - accuracy: 0.9000 - val_loss: 0.1247 - val_accuracy: 1.0000\n",
      "Epoch 404/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3618 - accuracy: 0.8909\n",
      "Epoch 404: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.3618 - accuracy: 0.8909 - val_loss: 0.1241 - val_accuracy: 1.0000\n",
      "Epoch 405/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3541 - accuracy: 0.8909\n",
      "Epoch 405: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3541 - accuracy: 0.8909 - val_loss: 0.1235 - val_accuracy: 1.0000\n",
      "Epoch 406/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3306 - accuracy: 0.9091\n",
      "Epoch 406: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3306 - accuracy: 0.9091 - val_loss: 0.1230 - val_accuracy: 1.0000\n",
      "Epoch 407/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.4695 - accuracy: 0.8455\n",
      "Epoch 407: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4695 - accuracy: 0.8455 - val_loss: 0.1224 - val_accuracy: 1.0000\n",
      "Epoch 408/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3555 - accuracy: 0.9364\n",
      "Epoch 408: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3555 - accuracy: 0.9364 - val_loss: 0.1218 - val_accuracy: 1.0000\n",
      "Epoch 409/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4235 - accuracy: 0.8455\n",
      "Epoch 409: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4235 - accuracy: 0.8455 - val_loss: 0.1212 - val_accuracy: 1.0000\n",
      "Epoch 410/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4650 - accuracy: 0.8545\n",
      "Epoch 410: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4650 - accuracy: 0.8545 - val_loss: 0.1207 - val_accuracy: 1.0000\n",
      "Epoch 411/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3948 - accuracy: 0.8818\n",
      "Epoch 411: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3948 - accuracy: 0.8818 - val_loss: 0.1199 - val_accuracy: 1.0000\n",
      "Epoch 412/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3289 - accuracy: 0.9091\n",
      "Epoch 412: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3289 - accuracy: 0.9091 - val_loss: 0.1191 - val_accuracy: 1.0000\n",
      "Epoch 413/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4477 - accuracy: 0.8273\n",
      "Epoch 413: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4477 - accuracy: 0.8273 - val_loss: 0.1184 - val_accuracy: 1.0000\n",
      "Epoch 414/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4144 - accuracy: 0.8545\n",
      "Epoch 414: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4144 - accuracy: 0.8545 - val_loss: 0.1178 - val_accuracy: 1.0000\n",
      "Epoch 415/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3823 - accuracy: 0.8727\n",
      "Epoch 415: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3823 - accuracy: 0.8727 - val_loss: 0.1171 - val_accuracy: 1.0000\n",
      "Epoch 416/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4175 - accuracy: 0.8636\n",
      "Epoch 416: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4175 - accuracy: 0.8636 - val_loss: 0.1165 - val_accuracy: 1.0000\n",
      "Epoch 417/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4815 - accuracy: 0.8000\n",
      "Epoch 417: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4815 - accuracy: 0.8000 - val_loss: 0.1158 - val_accuracy: 1.0000\n",
      "Epoch 418/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4804 - accuracy: 0.8727\n",
      "Epoch 418: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4804 - accuracy: 0.8727 - val_loss: 0.1150 - val_accuracy: 1.0000\n",
      "Epoch 419/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4585 - accuracy: 0.8364\n",
      "Epoch 419: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4585 - accuracy: 0.8364 - val_loss: 0.1144 - val_accuracy: 1.0000\n",
      "Epoch 420/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4118 - accuracy: 0.8545\n",
      "Epoch 420: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4118 - accuracy: 0.8545 - val_loss: 0.1139 - val_accuracy: 1.0000\n",
      "Epoch 421/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3798 - accuracy: 0.8818\n",
      "Epoch 421: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3798 - accuracy: 0.8818 - val_loss: 0.1134 - val_accuracy: 1.0000\n",
      "Epoch 422/1000\n",
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      "Epoch 422: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3827 - accuracy: 0.9000 - val_loss: 0.1127 - val_accuracy: 1.0000\n",
      "Epoch 423/1000\n",
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      "Epoch 423: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3534 - accuracy: 0.8818 - val_loss: 0.1118 - val_accuracy: 1.0000\n",
      "Epoch 424/1000\n",
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      "Epoch 424: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4735 - accuracy: 0.8091 - val_loss: 0.1111 - val_accuracy: 1.0000\n",
      "Epoch 425/1000\n",
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      "Epoch 425: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3745 - accuracy: 0.8636 - val_loss: 0.1106 - val_accuracy: 1.0000\n",
      "Epoch 426/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4365 - accuracy: 0.8909\n",
      "Epoch 426: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4365 - accuracy: 0.8909 - val_loss: 0.1101 - val_accuracy: 1.0000\n",
      "Epoch 427/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3414 - accuracy: 0.9091\n",
      "Epoch 427: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3414 - accuracy: 0.9091 - val_loss: 0.1096 - val_accuracy: 1.0000\n",
      "Epoch 428/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3464 - accuracy: 0.9091\n",
      "Epoch 428: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3464 - accuracy: 0.9091 - val_loss: 0.1089 - val_accuracy: 1.0000\n",
      "Epoch 429/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3927 - accuracy: 0.8818\n",
      "Epoch 429: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3927 - accuracy: 0.8818 - val_loss: 0.1083 - val_accuracy: 1.0000\n",
      "Epoch 430/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4120 - accuracy: 0.8273\n",
      "Epoch 430: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4120 - accuracy: 0.8273 - val_loss: 0.1077 - val_accuracy: 1.0000\n",
      "Epoch 431/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4462 - accuracy: 0.8545\n",
      "Epoch 431: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4462 - accuracy: 0.8545 - val_loss: 0.1072 - val_accuracy: 1.0000\n",
      "Epoch 432/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3916 - accuracy: 0.8818\n",
      "Epoch 432: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3916 - accuracy: 0.8818 - val_loss: 0.1067 - val_accuracy: 1.0000\n",
      "Epoch 433/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4496 - accuracy: 0.8545\n",
      "Epoch 433: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.4496 - accuracy: 0.8545 - val_loss: 0.1063 - val_accuracy: 1.0000\n",
      "Epoch 434/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.3213 - accuracy: 0.8818\n",
      "Epoch 434: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3213 - accuracy: 0.8818 - val_loss: 0.1058 - val_accuracy: 1.0000\n",
      "Epoch 435/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4003 - accuracy: 0.8727\n",
      "Epoch 435: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.4003 - accuracy: 0.8727 - val_loss: 0.1054 - val_accuracy: 1.0000\n",
      "Epoch 436/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3677 - accuracy: 0.8455\n",
      "Epoch 436: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3677 - accuracy: 0.8455 - val_loss: 0.1050 - val_accuracy: 1.0000\n",
      "Epoch 437/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3058 - accuracy: 0.9091\n",
      "Epoch 437: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3058 - accuracy: 0.9091 - val_loss: 0.1045 - val_accuracy: 1.0000\n",
      "Epoch 438/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3868 - accuracy: 0.8727\n",
      "Epoch 438: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3868 - accuracy: 0.8727 - val_loss: 0.1038 - val_accuracy: 1.0000\n",
      "Epoch 439/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3946 - accuracy: 0.8636\n",
      "Epoch 439: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.3946 - accuracy: 0.8636 - val_loss: 0.1032 - val_accuracy: 1.0000\n",
      "Epoch 440/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3805 - accuracy: 0.8636\n",
      "Epoch 440: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3805 - accuracy: 0.8636 - val_loss: 0.1025 - val_accuracy: 1.0000\n",
      "Epoch 441/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3646 - accuracy: 0.8909\n",
      "Epoch 441: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 70ms/step - loss: 0.3646 - accuracy: 0.8909 - val_loss: 0.1019 - val_accuracy: 1.0000\n",
      "Epoch 442/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4625 - accuracy: 0.8182\n",
      "Epoch 442: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 59ms/step - loss: 0.4625 - accuracy: 0.8182 - val_loss: 0.1011 - val_accuracy: 1.0000\n",
      "Epoch 443/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3151 - accuracy: 0.9182\n",
      "Epoch 443: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.3151 - accuracy: 0.9182 - val_loss: 0.1002 - val_accuracy: 1.0000\n",
      "Epoch 444/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4301 - accuracy: 0.8364\n",
      "Epoch 444: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.4301 - accuracy: 0.8364 - val_loss: 0.0996 - val_accuracy: 1.0000\n",
      "Epoch 445/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3666 - accuracy: 0.8909\n",
      "Epoch 445: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3666 - accuracy: 0.8909 - val_loss: 0.0990 - val_accuracy: 1.0000\n",
      "Epoch 446/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2970 - accuracy: 0.9091\n",
      "Epoch 446: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2970 - accuracy: 0.9091 - val_loss: 0.0985 - val_accuracy: 1.0000\n",
      "Epoch 447/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3413 - accuracy: 0.8727\n",
      "Epoch 447: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3413 - accuracy: 0.8727 - val_loss: 0.0980 - val_accuracy: 1.0000\n",
      "Epoch 448/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3897 - accuracy: 0.8545\n",
      "Epoch 448: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.3897 - accuracy: 0.8545 - val_loss: 0.0975 - val_accuracy: 1.0000\n",
      "Epoch 449/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.5011 - accuracy: 0.7727\n",
      "Epoch 449: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.5011 - accuracy: 0.7727 - val_loss: 0.0972 - val_accuracy: 1.0000\n",
      "Epoch 450/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4041 - accuracy: 0.8727\n",
      "Epoch 450: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.4041 - accuracy: 0.8727 - val_loss: 0.0970 - val_accuracy: 1.0000\n",
      "Epoch 451/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3236 - accuracy: 0.8545\n",
      "Epoch 451: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.3236 - accuracy: 0.8545 - val_loss: 0.0967 - val_accuracy: 1.0000\n",
      "Epoch 452/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3857 - accuracy: 0.8727\n",
      "Epoch 452: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.3857 - accuracy: 0.8727 - val_loss: 0.0964 - val_accuracy: 1.0000\n",
      "Epoch 453/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3642 - accuracy: 0.9182\n",
      "Epoch 453: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.3642 - accuracy: 0.9182 - val_loss: 0.0961 - val_accuracy: 1.0000\n",
      "Epoch 454/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3795 - accuracy: 0.8636\n",
      "Epoch 454: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3795 - accuracy: 0.8636 - val_loss: 0.0959 - val_accuracy: 1.0000\n",
      "Epoch 455/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3855 - accuracy: 0.9000\n",
      "Epoch 455: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.3855 - accuracy: 0.9000 - val_loss: 0.0957 - val_accuracy: 1.0000\n",
      "Epoch 456/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4399 - accuracy: 0.8091\n",
      "Epoch 456: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.4399 - accuracy: 0.8091 - val_loss: 0.0955 - val_accuracy: 1.0000\n",
      "Epoch 457/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3884 - accuracy: 0.8727\n",
      "Epoch 457: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3884 - accuracy: 0.8727 - val_loss: 0.0950 - val_accuracy: 1.0000\n",
      "Epoch 458/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4471 - accuracy: 0.8182\n",
      "Epoch 458: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4471 - accuracy: 0.8182 - val_loss: 0.0948 - val_accuracy: 1.0000\n",
      "Epoch 459/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3032 - accuracy: 0.9545\n",
      "Epoch 459: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3032 - accuracy: 0.9545 - val_loss: 0.0945 - val_accuracy: 1.0000\n",
      "Epoch 460/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4540 - accuracy: 0.8091\n",
      "Epoch 460: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.4540 - accuracy: 0.8091 - val_loss: 0.0944 - val_accuracy: 1.0000\n",
      "Epoch 461/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.3324 - accuracy: 0.9000\n",
      "Epoch 461: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3324 - accuracy: 0.9000 - val_loss: 0.0942 - val_accuracy: 1.0000\n",
      "Epoch 462/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3615 - accuracy: 0.9091\n",
      "Epoch 462: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3615 - accuracy: 0.9091 - val_loss: 0.0938 - val_accuracy: 1.0000\n",
      "Epoch 463/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3837 - accuracy: 0.8455\n",
      "Epoch 463: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3837 - accuracy: 0.8455 - val_loss: 0.0935 - val_accuracy: 1.0000\n",
      "Epoch 464/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4142 - accuracy: 0.8364\n",
      "Epoch 464: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4142 - accuracy: 0.8364 - val_loss: 0.0932 - val_accuracy: 1.0000\n",
      "Epoch 465/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3949 - accuracy: 0.8636\n",
      "Epoch 465: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3949 - accuracy: 0.8636 - val_loss: 0.0929 - val_accuracy: 1.0000\n",
      "Epoch 466/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3970 - accuracy: 0.8636\n",
      "Epoch 466: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3970 - accuracy: 0.8636 - val_loss: 0.0924 - val_accuracy: 1.0000\n",
      "Epoch 467/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4142 - accuracy: 0.8273\n",
      "Epoch 467: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4142 - accuracy: 0.8273 - val_loss: 0.0920 - val_accuracy: 1.0000\n",
      "Epoch 468/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3877 - accuracy: 0.8636\n",
      "Epoch 468: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3877 - accuracy: 0.8636 - val_loss: 0.0914 - val_accuracy: 1.0000\n",
      "Epoch 469/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3713 - accuracy: 0.8545\n",
      "Epoch 469: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3713 - accuracy: 0.8545 - val_loss: 0.0909 - val_accuracy: 1.0000\n",
      "Epoch 470/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3244 - accuracy: 0.8909\n",
      "Epoch 470: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3244 - accuracy: 0.8909 - val_loss: 0.0904 - val_accuracy: 1.0000\n",
      "Epoch 471/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4138 - accuracy: 0.8545\n",
      "Epoch 471: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4138 - accuracy: 0.8545 - val_loss: 0.0898 - val_accuracy: 1.0000\n",
      "Epoch 472/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3775 - accuracy: 0.8818\n",
      "Epoch 472: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3775 - accuracy: 0.8818 - val_loss: 0.0890 - val_accuracy: 1.0000\n",
      "Epoch 473/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4097 - accuracy: 0.8636\n",
      "Epoch 473: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4097 - accuracy: 0.8636 - val_loss: 0.0884 - val_accuracy: 1.0000\n",
      "Epoch 474/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4016 - accuracy: 0.8545\n",
      "Epoch 474: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.4016 - accuracy: 0.8545 - val_loss: 0.0879 - val_accuracy: 1.0000\n",
      "Epoch 475/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3903 - accuracy: 0.8636\n",
      "Epoch 475: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3903 - accuracy: 0.8636 - val_loss: 0.0876 - val_accuracy: 1.0000\n",
      "Epoch 476/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3395 - accuracy: 0.8727\n",
      "Epoch 476: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3395 - accuracy: 0.8727 - val_loss: 0.0872 - val_accuracy: 1.0000\n",
      "Epoch 477/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3662 - accuracy: 0.8818\n",
      "Epoch 477: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3662 - accuracy: 0.8818 - val_loss: 0.0869 - val_accuracy: 1.0000\n",
      "Epoch 478/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3500 - accuracy: 0.8636\n",
      "Epoch 478: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3500 - accuracy: 0.8636 - val_loss: 0.0866 - val_accuracy: 1.0000\n",
      "Epoch 479/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3878 - accuracy: 0.8727\n",
      "Epoch 479: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 60ms/step - loss: 0.3878 - accuracy: 0.8727 - val_loss: 0.0862 - val_accuracy: 1.0000\n",
      "Epoch 480/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3636 - accuracy: 0.9000\n",
      "Epoch 480: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 57ms/step - loss: 0.3636 - accuracy: 0.9000 - val_loss: 0.0857 - val_accuracy: 1.0000\n",
      "Epoch 481/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4300 - accuracy: 0.8273\n",
      "Epoch 481: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 60ms/step - loss: 0.4300 - accuracy: 0.8273 - val_loss: 0.0852 - val_accuracy: 1.0000\n",
      "Epoch 482/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4378 - accuracy: 0.8455\n",
      "Epoch 482: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.4378 - accuracy: 0.8455 - val_loss: 0.0849 - val_accuracy: 1.0000\n",
      "Epoch 483/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3196 - accuracy: 0.8818\n",
      "Epoch 483: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3196 - accuracy: 0.8818 - val_loss: 0.0845 - val_accuracy: 1.0000\n",
      "Epoch 484/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3127 - accuracy: 0.9091\n",
      "Epoch 484: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3127 - accuracy: 0.9091 - val_loss: 0.0841 - val_accuracy: 1.0000\n",
      "Epoch 485/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3703 - accuracy: 0.8727\n",
      "Epoch 485: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3703 - accuracy: 0.8727 - val_loss: 0.0839 - val_accuracy: 1.0000\n",
      "Epoch 486/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3833 - accuracy: 0.8273\n",
      "Epoch 486: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3833 - accuracy: 0.8273 - val_loss: 0.0837 - val_accuracy: 1.0000\n",
      "Epoch 487/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2905 - accuracy: 0.9091\n",
      "Epoch 487: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2905 - accuracy: 0.9091 - val_loss: 0.0836 - val_accuracy: 1.0000\n",
      "Epoch 488/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.3151 - accuracy: 0.8909\n",
      "Epoch 488: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3151 - accuracy: 0.8909 - val_loss: 0.0835 - val_accuracy: 1.0000\n",
      "Epoch 489/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3836 - accuracy: 0.8727\n",
      "Epoch 489: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3836 - accuracy: 0.8727 - val_loss: 0.0834 - val_accuracy: 1.0000\n",
      "Epoch 490/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3646 - accuracy: 0.8636\n",
      "Epoch 490: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3646 - accuracy: 0.8636 - val_loss: 0.0834 - val_accuracy: 1.0000\n",
      "Epoch 491/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3408 - accuracy: 0.8818\n",
      "Epoch 491: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3408 - accuracy: 0.8818 - val_loss: 0.0834 - val_accuracy: 1.0000\n",
      "Epoch 492/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3376 - accuracy: 0.8818\n",
      "Epoch 492: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3376 - accuracy: 0.8818 - val_loss: 0.0832 - val_accuracy: 1.0000\n",
      "Epoch 493/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3807 - accuracy: 0.8364\n",
      "Epoch 493: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.3807 - accuracy: 0.8364 - val_loss: 0.0832 - val_accuracy: 1.0000\n",
      "Epoch 494/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3944 - accuracy: 0.8636\n",
      "Epoch 494: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3944 - accuracy: 0.8636 - val_loss: 0.0832 - val_accuracy: 1.0000\n",
      "Epoch 495/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3639 - accuracy: 0.8545\n",
      "Epoch 495: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3639 - accuracy: 0.8545 - val_loss: 0.0831 - val_accuracy: 1.0000\n",
      "Epoch 496/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3024 - accuracy: 0.9364\n",
      "Epoch 496: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.3024 - accuracy: 0.9364 - val_loss: 0.0829 - val_accuracy: 1.0000\n",
      "Epoch 497/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3317 - accuracy: 0.9182\n",
      "Epoch 497: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3317 - accuracy: 0.9182 - val_loss: 0.0828 - val_accuracy: 1.0000\n",
      "Epoch 498/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4736 - accuracy: 0.8000\n",
      "Epoch 498: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.4736 - accuracy: 0.8000 - val_loss: 0.0828 - val_accuracy: 1.0000\n",
      "Epoch 499/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3536 - accuracy: 0.8909\n",
      "Epoch 499: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3536 - accuracy: 0.8909 - val_loss: 0.0826 - val_accuracy: 1.0000\n",
      "Epoch 500/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3067 - accuracy: 0.9273\n",
      "Epoch 500: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3067 - accuracy: 0.9273 - val_loss: 0.0824 - val_accuracy: 1.0000\n",
      "Epoch 501/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3357 - accuracy: 0.8818\n",
      "Epoch 501: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3357 - accuracy: 0.8818 - val_loss: 0.0821 - val_accuracy: 1.0000\n",
      "Epoch 502/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3588 - accuracy: 0.9000\n",
      "Epoch 502: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3588 - accuracy: 0.9000 - val_loss: 0.0817 - val_accuracy: 1.0000\n",
      "Epoch 503/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3551 - accuracy: 0.8545\n",
      "Epoch 503: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3551 - accuracy: 0.8545 - val_loss: 0.0814 - val_accuracy: 1.0000\n",
      "Epoch 504/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3281 - accuracy: 0.8636\n",
      "Epoch 504: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3281 - accuracy: 0.8636 - val_loss: 0.0812 - val_accuracy: 1.0000\n",
      "Epoch 505/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3313 - accuracy: 0.9182\n",
      "Epoch 505: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.3313 - accuracy: 0.9182 - val_loss: 0.0810 - val_accuracy: 1.0000\n",
      "Epoch 506/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2607 - accuracy: 0.9364\n",
      "Epoch 506: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2607 - accuracy: 0.9364 - val_loss: 0.0806 - val_accuracy: 1.0000\n",
      "Epoch 507/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3474 - accuracy: 0.9182\n",
      "Epoch 507: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3474 - accuracy: 0.9182 - val_loss: 0.0801 - val_accuracy: 1.0000\n",
      "Epoch 508/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3219 - accuracy: 0.9000\n",
      "Epoch 508: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.3219 - accuracy: 0.9000 - val_loss: 0.0797 - val_accuracy: 1.0000\n",
      "Epoch 509/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4049 - accuracy: 0.8818\n",
      "Epoch 509: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.4049 - accuracy: 0.8818 - val_loss: 0.0792 - val_accuracy: 1.0000\n",
      "Epoch 510/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3352 - accuracy: 0.8818\n",
      "Epoch 510: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.3352 - accuracy: 0.8818 - val_loss: 0.0788 - val_accuracy: 1.0000\n",
      "Epoch 511/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3945 - accuracy: 0.8182\n",
      "Epoch 511: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.3945 - accuracy: 0.8182 - val_loss: 0.0785 - val_accuracy: 1.0000\n",
      "Epoch 512/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3476 - accuracy: 0.8727\n",
      "Epoch 512: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3476 - accuracy: 0.8727 - val_loss: 0.0781 - val_accuracy: 1.0000\n",
      "Epoch 513/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3131 - accuracy: 0.9091\n",
      "Epoch 513: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3131 - accuracy: 0.9091 - val_loss: 0.0777 - val_accuracy: 1.0000\n",
      "Epoch 514/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3693 - accuracy: 0.8364\n",
      "Epoch 514: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3693 - accuracy: 0.8364 - val_loss: 0.0773 - val_accuracy: 1.0000\n",
      "Epoch 515/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.3403 - accuracy: 0.8545\n",
      "Epoch 515: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3403 - accuracy: 0.8545 - val_loss: 0.0768 - val_accuracy: 1.0000\n",
      "Epoch 516/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4152 - accuracy: 0.8727\n",
      "Epoch 516: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.4152 - accuracy: 0.8727 - val_loss: 0.0763 - val_accuracy: 1.0000\n",
      "Epoch 517/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3511 - accuracy: 0.8818\n",
      "Epoch 517: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3511 - accuracy: 0.8818 - val_loss: 0.0759 - val_accuracy: 1.0000\n",
      "Epoch 518/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3636 - accuracy: 0.8909\n",
      "Epoch 518: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3636 - accuracy: 0.8909 - val_loss: 0.0756 - val_accuracy: 1.0000\n",
      "Epoch 519/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3373 - accuracy: 0.8727\n",
      "Epoch 519: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3373 - accuracy: 0.8727 - val_loss: 0.0755 - val_accuracy: 1.0000\n",
      "Epoch 520/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3551 - accuracy: 0.8636\n",
      "Epoch 520: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3551 - accuracy: 0.8636 - val_loss: 0.0754 - val_accuracy: 1.0000\n",
      "Epoch 521/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3552 - accuracy: 0.8727\n",
      "Epoch 521: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3552 - accuracy: 0.8727 - val_loss: 0.0752 - val_accuracy: 1.0000\n",
      "Epoch 522/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3590 - accuracy: 0.8455\n",
      "Epoch 522: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3590 - accuracy: 0.8455 - val_loss: 0.0750 - val_accuracy: 1.0000\n",
      "Epoch 523/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3353 - accuracy: 0.8818\n",
      "Epoch 523: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3353 - accuracy: 0.8818 - val_loss: 0.0746 - val_accuracy: 1.0000\n",
      "Epoch 524/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3529 - accuracy: 0.9000\n",
      "Epoch 524: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.3529 - accuracy: 0.9000 - val_loss: 0.0742 - val_accuracy: 1.0000\n",
      "Epoch 525/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4028 - accuracy: 0.8545\n",
      "Epoch 525: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.4028 - accuracy: 0.8545 - val_loss: 0.0738 - val_accuracy: 1.0000\n",
      "Epoch 526/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3149 - accuracy: 0.9000\n",
      "Epoch 526: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.3149 - accuracy: 0.9000 - val_loss: 0.0734 - val_accuracy: 1.0000\n",
      "Epoch 527/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3259 - accuracy: 0.8818\n",
      "Epoch 527: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3259 - accuracy: 0.8818 - val_loss: 0.0731 - val_accuracy: 1.0000\n",
      "Epoch 528/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2832 - accuracy: 0.9182\n",
      "Epoch 528: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2832 - accuracy: 0.9182 - val_loss: 0.0727 - val_accuracy: 1.0000\n",
      "Epoch 529/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2594 - accuracy: 0.9182\n",
      "Epoch 529: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2594 - accuracy: 0.9182 - val_loss: 0.0723 - val_accuracy: 1.0000\n",
      "Epoch 530/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2791 - accuracy: 0.9000\n",
      "Epoch 530: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2791 - accuracy: 0.9000 - val_loss: 0.0717 - val_accuracy: 1.0000\n",
      "Epoch 531/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3071 - accuracy: 0.8818\n",
      "Epoch 531: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3071 - accuracy: 0.8818 - val_loss: 0.0711 - val_accuracy: 1.0000\n",
      "Epoch 532/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3996 - accuracy: 0.8545\n",
      "Epoch 532: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3996 - accuracy: 0.8545 - val_loss: 0.0706 - val_accuracy: 1.0000\n",
      "Epoch 533/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2952 - accuracy: 0.9273\n",
      "Epoch 533: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2952 - accuracy: 0.9273 - val_loss: 0.0699 - val_accuracy: 1.0000\n",
      "Epoch 534/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3634 - accuracy: 0.8818\n",
      "Epoch 534: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3634 - accuracy: 0.8818 - val_loss: 0.0693 - val_accuracy: 1.0000\n",
      "Epoch 535/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2989 - accuracy: 0.8909\n",
      "Epoch 535: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2989 - accuracy: 0.8909 - val_loss: 0.0688 - val_accuracy: 1.0000\n",
      "Epoch 536/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2912 - accuracy: 0.9000\n",
      "Epoch 536: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2912 - accuracy: 0.9000 - val_loss: 0.0682 - val_accuracy: 1.0000\n",
      "Epoch 537/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3121 - accuracy: 0.9091\n",
      "Epoch 537: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3121 - accuracy: 0.9091 - val_loss: 0.0676 - val_accuracy: 1.0000\n",
      "Epoch 538/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3838 - accuracy: 0.8727\n",
      "Epoch 538: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.3838 - accuracy: 0.8727 - val_loss: 0.0671 - val_accuracy: 1.0000\n",
      "Epoch 539/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2836 - accuracy: 0.9000\n",
      "Epoch 539: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2836 - accuracy: 0.9000 - val_loss: 0.0666 - val_accuracy: 1.0000\n",
      "Epoch 540/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3178 - accuracy: 0.8909\n",
      "Epoch 540: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.3178 - accuracy: 0.8909 - val_loss: 0.0662 - val_accuracy: 1.0000\n",
      "Epoch 541/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3466 - accuracy: 0.8636\n",
      "Epoch 541: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3466 - accuracy: 0.8636 - val_loss: 0.0657 - val_accuracy: 1.0000\n",
      "Epoch 542/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2756 - accuracy: 0.9000\n",
      "Epoch 542: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2756 - accuracy: 0.9000 - val_loss: 0.0653 - val_accuracy: 1.0000\n",
      "Epoch 543/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3365 - accuracy: 0.8636\n",
      "Epoch 543: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3365 - accuracy: 0.8636 - val_loss: 0.0648 - val_accuracy: 1.0000\n",
      "Epoch 544/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2997 - accuracy: 0.9182\n",
      "Epoch 544: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2997 - accuracy: 0.9182 - val_loss: 0.0643 - val_accuracy: 1.0000\n",
      "Epoch 545/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2841 - accuracy: 0.8909\n",
      "Epoch 545: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2841 - accuracy: 0.8909 - val_loss: 0.0639 - val_accuracy: 1.0000\n",
      "Epoch 546/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3219 - accuracy: 0.9000\n",
      "Epoch 546: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3219 - accuracy: 0.9000 - val_loss: 0.0635 - val_accuracy: 1.0000\n",
      "Epoch 547/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3286 - accuracy: 0.8818\n",
      "Epoch 547: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3286 - accuracy: 0.8818 - val_loss: 0.0631 - val_accuracy: 1.0000\n",
      "Epoch 548/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3330 - accuracy: 0.8727\n",
      "Epoch 548: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3330 - accuracy: 0.8727 - val_loss: 0.0628 - val_accuracy: 1.0000\n",
      "Epoch 549/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3643 - accuracy: 0.8909\n",
      "Epoch 549: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3643 - accuracy: 0.8909 - val_loss: 0.0625 - val_accuracy: 1.0000\n",
      "Epoch 550/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3671 - accuracy: 0.9000\n",
      "Epoch 550: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.3671 - accuracy: 0.9000 - val_loss: 0.0622 - val_accuracy: 1.0000\n",
      "Epoch 551/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3357 - accuracy: 0.8909\n",
      "Epoch 551: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3357 - accuracy: 0.8909 - val_loss: 0.0621 - val_accuracy: 1.0000\n",
      "Epoch 552/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3009 - accuracy: 0.8909\n",
      "Epoch 552: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.3009 - accuracy: 0.8909 - val_loss: 0.0617 - val_accuracy: 1.0000\n",
      "Epoch 553/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3001 - accuracy: 0.9091\n",
      "Epoch 553: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3001 - accuracy: 0.9091 - val_loss: 0.0615 - val_accuracy: 1.0000\n",
      "Epoch 554/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2860 - accuracy: 0.9091\n",
      "Epoch 554: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2860 - accuracy: 0.9091 - val_loss: 0.0612 - val_accuracy: 1.0000\n",
      "Epoch 555/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3150 - accuracy: 0.9091\n",
      "Epoch 555: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.3150 - accuracy: 0.9091 - val_loss: 0.0610 - val_accuracy: 1.0000\n",
      "Epoch 556/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3777 - accuracy: 0.8455\n",
      "Epoch 556: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3777 - accuracy: 0.8455 - val_loss: 0.0609 - val_accuracy: 1.0000\n",
      "Epoch 557/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3101 - accuracy: 0.8909\n",
      "Epoch 557: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.3101 - accuracy: 0.8909 - val_loss: 0.0608 - val_accuracy: 1.0000\n",
      "Epoch 558/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2985 - accuracy: 0.9091\n",
      "Epoch 558: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2985 - accuracy: 0.9091 - val_loss: 0.0608 - val_accuracy: 1.0000\n",
      "Epoch 559/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2879 - accuracy: 0.9091\n",
      "Epoch 559: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2879 - accuracy: 0.9091 - val_loss: 0.0607 - val_accuracy: 1.0000\n",
      "Epoch 560/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3919 - accuracy: 0.8909\n",
      "Epoch 560: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3919 - accuracy: 0.8909 - val_loss: 0.0606 - val_accuracy: 1.0000\n",
      "Epoch 561/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2731 - accuracy: 0.9182\n",
      "Epoch 561: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2731 - accuracy: 0.9182 - val_loss: 0.0603 - val_accuracy: 1.0000\n",
      "Epoch 562/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3920 - accuracy: 0.8636\n",
      "Epoch 562: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3920 - accuracy: 0.8636 - val_loss: 0.0602 - val_accuracy: 1.0000\n",
      "Epoch 563/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2699 - accuracy: 0.9182\n",
      "Epoch 563: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2699 - accuracy: 0.9182 - val_loss: 0.0598 - val_accuracy: 1.0000\n",
      "Epoch 564/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2923 - accuracy: 0.9182\n",
      "Epoch 564: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2923 - accuracy: 0.9182 - val_loss: 0.0594 - val_accuracy: 1.0000\n",
      "Epoch 565/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3545 - accuracy: 0.8636\n",
      "Epoch 565: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.3545 - accuracy: 0.8636 - val_loss: 0.0590 - val_accuracy: 1.0000\n",
      "Epoch 566/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3149 - accuracy: 0.9000\n",
      "Epoch 566: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.3149 - accuracy: 0.9000 - val_loss: 0.0587 - val_accuracy: 1.0000\n",
      "Epoch 567/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2824 - accuracy: 0.9182\n",
      "Epoch 567: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2824 - accuracy: 0.9182 - val_loss: 0.0583 - val_accuracy: 1.0000\n",
      "Epoch 568/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3329 - accuracy: 0.8818\n",
      "Epoch 568: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3329 - accuracy: 0.8818 - val_loss: 0.0580 - val_accuracy: 1.0000\n",
      "Epoch 569/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.3756 - accuracy: 0.8818\n",
      "Epoch 569: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.3756 - accuracy: 0.8818 - val_loss: 0.0578 - val_accuracy: 1.0000\n",
      "Epoch 570/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3838 - accuracy: 0.8818\n",
      "Epoch 570: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.3838 - accuracy: 0.8818 - val_loss: 0.0577 - val_accuracy: 1.0000\n",
      "Epoch 571/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3214 - accuracy: 0.8727\n",
      "Epoch 571: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3214 - accuracy: 0.8727 - val_loss: 0.0576 - val_accuracy: 1.0000\n",
      "Epoch 572/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3357 - accuracy: 0.8909\n",
      "Epoch 572: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.3357 - accuracy: 0.8909 - val_loss: 0.0575 - val_accuracy: 1.0000\n",
      "Epoch 573/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3784 - accuracy: 0.8818\n",
      "Epoch 573: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.3784 - accuracy: 0.8818 - val_loss: 0.0575 - val_accuracy: 1.0000\n",
      "Epoch 574/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3132 - accuracy: 0.9091\n",
      "Epoch 574: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3132 - accuracy: 0.9091 - val_loss: 0.0575 - val_accuracy: 1.0000\n",
      "Epoch 575/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2806 - accuracy: 0.8909\n",
      "Epoch 575: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2806 - accuracy: 0.8909 - val_loss: 0.0575 - val_accuracy: 1.0000\n",
      "Epoch 576/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3293 - accuracy: 0.9000\n",
      "Epoch 576: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3293 - accuracy: 0.9000 - val_loss: 0.0575 - val_accuracy: 1.0000\n",
      "Epoch 577/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3161 - accuracy: 0.8909\n",
      "Epoch 577: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3161 - accuracy: 0.8909 - val_loss: 0.0575 - val_accuracy: 1.0000\n",
      "Epoch 578/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3198 - accuracy: 0.8636\n",
      "Epoch 578: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3198 - accuracy: 0.8636 - val_loss: 0.0573 - val_accuracy: 1.0000\n",
      "Epoch 579/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2734 - accuracy: 0.9000\n",
      "Epoch 579: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2734 - accuracy: 0.9000 - val_loss: 0.0572 - val_accuracy: 1.0000\n",
      "Epoch 580/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2813 - accuracy: 0.9182\n",
      "Epoch 580: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2813 - accuracy: 0.9182 - val_loss: 0.0570 - val_accuracy: 1.0000\n",
      "Epoch 581/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3624 - accuracy: 0.8273\n",
      "Epoch 581: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3624 - accuracy: 0.8273 - val_loss: 0.0567 - val_accuracy: 1.0000\n",
      "Epoch 582/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3754 - accuracy: 0.8727\n",
      "Epoch 582: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3754 - accuracy: 0.8727 - val_loss: 0.0564 - val_accuracy: 1.0000\n",
      "Epoch 583/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2800 - accuracy: 0.9364\n",
      "Epoch 583: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2800 - accuracy: 0.9364 - val_loss: 0.0561 - val_accuracy: 1.0000\n",
      "Epoch 584/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2283 - accuracy: 0.9364\n",
      "Epoch 584: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2283 - accuracy: 0.9364 - val_loss: 0.0559 - val_accuracy: 1.0000\n",
      "Epoch 585/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3530 - accuracy: 0.8364\n",
      "Epoch 585: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3530 - accuracy: 0.8364 - val_loss: 0.0557 - val_accuracy: 1.0000\n",
      "Epoch 586/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2644 - accuracy: 0.9273\n",
      "Epoch 586: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 57ms/step - loss: 0.2644 - accuracy: 0.9273 - val_loss: 0.0557 - val_accuracy: 1.0000\n",
      "Epoch 587/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2504 - accuracy: 0.9182\n",
      "Epoch 587: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.2504 - accuracy: 0.9182 - val_loss: 0.0556 - val_accuracy: 1.0000\n",
      "Epoch 588/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3164 - accuracy: 0.8909\n",
      "Epoch 588: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.3164 - accuracy: 0.8909 - val_loss: 0.0554 - val_accuracy: 1.0000\n",
      "Epoch 589/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3299 - accuracy: 0.9000\n",
      "Epoch 589: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 59ms/step - loss: 0.3299 - accuracy: 0.9000 - val_loss: 0.0551 - val_accuracy: 1.0000\n",
      "Epoch 590/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3348 - accuracy: 0.8545\n",
      "Epoch 590: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.3348 - accuracy: 0.8545 - val_loss: 0.0549 - val_accuracy: 1.0000\n",
      "Epoch 591/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2243 - accuracy: 0.9455\n",
      "Epoch 591: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2243 - accuracy: 0.9455 - val_loss: 0.0546 - val_accuracy: 1.0000\n",
      "Epoch 592/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2803 - accuracy: 0.9000\n",
      "Epoch 592: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2803 - accuracy: 0.9000 - val_loss: 0.0542 - val_accuracy: 1.0000\n",
      "Epoch 593/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2329 - accuracy: 0.9545\n",
      "Epoch 593: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2329 - accuracy: 0.9545 - val_loss: 0.0538 - val_accuracy: 1.0000\n",
      "Epoch 594/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2048 - accuracy: 0.9636\n",
      "Epoch 594: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2048 - accuracy: 0.9636 - val_loss: 0.0533 - val_accuracy: 1.0000\n",
      "Epoch 595/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2084 - accuracy: 0.9364\n",
      "Epoch 595: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2084 - accuracy: 0.9364 - val_loss: 0.0528 - val_accuracy: 1.0000\n",
      "Epoch 596/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2517 - accuracy: 0.9273\n",
      "Epoch 596: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2517 - accuracy: 0.9273 - val_loss: 0.0523 - val_accuracy: 1.0000\n",
      "Epoch 597/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3160 - accuracy: 0.8909\n",
      "Epoch 597: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3160 - accuracy: 0.8909 - val_loss: 0.0519 - val_accuracy: 1.0000\n",
      "Epoch 598/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3560 - accuracy: 0.8818\n",
      "Epoch 598: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3560 - accuracy: 0.8818 - val_loss: 0.0515 - val_accuracy: 1.0000\n",
      "Epoch 599/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2850 - accuracy: 0.8818\n",
      "Epoch 599: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2850 - accuracy: 0.8818 - val_loss: 0.0512 - val_accuracy: 1.0000\n",
      "Epoch 600/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2586 - accuracy: 0.9364\n",
      "Epoch 600: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2586 - accuracy: 0.9364 - val_loss: 0.0509 - val_accuracy: 1.0000\n",
      "Epoch 601/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2900 - accuracy: 0.8909\n",
      "Epoch 601: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2900 - accuracy: 0.8909 - val_loss: 0.0507 - val_accuracy: 1.0000\n",
      "Epoch 602/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3934 - accuracy: 0.8636\n",
      "Epoch 602: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3934 - accuracy: 0.8636 - val_loss: 0.0505 - val_accuracy: 1.0000\n",
      "Epoch 603/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3034 - accuracy: 0.9091\n",
      "Epoch 603: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3034 - accuracy: 0.9091 - val_loss: 0.0502 - val_accuracy: 1.0000\n",
      "Epoch 604/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2252 - accuracy: 0.9545\n",
      "Epoch 604: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2252 - accuracy: 0.9545 - val_loss: 0.0501 - val_accuracy: 1.0000\n",
      "Epoch 605/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2753 - accuracy: 0.9545\n",
      "Epoch 605: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2753 - accuracy: 0.9545 - val_loss: 0.0498 - val_accuracy: 1.0000\n",
      "Epoch 606/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2946 - accuracy: 0.8909\n",
      "Epoch 606: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2946 - accuracy: 0.8909 - val_loss: 0.0495 - val_accuracy: 1.0000\n",
      "Epoch 607/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2648 - accuracy: 0.9364\n",
      "Epoch 607: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2648 - accuracy: 0.9364 - val_loss: 0.0493 - val_accuracy: 1.0000\n",
      "Epoch 608/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2519 - accuracy: 0.9273\n",
      "Epoch 608: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2519 - accuracy: 0.9273 - val_loss: 0.0490 - val_accuracy: 1.0000\n",
      "Epoch 609/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3393 - accuracy: 0.8818\n",
      "Epoch 609: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3393 - accuracy: 0.8818 - val_loss: 0.0488 - val_accuracy: 1.0000\n",
      "Epoch 610/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2900 - accuracy: 0.9182\n",
      "Epoch 610: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2900 - accuracy: 0.9182 - val_loss: 0.0486 - val_accuracy: 1.0000\n",
      "Epoch 611/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2422 - accuracy: 0.9364\n",
      "Epoch 611: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2422 - accuracy: 0.9364 - val_loss: 0.0483 - val_accuracy: 1.0000\n",
      "Epoch 612/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2668 - accuracy: 0.9182\n",
      "Epoch 612: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.2668 - accuracy: 0.9182 - val_loss: 0.0480 - val_accuracy: 1.0000\n",
      "Epoch 613/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3360 - accuracy: 0.8727\n",
      "Epoch 613: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3360 - accuracy: 0.8727 - val_loss: 0.0479 - val_accuracy: 1.0000\n",
      "Epoch 614/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3000 - accuracy: 0.8909\n",
      "Epoch 614: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.3000 - accuracy: 0.8909 - val_loss: 0.0478 - val_accuracy: 1.0000\n",
      "Epoch 615/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4029 - accuracy: 0.8364\n",
      "Epoch 615: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.4029 - accuracy: 0.8364 - val_loss: 0.0476 - val_accuracy: 1.0000\n",
      "Epoch 616/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4176 - accuracy: 0.8273\n",
      "Epoch 616: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.4176 - accuracy: 0.8273 - val_loss: 0.0475 - val_accuracy: 1.0000\n",
      "Epoch 617/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2215 - accuracy: 0.9455\n",
      "Epoch 617: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2215 - accuracy: 0.9455 - val_loss: 0.0473 - val_accuracy: 1.0000\n",
      "Epoch 618/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2974 - accuracy: 0.8727\n",
      "Epoch 618: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2974 - accuracy: 0.8727 - val_loss: 0.0472 - val_accuracy: 1.0000\n",
      "Epoch 619/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2752 - accuracy: 0.9000\n",
      "Epoch 619: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2752 - accuracy: 0.9000 - val_loss: 0.0471 - val_accuracy: 1.0000\n",
      "Epoch 620/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2498 - accuracy: 0.9182\n",
      "Epoch 620: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2498 - accuracy: 0.9182 - val_loss: 0.0470 - val_accuracy: 1.0000\n",
      "Epoch 621/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2176 - accuracy: 0.9455\n",
      "Epoch 621: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2176 - accuracy: 0.9455 - val_loss: 0.0468 - val_accuracy: 1.0000\n",
      "Epoch 622/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3018 - accuracy: 0.9273\n",
      "Epoch 622: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.3018 - accuracy: 0.9273 - val_loss: 0.0466 - val_accuracy: 1.0000\n",
      "Epoch 623/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2978 - accuracy: 0.8818\n",
      "Epoch 623: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2978 - accuracy: 0.8818 - val_loss: 0.0464 - val_accuracy: 1.0000\n",
      "Epoch 624/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3240 - accuracy: 0.8909\n",
      "Epoch 624: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.3240 - accuracy: 0.8909 - val_loss: 0.0462 - val_accuracy: 1.0000\n",
      "Epoch 625/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2975 - accuracy: 0.8818\n",
      "Epoch 625: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2975 - accuracy: 0.8818 - val_loss: 0.0459 - val_accuracy: 1.0000\n",
      "Epoch 626/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2190 - accuracy: 0.9455\n",
      "Epoch 626: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2190 - accuracy: 0.9455 - val_loss: 0.0457 - val_accuracy: 1.0000\n",
      "Epoch 627/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2198 - accuracy: 0.9273\n",
      "Epoch 627: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2198 - accuracy: 0.9273 - val_loss: 0.0455 - val_accuracy: 1.0000\n",
      "Epoch 628/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2578 - accuracy: 0.9364\n",
      "Epoch 628: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2578 - accuracy: 0.9364 - val_loss: 0.0452 - val_accuracy: 1.0000\n",
      "Epoch 629/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2215 - accuracy: 0.9455\n",
      "Epoch 629: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2215 - accuracy: 0.9455 - val_loss: 0.0449 - val_accuracy: 1.0000\n",
      "Epoch 630/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2901 - accuracy: 0.9273\n",
      "Epoch 630: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2901 - accuracy: 0.9273 - val_loss: 0.0447 - val_accuracy: 1.0000\n",
      "Epoch 631/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3860 - accuracy: 0.8273\n",
      "Epoch 631: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.3860 - accuracy: 0.8273 - val_loss: 0.0446 - val_accuracy: 1.0000\n",
      "Epoch 632/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2459 - accuracy: 0.9182\n",
      "Epoch 632: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2459 - accuracy: 0.9182 - val_loss: 0.0446 - val_accuracy: 1.0000\n",
      "Epoch 633/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2743 - accuracy: 0.9273\n",
      "Epoch 633: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2743 - accuracy: 0.9273 - val_loss: 0.0445 - val_accuracy: 1.0000\n",
      "Epoch 634/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2459 - accuracy: 0.9273\n",
      "Epoch 634: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2459 - accuracy: 0.9273 - val_loss: 0.0443 - val_accuracy: 1.0000\n",
      "Epoch 635/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2852 - accuracy: 0.8909\n",
      "Epoch 635: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2852 - accuracy: 0.8909 - val_loss: 0.0441 - val_accuracy: 1.0000\n",
      "Epoch 636/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3590 - accuracy: 0.8636\n",
      "Epoch 636: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3590 - accuracy: 0.8636 - val_loss: 0.0438 - val_accuracy: 1.0000\n",
      "Epoch 637/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2467 - accuracy: 0.9273\n",
      "Epoch 637: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2467 - accuracy: 0.9273 - val_loss: 0.0434 - val_accuracy: 1.0000\n",
      "Epoch 638/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3379 - accuracy: 0.8455\n",
      "Epoch 638: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3379 - accuracy: 0.8455 - val_loss: 0.0430 - val_accuracy: 1.0000\n",
      "Epoch 639/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3526 - accuracy: 0.8727\n",
      "Epoch 639: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.3526 - accuracy: 0.8727 - val_loss: 0.0426 - val_accuracy: 1.0000\n",
      "Epoch 640/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2883 - accuracy: 0.8909\n",
      "Epoch 640: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2883 - accuracy: 0.8909 - val_loss: 0.0421 - val_accuracy: 1.0000\n",
      "Epoch 641/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3010 - accuracy: 0.8727\n",
      "Epoch 641: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3010 - accuracy: 0.8727 - val_loss: 0.0417 - val_accuracy: 1.0000\n",
      "Epoch 642/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2671 - accuracy: 0.9091\n",
      "Epoch 642: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2671 - accuracy: 0.9091 - val_loss: 0.0413 - val_accuracy: 1.0000\n",
      "Epoch 643/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2646 - accuracy: 0.9000\n",
      "Epoch 643: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2646 - accuracy: 0.9000 - val_loss: 0.0410 - val_accuracy: 1.0000\n",
      "Epoch 644/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2192 - accuracy: 0.9273\n",
      "Epoch 644: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2192 - accuracy: 0.9273 - val_loss: 0.0407 - val_accuracy: 1.0000\n",
      "Epoch 645/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3252 - accuracy: 0.8909\n",
      "Epoch 645: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3252 - accuracy: 0.8909 - val_loss: 0.0403 - val_accuracy: 1.0000\n",
      "Epoch 646/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2557 - accuracy: 0.9273\n",
      "Epoch 646: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2557 - accuracy: 0.9273 - val_loss: 0.0400 - val_accuracy: 1.0000\n",
      "Epoch 647/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2552 - accuracy: 0.9182\n",
      "Epoch 647: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2552 - accuracy: 0.9182 - val_loss: 0.0396 - val_accuracy: 1.0000\n",
      "Epoch 648/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3037 - accuracy: 0.8909\n",
      "Epoch 648: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.3037 - accuracy: 0.8909 - val_loss: 0.0392 - val_accuracy: 1.0000\n",
      "Epoch 649/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2443 - accuracy: 0.9182\n",
      "Epoch 649: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 57ms/step - loss: 0.2443 - accuracy: 0.9182 - val_loss: 0.0389 - val_accuracy: 1.0000\n",
      "Epoch 650/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2875 - accuracy: 0.8727\n",
      "Epoch 650: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 58ms/step - loss: 0.2875 - accuracy: 0.8727 - val_loss: 0.0385 - val_accuracy: 1.0000\n",
      "Epoch 651/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3697 - accuracy: 0.8909\n",
      "Epoch 651: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 56ms/step - loss: 0.3697 - accuracy: 0.8909 - val_loss: 0.0380 - val_accuracy: 1.0000\n",
      "Epoch 652/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2927 - accuracy: 0.9091\n",
      "Epoch 652: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 58ms/step - loss: 0.2927 - accuracy: 0.9091 - val_loss: 0.0377 - val_accuracy: 1.0000\n",
      "Epoch 653/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2811 - accuracy: 0.9000\n",
      "Epoch 653: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.2811 - accuracy: 0.9000 - val_loss: 0.0375 - val_accuracy: 1.0000\n",
      "Epoch 654/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3381 - accuracy: 0.8727\n",
      "Epoch 654: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 59ms/step - loss: 0.3381 - accuracy: 0.8727 - val_loss: 0.0374 - val_accuracy: 1.0000\n",
      "Epoch 655/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2636 - accuracy: 0.8909\n",
      "Epoch 655: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.2636 - accuracy: 0.8909 - val_loss: 0.0373 - val_accuracy: 1.0000\n",
      "Epoch 656/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2307 - accuracy: 0.9182\n",
      "Epoch 656: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.2307 - accuracy: 0.9182 - val_loss: 0.0373 - val_accuracy: 1.0000\n",
      "Epoch 657/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2680 - accuracy: 0.9000\n",
      "Epoch 657: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 64ms/step - loss: 0.2680 - accuracy: 0.9000 - val_loss: 0.0372 - val_accuracy: 1.0000\n",
      "Epoch 658/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1757 - accuracy: 0.9455\n",
      "Epoch 658: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.1757 - accuracy: 0.9455 - val_loss: 0.0371 - val_accuracy: 1.0000\n",
      "Epoch 659/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3138 - accuracy: 0.8818\n",
      "Epoch 659: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 57ms/step - loss: 0.3138 - accuracy: 0.8818 - val_loss: 0.0371 - val_accuracy: 1.0000\n",
      "Epoch 660/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2258 - accuracy: 0.9273\n",
      "Epoch 660: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.2258 - accuracy: 0.9273 - val_loss: 0.0370 - val_accuracy: 1.0000\n",
      "Epoch 661/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2097 - accuracy: 0.9182\n",
      "Epoch 661: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 58ms/step - loss: 0.2097 - accuracy: 0.9182 - val_loss: 0.0371 - val_accuracy: 1.0000\n",
      "Epoch 662/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2868 - accuracy: 0.9182\n",
      "Epoch 662: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.2868 - accuracy: 0.9182 - val_loss: 0.0373 - val_accuracy: 1.0000\n",
      "Epoch 663/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3093 - accuracy: 0.8909\n",
      "Epoch 663: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.3093 - accuracy: 0.8909 - val_loss: 0.0374 - val_accuracy: 1.0000\n",
      "Epoch 664/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2600 - accuracy: 0.9000\n",
      "Epoch 664: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 58ms/step - loss: 0.2600 - accuracy: 0.9000 - val_loss: 0.0376 - val_accuracy: 1.0000\n",
      "Epoch 665/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2456 - accuracy: 0.9273\n",
      "Epoch 665: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 59ms/step - loss: 0.2456 - accuracy: 0.9273 - val_loss: 0.0377 - val_accuracy: 1.0000\n",
      "Epoch 666/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2114 - accuracy: 0.9182\n",
      "Epoch 666: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.2114 - accuracy: 0.9182 - val_loss: 0.0378 - val_accuracy: 1.0000\n",
      "Epoch 667/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2671 - accuracy: 0.8909\n",
      "Epoch 667: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.2671 - accuracy: 0.8909 - val_loss: 0.0379 - val_accuracy: 1.0000\n",
      "Epoch 668/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2674 - accuracy: 0.9000\n",
      "Epoch 668: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.2674 - accuracy: 0.9000 - val_loss: 0.0379 - val_accuracy: 1.0000\n",
      "Epoch 669/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3254 - accuracy: 0.8636\n",
      "Epoch 669: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.3254 - accuracy: 0.8636 - val_loss: 0.0378 - val_accuracy: 1.0000\n",
      "Epoch 670/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3141 - accuracy: 0.9000\n",
      "Epoch 670: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.3141 - accuracy: 0.9000 - val_loss: 0.0378 - val_accuracy: 1.0000\n",
      "Epoch 671/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2824 - accuracy: 0.9182\n",
      "Epoch 671: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2824 - accuracy: 0.9182 - val_loss: 0.0378 - val_accuracy: 1.0000\n",
      "Epoch 672/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2751 - accuracy: 0.8818\n",
      "Epoch 672: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2751 - accuracy: 0.8818 - val_loss: 0.0376 - val_accuracy: 1.0000\n",
      "Epoch 673/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2542 - accuracy: 0.9182\n",
      "Epoch 673: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2542 - accuracy: 0.9182 - val_loss: 0.0373 - val_accuracy: 1.0000\n",
      "Epoch 674/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2735 - accuracy: 0.9182\n",
      "Epoch 674: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2735 - accuracy: 0.9182 - val_loss: 0.0371 - val_accuracy: 1.0000\n",
      "Epoch 675/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1711 - accuracy: 0.9818\n",
      "Epoch 675: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1711 - accuracy: 0.9818 - val_loss: 0.0369 - val_accuracy: 1.0000\n",
      "Epoch 676/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2430 - accuracy: 0.9091\n",
      "Epoch 676: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2430 - accuracy: 0.9091 - val_loss: 0.0367 - val_accuracy: 1.0000\n",
      "Epoch 677/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2423 - accuracy: 0.9273\n",
      "Epoch 677: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2423 - accuracy: 0.9273 - val_loss: 0.0365 - val_accuracy: 1.0000\n",
      "Epoch 678/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2840 - accuracy: 0.8909\n",
      "Epoch 678: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2840 - accuracy: 0.8909 - val_loss: 0.0362 - val_accuracy: 1.0000\n",
      "Epoch 679/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2022 - accuracy: 0.9636\n",
      "Epoch 679: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2022 - accuracy: 0.9636 - val_loss: 0.0360 - val_accuracy: 1.0000\n",
      "Epoch 680/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2803 - accuracy: 0.8909\n",
      "Epoch 680: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.2803 - accuracy: 0.8909 - val_loss: 0.0359 - val_accuracy: 1.0000\n",
      "Epoch 681/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2520 - accuracy: 0.9364\n",
      "Epoch 681: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.2520 - accuracy: 0.9364 - val_loss: 0.0358 - val_accuracy: 1.0000\n",
      "Epoch 682/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2380 - accuracy: 0.9273\n",
      "Epoch 682: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 85ms/step - loss: 0.2380 - accuracy: 0.9273 - val_loss: 0.0357 - val_accuracy: 1.0000\n",
      "Epoch 683/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1881 - accuracy: 0.9545\n",
      "Epoch 683: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 66ms/step - loss: 0.1881 - accuracy: 0.9545 - val_loss: 0.0355 - val_accuracy: 1.0000\n",
      "Epoch 684/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2570 - accuracy: 0.9182\n",
      "Epoch 684: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2570 - accuracy: 0.9182 - val_loss: 0.0353 - val_accuracy: 1.0000\n",
      "Epoch 685/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3026 - accuracy: 0.9000\n",
      "Epoch 685: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3026 - accuracy: 0.9000 - val_loss: 0.0351 - val_accuracy: 1.0000\n",
      "Epoch 686/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.4133 - accuracy: 0.8273\n",
      "Epoch 686: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.4133 - accuracy: 0.8273 - val_loss: 0.0350 - val_accuracy: 1.0000\n",
      "Epoch 687/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2806 - accuracy: 0.9000\n",
      "Epoch 687: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2806 - accuracy: 0.9000 - val_loss: 0.0347 - val_accuracy: 1.0000\n",
      "Epoch 688/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2611 - accuracy: 0.9091\n",
      "Epoch 688: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2611 - accuracy: 0.9091 - val_loss: 0.0346 - val_accuracy: 1.0000\n",
      "Epoch 689/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2429 - accuracy: 0.9091\n",
      "Epoch 689: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2429 - accuracy: 0.9091 - val_loss: 0.0343 - val_accuracy: 1.0000\n",
      "Epoch 690/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2975 - accuracy: 0.9000\n",
      "Epoch 690: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2975 - accuracy: 0.9000 - val_loss: 0.0342 - val_accuracy: 1.0000\n",
      "Epoch 691/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1829 - accuracy: 0.9545\n",
      "Epoch 691: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.1829 - accuracy: 0.9545 - val_loss: 0.0341 - val_accuracy: 1.0000\n",
      "Epoch 692/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2032 - accuracy: 0.9364\n",
      "Epoch 692: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2032 - accuracy: 0.9364 - val_loss: 0.0340 - val_accuracy: 1.0000\n",
      "Epoch 693/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2282 - accuracy: 0.9273\n",
      "Epoch 693: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2282 - accuracy: 0.9273 - val_loss: 0.0340 - val_accuracy: 1.0000\n",
      "Epoch 694/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2669 - accuracy: 0.9182\n",
      "Epoch 694: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2669 - accuracy: 0.9182 - val_loss: 0.0339 - val_accuracy: 1.0000\n",
      "Epoch 695/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2017 - accuracy: 0.9455\n",
      "Epoch 695: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2017 - accuracy: 0.9455 - val_loss: 0.0338 - val_accuracy: 1.0000\n",
      "Epoch 696/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2483 - accuracy: 0.9091\n",
      "Epoch 696: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2483 - accuracy: 0.9091 - val_loss: 0.0337 - val_accuracy: 1.0000\n",
      "Epoch 697/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2709 - accuracy: 0.9091\n",
      "Epoch 697: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2709 - accuracy: 0.9091 - val_loss: 0.0337 - val_accuracy: 1.0000\n",
      "Epoch 698/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3038 - accuracy: 0.8727\n",
      "Epoch 698: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3038 - accuracy: 0.8727 - val_loss: 0.0339 - val_accuracy: 1.0000\n",
      "Epoch 699/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3480 - accuracy: 0.8455\n",
      "Epoch 699: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.3480 - accuracy: 0.8455 - val_loss: 0.0341 - val_accuracy: 1.0000\n",
      "Epoch 700/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2289 - accuracy: 0.9364\n",
      "Epoch 700: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2289 - accuracy: 0.9364 - val_loss: 0.0343 - val_accuracy: 1.0000\n",
      "Epoch 701/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2904 - accuracy: 0.8909\n",
      "Epoch 701: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2904 - accuracy: 0.8909 - val_loss: 0.0348 - val_accuracy: 1.0000\n",
      "Epoch 702/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2386 - accuracy: 0.9182\n",
      "Epoch 702: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2386 - accuracy: 0.9182 - val_loss: 0.0352 - val_accuracy: 1.0000\n",
      "Epoch 703/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2354 - accuracy: 0.9182\n",
      "Epoch 703: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2354 - accuracy: 0.9182 - val_loss: 0.0355 - val_accuracy: 1.0000\n",
      "Epoch 704/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2165 - accuracy: 0.9273\n",
      "Epoch 704: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2165 - accuracy: 0.9273 - val_loss: 0.0358 - val_accuracy: 1.0000\n",
      "Epoch 705/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2174 - accuracy: 0.9091\n",
      "Epoch 705: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2174 - accuracy: 0.9091 - val_loss: 0.0362 - val_accuracy: 1.0000\n",
      "Epoch 706/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2123 - accuracy: 0.9182\n",
      "Epoch 706: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2123 - accuracy: 0.9182 - val_loss: 0.0364 - val_accuracy: 1.0000\n",
      "Epoch 707/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2711 - accuracy: 0.9182\n",
      "Epoch 707: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2711 - accuracy: 0.9182 - val_loss: 0.0364 - val_accuracy: 1.0000\n",
      "Epoch 708/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2787 - accuracy: 0.8909\n",
      "Epoch 708: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2787 - accuracy: 0.8909 - val_loss: 0.0363 - val_accuracy: 1.0000\n",
      "Epoch 709/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2907 - accuracy: 0.9091\n",
      "Epoch 709: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2907 - accuracy: 0.9091 - val_loss: 0.0361 - val_accuracy: 1.0000\n",
      "Epoch 710/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2349 - accuracy: 0.9182\n",
      "Epoch 710: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2349 - accuracy: 0.9182 - val_loss: 0.0356 - val_accuracy: 1.0000\n",
      "Epoch 711/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2566 - accuracy: 0.9182\n",
      "Epoch 711: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2566 - accuracy: 0.9182 - val_loss: 0.0352 - val_accuracy: 1.0000\n",
      "Epoch 712/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2459 - accuracy: 0.9273\n",
      "Epoch 712: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2459 - accuracy: 0.9273 - val_loss: 0.0349 - val_accuracy: 1.0000\n",
      "Epoch 713/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2976 - accuracy: 0.9182\n",
      "Epoch 713: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2976 - accuracy: 0.9182 - val_loss: 0.0345 - val_accuracy: 1.0000\n",
      "Epoch 714/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2784 - accuracy: 0.8909\n",
      "Epoch 714: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 39ms/step - loss: 0.2784 - accuracy: 0.8909 - val_loss: 0.0341 - val_accuracy: 1.0000\n",
      "Epoch 715/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2302 - accuracy: 0.9545\n",
      "Epoch 715: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 39ms/step - loss: 0.2302 - accuracy: 0.9545 - val_loss: 0.0336 - val_accuracy: 1.0000\n",
      "Epoch 716/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2101 - accuracy: 0.9273\n",
      "Epoch 716: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 39ms/step - loss: 0.2101 - accuracy: 0.9273 - val_loss: 0.0331 - val_accuracy: 1.0000\n",
      "Epoch 717/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3218 - accuracy: 0.8818\n",
      "Epoch 717: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.3218 - accuracy: 0.8818 - val_loss: 0.0327 - val_accuracy: 1.0000\n",
      "Epoch 718/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2389 - accuracy: 0.9273\n",
      "Epoch 718: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2389 - accuracy: 0.9273 - val_loss: 0.0325 - val_accuracy: 1.0000\n",
      "Epoch 719/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2160 - accuracy: 0.9364\n",
      "Epoch 719: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 39ms/step - loss: 0.2160 - accuracy: 0.9364 - val_loss: 0.0322 - val_accuracy: 1.0000\n",
      "Epoch 720/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2059 - accuracy: 0.9455\n",
      "Epoch 720: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2059 - accuracy: 0.9455 - val_loss: 0.0319 - val_accuracy: 1.0000\n",
      "Epoch 721/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2525 - accuracy: 0.9182\n",
      "Epoch 721: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2525 - accuracy: 0.9182 - val_loss: 0.0316 - val_accuracy: 1.0000\n",
      "Epoch 722/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3427 - accuracy: 0.8727\n",
      "Epoch 722: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.3427 - accuracy: 0.8727 - val_loss: 0.0315 - val_accuracy: 1.0000\n",
      "Epoch 723/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2390 - accuracy: 0.9364\n",
      "Epoch 723: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2390 - accuracy: 0.9364 - val_loss: 0.0315 - val_accuracy: 1.0000\n",
      "Epoch 724/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2053 - accuracy: 0.9364\n",
      "Epoch 724: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2053 - accuracy: 0.9364 - val_loss: 0.0314 - val_accuracy: 1.0000\n",
      "Epoch 725/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2264 - accuracy: 0.9182\n",
      "Epoch 725: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2264 - accuracy: 0.9182 - val_loss: 0.0312 - val_accuracy: 1.0000\n",
      "Epoch 726/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1903 - accuracy: 0.9545\n",
      "Epoch 726: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1903 - accuracy: 0.9545 - val_loss: 0.0309 - val_accuracy: 1.0000\n",
      "Epoch 727/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2385 - accuracy: 0.9273\n",
      "Epoch 727: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2385 - accuracy: 0.9273 - val_loss: 0.0307 - val_accuracy: 1.0000\n",
      "Epoch 728/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2068 - accuracy: 0.9455\n",
      "Epoch 728: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2068 - accuracy: 0.9455 - val_loss: 0.0305 - val_accuracy: 1.0000\n",
      "Epoch 729/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2650 - accuracy: 0.9182\n",
      "Epoch 729: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 40ms/step - loss: 0.2650 - accuracy: 0.9182 - val_loss: 0.0302 - val_accuracy: 1.0000\n",
      "Epoch 730/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1749 - accuracy: 0.9545\n",
      "Epoch 730: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1749 - accuracy: 0.9545 - val_loss: 0.0300 - val_accuracy: 1.0000\n",
      "Epoch 731/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2850 - accuracy: 0.8909\n",
      "Epoch 731: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2850 - accuracy: 0.8909 - val_loss: 0.0299 - val_accuracy: 1.0000\n",
      "Epoch 732/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2648 - accuracy: 0.9091\n",
      "Epoch 732: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2648 - accuracy: 0.9091 - val_loss: 0.0298 - val_accuracy: 1.0000\n",
      "Epoch 733/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1986 - accuracy: 0.9364\n",
      "Epoch 733: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1986 - accuracy: 0.9364 - val_loss: 0.0297 - val_accuracy: 1.0000\n",
      "Epoch 734/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3085 - accuracy: 0.8818\n",
      "Epoch 734: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.3085 - accuracy: 0.8818 - val_loss: 0.0297 - val_accuracy: 1.0000\n",
      "Epoch 735/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2608 - accuracy: 0.9182\n",
      "Epoch 735: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2608 - accuracy: 0.9182 - val_loss: 0.0298 - val_accuracy: 1.0000\n",
      "Epoch 736/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2487 - accuracy: 0.9182\n",
      "Epoch 736: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2487 - accuracy: 0.9182 - val_loss: 0.0299 - val_accuracy: 1.0000\n",
      "Epoch 737/1000\n",
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      "Epoch 737: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2663 - accuracy: 0.9273 - val_loss: 0.0301 - val_accuracy: 1.0000\n",
      "Epoch 738/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2908 - accuracy: 0.9091\n",
      "Epoch 738: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2908 - accuracy: 0.9091 - val_loss: 0.0302 - val_accuracy: 1.0000\n",
      "Epoch 739/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2783 - accuracy: 0.9000\n",
      "Epoch 739: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2783 - accuracy: 0.9000 - val_loss: 0.0302 - val_accuracy: 1.0000\n",
      "Epoch 740/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1529 - accuracy: 0.9636\n",
      "Epoch 740: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1529 - accuracy: 0.9636 - val_loss: 0.0302 - val_accuracy: 1.0000\n",
      "Epoch 741/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2506 - accuracy: 0.9000\n",
      "Epoch 741: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2506 - accuracy: 0.9000 - val_loss: 0.0300 - val_accuracy: 1.0000\n",
      "Epoch 742/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2446 - accuracy: 0.9273\n",
      "Epoch 742: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2446 - accuracy: 0.9273 - val_loss: 0.0298 - val_accuracy: 1.0000\n",
      "Epoch 743/1000\n",
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      "Epoch 743: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2376 - accuracy: 0.9273 - val_loss: 0.0296 - val_accuracy: 1.0000\n",
      "Epoch 744/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2278 - accuracy: 0.9364\n",
      "Epoch 744: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2278 - accuracy: 0.9364 - val_loss: 0.0294 - val_accuracy: 1.0000\n",
      "Epoch 745/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2237 - accuracy: 0.9091\n",
      "Epoch 745: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2237 - accuracy: 0.9091 - val_loss: 0.0293 - val_accuracy: 1.0000\n",
      "Epoch 746/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2034 - accuracy: 0.9364\n",
      "Epoch 746: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2034 - accuracy: 0.9364 - val_loss: 0.0292 - val_accuracy: 1.0000\n",
      "Epoch 747/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2608 - accuracy: 0.9182\n",
      "Epoch 747: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2608 - accuracy: 0.9182 - val_loss: 0.0291 - val_accuracy: 1.0000\n",
      "Epoch 748/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2544 - accuracy: 0.9182\n",
      "Epoch 748: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2544 - accuracy: 0.9182 - val_loss: 0.0291 - val_accuracy: 1.0000\n",
      "Epoch 749/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1755 - accuracy: 0.9545\n",
      "Epoch 749: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1755 - accuracy: 0.9545 - val_loss: 0.0289 - val_accuracy: 1.0000\n",
      "Epoch 750/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2256 - accuracy: 0.9091\n",
      "Epoch 750: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.2256 - accuracy: 0.9091 - val_loss: 0.0288 - val_accuracy: 1.0000\n",
      "Epoch 751/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2237 - accuracy: 0.9273\n",
      "Epoch 751: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2237 - accuracy: 0.9273 - val_loss: 0.0285 - val_accuracy: 1.0000\n",
      "Epoch 752/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2428 - accuracy: 0.9000\n",
      "Epoch 752: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2428 - accuracy: 0.9000 - val_loss: 0.0284 - val_accuracy: 1.0000\n",
      "Epoch 753/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1978 - accuracy: 0.9455\n",
      "Epoch 753: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.1978 - accuracy: 0.9455 - val_loss: 0.0283 - val_accuracy: 1.0000\n",
      "Epoch 754/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2090 - accuracy: 0.9182\n",
      "Epoch 754: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2090 - accuracy: 0.9182 - val_loss: 0.0282 - val_accuracy: 1.0000\n",
      "Epoch 755/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2390 - accuracy: 0.9000\n",
      "Epoch 755: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2390 - accuracy: 0.9000 - val_loss: 0.0281 - val_accuracy: 1.0000\n",
      "Epoch 756/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2848 - accuracy: 0.8818\n",
      "Epoch 756: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2848 - accuracy: 0.8818 - val_loss: 0.0282 - val_accuracy: 1.0000\n",
      "Epoch 757/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2975 - accuracy: 0.9273\n",
      "Epoch 757: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2975 - accuracy: 0.9273 - val_loss: 0.0282 - val_accuracy: 1.0000\n",
      "Epoch 758/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2606 - accuracy: 0.9091\n",
      "Epoch 758: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2606 - accuracy: 0.9091 - val_loss: 0.0281 - val_accuracy: 1.0000\n",
      "Epoch 759/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1684 - accuracy: 0.9364\n",
      "Epoch 759: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1684 - accuracy: 0.9364 - val_loss: 0.0281 - val_accuracy: 1.0000\n",
      "Epoch 760/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2194 - accuracy: 0.9182\n",
      "Epoch 760: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.2194 - accuracy: 0.9182 - val_loss: 0.0281 - val_accuracy: 1.0000\n",
      "Epoch 761/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1870 - accuracy: 0.9182\n",
      "Epoch 761: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.1870 - accuracy: 0.9182 - val_loss: 0.0280 - val_accuracy: 1.0000\n",
      "Epoch 762/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2203 - accuracy: 0.9273\n",
      "Epoch 762: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2203 - accuracy: 0.9273 - val_loss: 0.0280 - val_accuracy: 1.0000\n",
      "Epoch 763/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2304 - accuracy: 0.9364\n",
      "Epoch 763: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2304 - accuracy: 0.9364 - val_loss: 0.0278 - val_accuracy: 1.0000\n",
      "Epoch 764/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2762 - accuracy: 0.9091\n",
      "Epoch 764: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2762 - accuracy: 0.9091 - val_loss: 0.0277 - val_accuracy: 1.0000\n",
      "Epoch 765/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1788 - accuracy: 0.9364\n",
      "Epoch 765: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.1788 - accuracy: 0.9364 - val_loss: 0.0275 - val_accuracy: 1.0000\n",
      "Epoch 766/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2682 - accuracy: 0.9091\n",
      "Epoch 766: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 67ms/step - loss: 0.2682 - accuracy: 0.9091 - val_loss: 0.0275 - val_accuracy: 1.0000\n",
      "Epoch 767/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2614 - accuracy: 0.9273\n",
      "Epoch 767: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 56ms/step - loss: 0.2614 - accuracy: 0.9273 - val_loss: 0.0275 - val_accuracy: 1.0000\n",
      "Epoch 768/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1755 - accuracy: 0.9545\n",
      "Epoch 768: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.1755 - accuracy: 0.9545 - val_loss: 0.0276 - val_accuracy: 1.0000\n",
      "Epoch 769/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2049 - accuracy: 0.9545\n",
      "Epoch 769: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2049 - accuracy: 0.9545 - val_loss: 0.0276 - val_accuracy: 1.0000\n",
      "Epoch 770/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1752 - accuracy: 0.9727\n",
      "Epoch 770: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 57ms/step - loss: 0.1752 - accuracy: 0.9727 - val_loss: 0.0275 - val_accuracy: 1.0000\n",
      "Epoch 771/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3145 - accuracy: 0.9000\n",
      "Epoch 771: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.3145 - accuracy: 0.9000 - val_loss: 0.0274 - val_accuracy: 1.0000\n",
      "Epoch 772/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2603 - accuracy: 0.8909\n",
      "Epoch 772: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2603 - accuracy: 0.8909 - val_loss: 0.0274 - val_accuracy: 1.0000\n",
      "Epoch 773/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2425 - accuracy: 0.9364\n",
      "Epoch 773: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2425 - accuracy: 0.9364 - val_loss: 0.0274 - val_accuracy: 1.0000\n",
      "Epoch 774/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1868 - accuracy: 0.9545\n",
      "Epoch 774: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1868 - accuracy: 0.9545 - val_loss: 0.0274 - val_accuracy: 1.0000\n",
      "Epoch 775/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2031 - accuracy: 0.9364\n",
      "Epoch 775: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2031 - accuracy: 0.9364 - val_loss: 0.0273 - val_accuracy: 1.0000\n",
      "Epoch 776/1000\n",
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      "Epoch 776: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2064 - accuracy: 0.9182 - val_loss: 0.0272 - val_accuracy: 1.0000\n",
      "Epoch 777/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2922 - accuracy: 0.9091\n",
      "Epoch 777: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2922 - accuracy: 0.9091 - val_loss: 0.0271 - val_accuracy: 1.0000\n",
      "Epoch 778/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2869 - accuracy: 0.9000\n",
      "Epoch 778: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2869 - accuracy: 0.9000 - val_loss: 0.0269 - val_accuracy: 1.0000\n",
      "Epoch 779/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2015 - accuracy: 0.9364\n",
      "Epoch 779: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2015 - accuracy: 0.9364 - val_loss: 0.0268 - val_accuracy: 1.0000\n",
      "Epoch 780/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2134 - accuracy: 0.9545\n",
      "Epoch 780: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2134 - accuracy: 0.9545 - val_loss: 0.0266 - val_accuracy: 1.0000\n",
      "Epoch 781/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2536 - accuracy: 0.9182\n",
      "Epoch 781: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2536 - accuracy: 0.9182 - val_loss: 0.0264 - val_accuracy: 1.0000\n",
      "Epoch 782/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2861 - accuracy: 0.9091\n",
      "Epoch 782: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2861 - accuracy: 0.9091 - val_loss: 0.0263 - val_accuracy: 1.0000\n",
      "Epoch 783/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2494 - accuracy: 0.8909\n",
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      "1/1 [==============================] - 0s 51ms/step - loss: 0.2494 - accuracy: 0.8909 - val_loss: 0.0262 - val_accuracy: 1.0000\n",
      "Epoch 784/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2326 - accuracy: 0.9182\n",
      "Epoch 784: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.2326 - accuracy: 0.9182 - val_loss: 0.0261 - val_accuracy: 1.0000\n",
      "Epoch 785/1000\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2094 - accuracy: 0.9273\n",
      "Epoch 785: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
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      "Epoch 786/1000\n",
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      "Epoch 786: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2108 - accuracy: 0.9455 - val_loss: 0.0259 - val_accuracy: 1.0000\n",
      "Epoch 787/1000\n",
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      "Epoch 787: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.2487 - accuracy: 0.9273 - val_loss: 0.0258 - val_accuracy: 1.0000\n",
      "Epoch 788/1000\n",
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      "Epoch 788: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2542 - accuracy: 0.9091 - val_loss: 0.0258 - val_accuracy: 1.0000\n",
      "Epoch 789/1000\n",
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      "Epoch 789: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1716 - accuracy: 0.9545 - val_loss: 0.0258 - val_accuracy: 1.0000\n",
      "Epoch 790/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2229 - accuracy: 0.9182\n",
      "Epoch 790: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.2229 - accuracy: 0.9182 - val_loss: 0.0258 - val_accuracy: 1.0000\n",
      "Epoch 791/1000\n",
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      "Epoch 791: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.2555 - accuracy: 0.9273 - val_loss: 0.0258 - val_accuracy: 1.0000\n",
      "Epoch 792/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2250 - accuracy: 0.9182\n",
      "Epoch 792: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2250 - accuracy: 0.9182 - val_loss: 0.0257 - val_accuracy: 1.0000\n",
      "Epoch 793/1000\n",
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      "Epoch 793: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2503 - accuracy: 0.9000 - val_loss: 0.0257 - val_accuracy: 1.0000\n",
      "Epoch 794/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2561 - accuracy: 0.9182\n",
      "Epoch 794: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2561 - accuracy: 0.9182 - val_loss: 0.0256 - val_accuracy: 1.0000\n",
      "Epoch 795/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2778 - accuracy: 0.9000\n",
      "Epoch 795: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2778 - accuracy: 0.9000 - val_loss: 0.0254 - val_accuracy: 1.0000\n",
      "Epoch 796/1000\n",
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      "Epoch 796: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.2101 - accuracy: 0.9091 - val_loss: 0.0252 - val_accuracy: 1.0000\n",
      "Epoch 797/1000\n",
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      "Epoch 797: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.1850 - accuracy: 0.9364 - val_loss: 0.0250 - val_accuracy: 1.0000\n",
      "Epoch 798/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2008 - accuracy: 0.9273\n",
      "Epoch 798: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2008 - accuracy: 0.9273 - val_loss: 0.0247 - val_accuracy: 1.0000\n",
      "Epoch 799/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2802 - accuracy: 0.8909\n",
      "Epoch 799: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.2802 - accuracy: 0.8909 - val_loss: 0.0245 - val_accuracy: 1.0000\n",
      "Epoch 800/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2543 - accuracy: 0.9182\n",
      "Epoch 800: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.2543 - accuracy: 0.9182 - val_loss: 0.0242 - val_accuracy: 1.0000\n",
      "Epoch 801/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2180 - accuracy: 0.9182\n",
      "Epoch 801: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2180 - accuracy: 0.9182 - val_loss: 0.0241 - val_accuracy: 1.0000\n",
      "Epoch 802/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1977 - accuracy: 0.9273\n",
      "Epoch 802: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1977 - accuracy: 0.9273 - val_loss: 0.0240 - val_accuracy: 1.0000\n",
      "Epoch 803/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2057 - accuracy: 0.9273\n",
      "Epoch 803: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.2057 - accuracy: 0.9273 - val_loss: 0.0238 - val_accuracy: 1.0000\n",
      "Epoch 804/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2010 - accuracy: 0.9455\n",
      "Epoch 804: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.2010 - accuracy: 0.9455 - val_loss: 0.0236 - val_accuracy: 1.0000\n",
      "Epoch 805/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2965 - accuracy: 0.8818\n",
      "Epoch 805: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2965 - accuracy: 0.8818 - val_loss: 0.0234 - val_accuracy: 1.0000\n",
      "Epoch 806/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2490 - accuracy: 0.9273\n",
      "Epoch 806: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2490 - accuracy: 0.9273 - val_loss: 0.0233 - val_accuracy: 1.0000\n",
      "Epoch 807/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2050 - accuracy: 0.9364\n",
      "Epoch 807: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2050 - accuracy: 0.9364 - val_loss: 0.0232 - val_accuracy: 1.0000\n",
      "Epoch 808/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2303 - accuracy: 0.9091\n",
      "Epoch 808: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 62ms/step - loss: 0.2303 - accuracy: 0.9091 - val_loss: 0.0232 - val_accuracy: 1.0000\n",
      "Epoch 809/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1695 - accuracy: 0.9455\n",
      "Epoch 809: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 56ms/step - loss: 0.1695 - accuracy: 0.9455 - val_loss: 0.0231 - val_accuracy: 1.0000\n",
      "Epoch 810/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2032 - accuracy: 0.9182\n",
      "Epoch 810: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 59ms/step - loss: 0.2032 - accuracy: 0.9182 - val_loss: 0.0231 - val_accuracy: 1.0000\n",
      "Epoch 811/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2562 - accuracy: 0.9000\n",
      "Epoch 811: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 58ms/step - loss: 0.2562 - accuracy: 0.9000 - val_loss: 0.0230 - val_accuracy: 1.0000\n",
      "Epoch 812/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2104 - accuracy: 0.9182\n",
      "Epoch 812: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2104 - accuracy: 0.9182 - val_loss: 0.0230 - val_accuracy: 1.0000\n",
      "Epoch 813/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2006 - accuracy: 0.9364\n",
      "Epoch 813: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2006 - accuracy: 0.9364 - val_loss: 0.0229 - val_accuracy: 1.0000\n",
      "Epoch 814/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2283 - accuracy: 0.9182\n",
      "Epoch 814: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2283 - accuracy: 0.9182 - val_loss: 0.0229 - val_accuracy: 1.0000\n",
      "Epoch 815/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1628 - accuracy: 0.9727\n",
      "Epoch 815: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1628 - accuracy: 0.9727 - val_loss: 0.0228 - val_accuracy: 1.0000\n",
      "Epoch 816/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2485 - accuracy: 0.9182\n",
      "Epoch 816: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2485 - accuracy: 0.9182 - val_loss: 0.0228 - val_accuracy: 1.0000\n",
      "Epoch 817/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2454 - accuracy: 0.9364\n",
      "Epoch 817: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2454 - accuracy: 0.9364 - val_loss: 0.0228 - val_accuracy: 1.0000\n",
      "Epoch 818/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1853 - accuracy: 0.9455\n",
      "Epoch 818: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1853 - accuracy: 0.9455 - val_loss: 0.0227 - val_accuracy: 1.0000\n",
      "Epoch 819/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1932 - accuracy: 0.9545\n",
      "Epoch 819: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1932 - accuracy: 0.9545 - val_loss: 0.0226 - val_accuracy: 1.0000\n",
      "Epoch 820/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1986 - accuracy: 0.9273\n",
      "Epoch 820: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1986 - accuracy: 0.9273 - val_loss: 0.0223 - val_accuracy: 1.0000\n",
      "Epoch 821/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2139 - accuracy: 0.9273\n",
      "Epoch 821: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2139 - accuracy: 0.9273 - val_loss: 0.0221 - val_accuracy: 1.0000\n",
      "Epoch 822/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1684 - accuracy: 0.9545\n",
      "Epoch 822: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1684 - accuracy: 0.9545 - val_loss: 0.0219 - val_accuracy: 1.0000\n",
      "Epoch 823/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2213 - accuracy: 0.9000\n",
      "Epoch 823: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2213 - accuracy: 0.9000 - val_loss: 0.0218 - val_accuracy: 1.0000\n",
      "Epoch 824/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1633 - accuracy: 0.9636\n",
      "Epoch 824: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1633 - accuracy: 0.9636 - val_loss: 0.0217 - val_accuracy: 1.0000\n",
      "Epoch 825/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1757 - accuracy: 0.9364\n",
      "Epoch 825: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1757 - accuracy: 0.9364 - val_loss: 0.0216 - val_accuracy: 1.0000\n",
      "Epoch 826/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2006 - accuracy: 0.9364\n",
      "Epoch 826: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2006 - accuracy: 0.9364 - val_loss: 0.0215 - val_accuracy: 1.0000\n",
      "Epoch 827/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2637 - accuracy: 0.9182\n",
      "Epoch 827: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2637 - accuracy: 0.9182 - val_loss: 0.0215 - val_accuracy: 1.0000\n",
      "Epoch 828/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2480 - accuracy: 0.8818\n",
      "Epoch 828: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2480 - accuracy: 0.8818 - val_loss: 0.0214 - val_accuracy: 1.0000\n",
      "Epoch 829/1000\n",
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      "Epoch 829: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1769 - accuracy: 0.9545 - val_loss: 0.0213 - val_accuracy: 1.0000\n",
      "Epoch 830/1000\n",
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      "Epoch 830: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.1924 - accuracy: 0.9182 - val_loss: 0.0212 - val_accuracy: 1.0000\n",
      "Epoch 831/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1732 - accuracy: 0.9545\n",
      "Epoch 831: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.1732 - accuracy: 0.9545 - val_loss: 0.0210 - val_accuracy: 1.0000\n",
      "Epoch 832/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1934 - accuracy: 0.9273\n",
      "Epoch 832: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.1934 - accuracy: 0.9273 - val_loss: 0.0207 - val_accuracy: 1.0000\n",
      "Epoch 833/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1417 - accuracy: 0.9545\n",
      "Epoch 833: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.1417 - accuracy: 0.9545 - val_loss: 0.0205 - val_accuracy: 1.0000\n",
      "Epoch 834/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2481 - accuracy: 0.8909\n",
      "Epoch 834: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2481 - accuracy: 0.8909 - val_loss: 0.0203 - val_accuracy: 1.0000\n",
      "Epoch 835/1000\n",
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      "Epoch 835: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2473 - accuracy: 0.9273 - val_loss: 0.0201 - val_accuracy: 1.0000\n",
      "Epoch 836/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2748 - accuracy: 0.9273\n",
      "Epoch 836: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2748 - accuracy: 0.9273 - val_loss: 0.0200 - val_accuracy: 1.0000\n",
      "Epoch 837/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2860 - accuracy: 0.9182\n",
      "Epoch 837: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2860 - accuracy: 0.9182 - val_loss: 0.0199 - val_accuracy: 1.0000\n",
      "Epoch 838/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2186 - accuracy: 0.9273\n",
      "Epoch 838: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.2186 - accuracy: 0.9273 - val_loss: 0.0198 - val_accuracy: 1.0000\n",
      "Epoch 839/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.1809 - accuracy: 0.9182\n",
      "Epoch 839: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1809 - accuracy: 0.9182 - val_loss: 0.0198 - val_accuracy: 1.0000\n",
      "Epoch 840/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1968 - accuracy: 0.9455\n",
      "Epoch 840: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1968 - accuracy: 0.9455 - val_loss: 0.0197 - val_accuracy: 1.0000\n",
      "Epoch 841/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1543 - accuracy: 0.9455\n",
      "Epoch 841: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1543 - accuracy: 0.9455 - val_loss: 0.0197 - val_accuracy: 1.0000\n",
      "Epoch 842/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1902 - accuracy: 0.9273\n",
      "Epoch 842: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.1902 - accuracy: 0.9273 - val_loss: 0.0196 - val_accuracy: 1.0000\n",
      "Epoch 843/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2629 - accuracy: 0.8727\n",
      "Epoch 843: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2629 - accuracy: 0.8727 - val_loss: 0.0196 - val_accuracy: 1.0000\n",
      "Epoch 844/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3205 - accuracy: 0.8818\n",
      "Epoch 844: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.3205 - accuracy: 0.8818 - val_loss: 0.0197 - val_accuracy: 1.0000\n",
      "Epoch 845/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2529 - accuracy: 0.9182\n",
      "Epoch 845: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2529 - accuracy: 0.9182 - val_loss: 0.0197 - val_accuracy: 1.0000\n",
      "Epoch 846/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1952 - accuracy: 0.9636\n",
      "Epoch 846: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1952 - accuracy: 0.9636 - val_loss: 0.0197 - val_accuracy: 1.0000\n",
      "Epoch 847/1000\n",
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      "Epoch 847: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1875 - accuracy: 0.9182 - val_loss: 0.0196 - val_accuracy: 1.0000\n",
      "Epoch 848/1000\n",
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      "Epoch 848: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.1804 - accuracy: 0.9545 - val_loss: 0.0197 - val_accuracy: 1.0000\n",
      "Epoch 849/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1826 - accuracy: 0.9364\n",
      "Epoch 849: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.1826 - accuracy: 0.9364 - val_loss: 0.0197 - val_accuracy: 1.0000\n",
      "Epoch 850/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1951 - accuracy: 0.9273\n",
      "Epoch 850: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1951 - accuracy: 0.9273 - val_loss: 0.0196 - val_accuracy: 1.0000\n",
      "Epoch 851/1000\n",
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      "Epoch 851: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.1991 - accuracy: 0.9273 - val_loss: 0.0195 - val_accuracy: 1.0000\n",
      "Epoch 852/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1767 - accuracy: 0.9545\n",
      "Epoch 852: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.1767 - accuracy: 0.9545 - val_loss: 0.0195 - val_accuracy: 1.0000\n",
      "Epoch 853/1000\n",
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      "Epoch 853: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.2061 - accuracy: 0.9364 - val_loss: 0.0194 - val_accuracy: 1.0000\n",
      "Epoch 854/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2786 - accuracy: 0.8818\n",
      "Epoch 854: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2786 - accuracy: 0.8818 - val_loss: 0.0194 - val_accuracy: 1.0000\n",
      "Epoch 855/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2830 - accuracy: 0.9091\n",
      "Epoch 855: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2830 - accuracy: 0.9091 - val_loss: 0.0192 - val_accuracy: 1.0000\n",
      "Epoch 856/1000\n",
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      "Epoch 856: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1660 - accuracy: 0.9273 - val_loss: 0.0191 - val_accuracy: 1.0000\n",
      "Epoch 857/1000\n",
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      "Epoch 857: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2638 - accuracy: 0.9000 - val_loss: 0.0190 - val_accuracy: 1.0000\n",
      "Epoch 858/1000\n",
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      "Epoch 858: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2150 - accuracy: 0.9273 - val_loss: 0.0189 - val_accuracy: 1.0000\n",
      "Epoch 859/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2538 - accuracy: 0.9091\n",
      "Epoch 859: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.2538 - accuracy: 0.9091 - val_loss: 0.0188 - val_accuracy: 1.0000\n",
      "Epoch 860/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2456 - accuracy: 0.9091\n",
      "Epoch 860: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2456 - accuracy: 0.9091 - val_loss: 0.0187 - val_accuracy: 1.0000\n",
      "Epoch 861/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2028 - accuracy: 0.9273\n",
      "Epoch 861: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2028 - accuracy: 0.9273 - val_loss: 0.0187 - val_accuracy: 1.0000\n",
      "Epoch 862/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2114 - accuracy: 0.9182\n",
      "Epoch 862: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2114 - accuracy: 0.9182 - val_loss: 0.0187 - val_accuracy: 1.0000\n",
      "Epoch 863/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2339 - accuracy: 0.9273\n",
      "Epoch 863: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2339 - accuracy: 0.9273 - val_loss: 0.0186 - val_accuracy: 1.0000\n",
      "Epoch 864/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1413 - accuracy: 0.9727\n",
      "Epoch 864: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1413 - accuracy: 0.9727 - val_loss: 0.0186 - val_accuracy: 1.0000\n",
      "Epoch 865/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1310 - accuracy: 0.9636\n",
      "Epoch 865: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.1310 - accuracy: 0.9636 - val_loss: 0.0186 - val_accuracy: 1.0000\n",
      "Epoch 866/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.2669 - accuracy: 0.8909\n",
      "Epoch 866: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2669 - accuracy: 0.8909 - val_loss: 0.0185 - val_accuracy: 1.0000\n",
      "Epoch 867/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2136 - accuracy: 0.9182\n",
      "Epoch 867: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.2136 - accuracy: 0.9182 - val_loss: 0.0184 - val_accuracy: 1.0000\n",
      "Epoch 868/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2469 - accuracy: 0.9364\n",
      "Epoch 868: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.2469 - accuracy: 0.9364 - val_loss: 0.0184 - val_accuracy: 1.0000\n",
      "Epoch 869/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1838 - accuracy: 0.9364\n",
      "Epoch 869: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.1838 - accuracy: 0.9364 - val_loss: 0.0184 - val_accuracy: 1.0000\n",
      "Epoch 870/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1732 - accuracy: 0.9455\n",
      "Epoch 870: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.1732 - accuracy: 0.9455 - val_loss: 0.0183 - val_accuracy: 1.0000\n",
      "Epoch 871/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1587 - accuracy: 0.9545\n",
      "Epoch 871: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.1587 - accuracy: 0.9545 - val_loss: 0.0183 - val_accuracy: 1.0000\n",
      "Epoch 872/1000\n",
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      "Epoch 872: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1468 - accuracy: 0.9818 - val_loss: 0.0183 - val_accuracy: 1.0000\n",
      "Epoch 873/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1200 - accuracy: 0.9727\n",
      "Epoch 873: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1200 - accuracy: 0.9727 - val_loss: 0.0183 - val_accuracy: 1.0000\n",
      "Epoch 874/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1951 - accuracy: 0.9364\n",
      "Epoch 874: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1951 - accuracy: 0.9364 - val_loss: 0.0183 - val_accuracy: 1.0000\n",
      "Epoch 875/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1992 - accuracy: 0.9273\n",
      "Epoch 875: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1992 - accuracy: 0.9273 - val_loss: 0.0183 - val_accuracy: 1.0000\n",
      "Epoch 876/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2871 - accuracy: 0.8727\n",
      "Epoch 876: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.2871 - accuracy: 0.8727 - val_loss: 0.0184 - val_accuracy: 1.0000\n",
      "Epoch 877/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1856 - accuracy: 0.9364\n",
      "Epoch 877: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.1856 - accuracy: 0.9364 - val_loss: 0.0185 - val_accuracy: 1.0000\n",
      "Epoch 878/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.3139 - accuracy: 0.8818\n",
      "Epoch 878: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 57ms/step - loss: 0.3139 - accuracy: 0.8818 - val_loss: 0.0187 - val_accuracy: 1.0000\n",
      "Epoch 879/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2283 - accuracy: 0.9455\n",
      "Epoch 879: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2283 - accuracy: 0.9455 - val_loss: 0.0189 - val_accuracy: 1.0000\n",
      "Epoch 880/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2559 - accuracy: 0.9364\n",
      "Epoch 880: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.2559 - accuracy: 0.9364 - val_loss: 0.0191 - val_accuracy: 1.0000\n",
      "Epoch 881/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2047 - accuracy: 0.9273\n",
      "Epoch 881: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.2047 - accuracy: 0.9273 - val_loss: 0.0192 - val_accuracy: 1.0000\n",
      "Epoch 882/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2080 - accuracy: 0.9091\n",
      "Epoch 882: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.2080 - accuracy: 0.9091 - val_loss: 0.0192 - val_accuracy: 1.0000\n",
      "Epoch 883/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1849 - accuracy: 0.9455\n",
      "Epoch 883: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.1849 - accuracy: 0.9455 - val_loss: 0.0192 - val_accuracy: 1.0000\n",
      "Epoch 884/1000\n",
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      "Epoch 884: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2668 - accuracy: 0.9000 - val_loss: 0.0192 - val_accuracy: 1.0000\n",
      "Epoch 885/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1677 - accuracy: 0.9545\n",
      "Epoch 885: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.1677 - accuracy: 0.9545 - val_loss: 0.0191 - val_accuracy: 1.0000\n",
      "Epoch 886/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1611 - accuracy: 0.9545\n",
      "Epoch 886: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 51ms/step - loss: 0.1611 - accuracy: 0.9545 - val_loss: 0.0191 - val_accuracy: 1.0000\n",
      "Epoch 887/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1909 - accuracy: 0.9455\n",
      "Epoch 887: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.1909 - accuracy: 0.9455 - val_loss: 0.0190 - val_accuracy: 1.0000\n",
      "Epoch 888/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2436 - accuracy: 0.9091\n",
      "Epoch 888: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2436 - accuracy: 0.9091 - val_loss: 0.0189 - val_accuracy: 1.0000\n",
      "Epoch 889/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2236 - accuracy: 0.9091\n",
      "Epoch 889: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2236 - accuracy: 0.9091 - val_loss: 0.0187 - val_accuracy: 1.0000\n",
      "Epoch 890/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2132 - accuracy: 0.9364\n",
      "Epoch 890: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2132 - accuracy: 0.9364 - val_loss: 0.0186 - val_accuracy: 1.0000\n",
      "Epoch 891/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1717 - accuracy: 0.9545\n",
      "Epoch 891: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1717 - accuracy: 0.9545 - val_loss: 0.0185 - val_accuracy: 1.0000\n",
      "Epoch 892/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1354 - accuracy: 0.9636\n",
      "Epoch 892: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1354 - accuracy: 0.9636 - val_loss: 0.0183 - val_accuracy: 1.0000\n",
      "Epoch 893/1000\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.1223 - accuracy: 0.9545\n",
      "Epoch 893: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.1223 - accuracy: 0.9545 - val_loss: 0.0182 - val_accuracy: 1.0000\n",
      "Epoch 894/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1884 - accuracy: 0.9545\n",
      "Epoch 894: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.1884 - accuracy: 0.9545 - val_loss: 0.0180 - val_accuracy: 1.0000\n",
      "Epoch 895/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2139 - accuracy: 0.9364\n",
      "Epoch 895: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 54ms/step - loss: 0.2139 - accuracy: 0.9364 - val_loss: 0.0179 - val_accuracy: 1.0000\n",
      "Epoch 896/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2295 - accuracy: 0.9091\n",
      "Epoch 896: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2295 - accuracy: 0.9091 - val_loss: 0.0178 - val_accuracy: 1.0000\n",
      "Epoch 897/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1945 - accuracy: 0.9455\n",
      "Epoch 897: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1945 - accuracy: 0.9455 - val_loss: 0.0177 - val_accuracy: 1.0000\n",
      "Epoch 898/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1651 - accuracy: 0.9545\n",
      "Epoch 898: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1651 - accuracy: 0.9545 - val_loss: 0.0177 - val_accuracy: 1.0000\n",
      "Epoch 899/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1800 - accuracy: 0.9455\n",
      "Epoch 899: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 43ms/step - loss: 0.1800 - accuracy: 0.9455 - val_loss: 0.0177 - val_accuracy: 1.0000\n",
      "Epoch 900/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1462 - accuracy: 0.9727\n",
      "Epoch 900: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1462 - accuracy: 0.9727 - val_loss: 0.0177 - val_accuracy: 1.0000\n",
      "Epoch 901/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2258 - accuracy: 0.9364\n",
      "Epoch 901: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2258 - accuracy: 0.9364 - val_loss: 0.0177 - val_accuracy: 1.0000\n",
      "Epoch 902/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1949 - accuracy: 0.9455\n",
      "Epoch 902: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 56ms/step - loss: 0.1949 - accuracy: 0.9455 - val_loss: 0.0177 - val_accuracy: 1.0000\n",
      "Epoch 903/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1809 - accuracy: 0.9273\n",
      "Epoch 903: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.1809 - accuracy: 0.9273 - val_loss: 0.0176 - val_accuracy: 1.0000\n",
      "Epoch 904/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1997 - accuracy: 0.9273\n",
      "Epoch 904: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 56ms/step - loss: 0.1997 - accuracy: 0.9273 - val_loss: 0.0176 - val_accuracy: 1.0000\n",
      "Epoch 905/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1378 - accuracy: 0.9727\n",
      "Epoch 905: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.1378 - accuracy: 0.9727 - val_loss: 0.0176 - val_accuracy: 1.0000\n",
      "Epoch 906/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1791 - accuracy: 0.9273\n",
      "Epoch 906: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.1791 - accuracy: 0.9273 - val_loss: 0.0175 - val_accuracy: 1.0000\n",
      "Epoch 907/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1845 - accuracy: 0.9455\n",
      "Epoch 907: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1845 - accuracy: 0.9455 - val_loss: 0.0174 - val_accuracy: 1.0000\n",
      "Epoch 908/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1848 - accuracy: 0.9545\n",
      "Epoch 908: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.1848 - accuracy: 0.9545 - val_loss: 0.0173 - val_accuracy: 1.0000\n",
      "Epoch 909/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2171 - accuracy: 0.9364\n",
      "Epoch 909: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2171 - accuracy: 0.9364 - val_loss: 0.0173 - val_accuracy: 1.0000\n",
      "Epoch 910/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1873 - accuracy: 0.9455\n",
      "Epoch 910: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1873 - accuracy: 0.9455 - val_loss: 0.0172 - val_accuracy: 1.0000\n",
      "Epoch 911/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1920 - accuracy: 0.9545\n",
      "Epoch 911: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.1920 - accuracy: 0.9545 - val_loss: 0.0172 - val_accuracy: 1.0000\n",
      "Epoch 912/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2154 - accuracy: 0.9364\n",
      "Epoch 912: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2154 - accuracy: 0.9364 - val_loss: 0.0171 - val_accuracy: 1.0000\n",
      "Epoch 913/1000\n",
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      "Epoch 913: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1848 - accuracy: 0.9273 - val_loss: 0.0171 - val_accuracy: 1.0000\n",
      "Epoch 914/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1376 - accuracy: 0.9727\n",
      "Epoch 914: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1376 - accuracy: 0.9727 - val_loss: 0.0170 - val_accuracy: 1.0000\n",
      "Epoch 915/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1818 - accuracy: 0.9545\n",
      "Epoch 915: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.1818 - accuracy: 0.9545 - val_loss: 0.0170 - val_accuracy: 1.0000\n",
      "Epoch 916/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1915 - accuracy: 0.9455\n",
      "Epoch 916: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.1915 - accuracy: 0.9455 - val_loss: 0.0169 - val_accuracy: 1.0000\n",
      "Epoch 917/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2494 - accuracy: 0.9000\n",
      "Epoch 917: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2494 - accuracy: 0.9000 - val_loss: 0.0168 - val_accuracy: 1.0000\n",
      "Epoch 918/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1678 - accuracy: 0.9364\n",
      "Epoch 918: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.1678 - accuracy: 0.9364 - val_loss: 0.0167 - val_accuracy: 1.0000\n",
      "Epoch 919/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2969 - accuracy: 0.9182\n",
      "Epoch 919: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2969 - accuracy: 0.9182 - val_loss: 0.0167 - val_accuracy: 1.0000\n",
      "Epoch 920/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.1943 - accuracy: 0.9364\n",
      "Epoch 920: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1943 - accuracy: 0.9364 - val_loss: 0.0167 - val_accuracy: 1.0000\n",
      "Epoch 921/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1916 - accuracy: 0.9545\n",
      "Epoch 921: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1916 - accuracy: 0.9545 - val_loss: 0.0168 - val_accuracy: 1.0000\n",
      "Epoch 922/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1598 - accuracy: 0.9455\n",
      "Epoch 922: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1598 - accuracy: 0.9455 - val_loss: 0.0168 - val_accuracy: 1.0000\n",
      "Epoch 923/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1418 - accuracy: 0.9818\n",
      "Epoch 923: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1418 - accuracy: 0.9818 - val_loss: 0.0169 - val_accuracy: 1.0000\n",
      "Epoch 924/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1708 - accuracy: 0.9545\n",
      "Epoch 924: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1708 - accuracy: 0.9545 - val_loss: 0.0169 - val_accuracy: 1.0000\n",
      "Epoch 925/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2023 - accuracy: 0.9455\n",
      "Epoch 925: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2023 - accuracy: 0.9455 - val_loss: 0.0170 - val_accuracy: 1.0000\n",
      "Epoch 926/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1690 - accuracy: 0.9455\n",
      "Epoch 926: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.1690 - accuracy: 0.9455 - val_loss: 0.0170 - val_accuracy: 1.0000\n",
      "Epoch 927/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1263 - accuracy: 0.9545\n",
      "Epoch 927: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1263 - accuracy: 0.9545 - val_loss: 0.0171 - val_accuracy: 1.0000\n",
      "Epoch 928/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2185 - accuracy: 0.8909\n",
      "Epoch 928: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2185 - accuracy: 0.8909 - val_loss: 0.0172 - val_accuracy: 1.0000\n",
      "Epoch 929/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1951 - accuracy: 0.9182\n",
      "Epoch 929: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1951 - accuracy: 0.9182 - val_loss: 0.0171 - val_accuracy: 1.0000\n",
      "Epoch 930/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1918 - accuracy: 0.9545\n",
      "Epoch 930: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1918 - accuracy: 0.9545 - val_loss: 0.0171 - val_accuracy: 1.0000\n",
      "Epoch 931/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1735 - accuracy: 0.9273\n",
      "Epoch 931: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1735 - accuracy: 0.9273 - val_loss: 0.0171 - val_accuracy: 1.0000\n",
      "Epoch 932/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2125 - accuracy: 0.9273\n",
      "Epoch 932: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2125 - accuracy: 0.9273 - val_loss: 0.0170 - val_accuracy: 1.0000\n",
      "Epoch 933/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2067 - accuracy: 0.9182\n",
      "Epoch 933: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2067 - accuracy: 0.9182 - val_loss: 0.0169 - val_accuracy: 1.0000\n",
      "Epoch 934/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2098 - accuracy: 0.9091\n",
      "Epoch 934: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2098 - accuracy: 0.9091 - val_loss: 0.0169 - val_accuracy: 1.0000\n",
      "Epoch 935/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2428 - accuracy: 0.9182\n",
      "Epoch 935: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2428 - accuracy: 0.9182 - val_loss: 0.0168 - val_accuracy: 1.0000\n",
      "Epoch 936/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2004 - accuracy: 0.9364\n",
      "Epoch 936: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2004 - accuracy: 0.9364 - val_loss: 0.0167 - val_accuracy: 1.0000\n",
      "Epoch 937/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2367 - accuracy: 0.9182\n",
      "Epoch 937: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2367 - accuracy: 0.9182 - val_loss: 0.0166 - val_accuracy: 1.0000\n",
      "Epoch 938/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2965 - accuracy: 0.8818\n",
      "Epoch 938: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2965 - accuracy: 0.8818 - val_loss: 0.0165 - val_accuracy: 1.0000\n",
      "Epoch 939/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2531 - accuracy: 0.8909\n",
      "Epoch 939: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2531 - accuracy: 0.8909 - val_loss: 0.0164 - val_accuracy: 1.0000\n",
      "Epoch 940/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2176 - accuracy: 0.9000\n",
      "Epoch 940: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.2176 - accuracy: 0.9000 - val_loss: 0.0163 - val_accuracy: 1.0000\n",
      "Epoch 941/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1702 - accuracy: 0.9545\n",
      "Epoch 941: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.1702 - accuracy: 0.9545 - val_loss: 0.0163 - val_accuracy: 1.0000\n",
      "Epoch 942/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2379 - accuracy: 0.9091\n",
      "Epoch 942: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 61ms/step - loss: 0.2379 - accuracy: 0.9091 - val_loss: 0.0163 - val_accuracy: 1.0000\n",
      "Epoch 943/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2084 - accuracy: 0.9273\n",
      "Epoch 943: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 55ms/step - loss: 0.2084 - accuracy: 0.9273 - val_loss: 0.0164 - val_accuracy: 1.0000\n",
      "Epoch 944/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1779 - accuracy: 0.9273\n",
      "Epoch 944: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1779 - accuracy: 0.9273 - val_loss: 0.0165 - val_accuracy: 1.0000\n",
      "Epoch 945/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1832 - accuracy: 0.9273\n",
      "Epoch 945: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1832 - accuracy: 0.9273 - val_loss: 0.0165 - val_accuracy: 1.0000\n",
      "Epoch 946/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2119 - accuracy: 0.9091\n",
      "Epoch 946: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2119 - accuracy: 0.9091 - val_loss: 0.0166 - val_accuracy: 1.0000\n",
      "Epoch 947/1000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.1567 - accuracy: 0.9727\n",
      "Epoch 947: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1567 - accuracy: 0.9727 - val_loss: 0.0166 - val_accuracy: 1.0000\n",
      "Epoch 948/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1696 - accuracy: 0.9545\n",
      "Epoch 948: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1696 - accuracy: 0.9545 - val_loss: 0.0165 - val_accuracy: 1.0000\n",
      "Epoch 949/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1669 - accuracy: 0.9455\n",
      "Epoch 949: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1669 - accuracy: 0.9455 - val_loss: 0.0165 - val_accuracy: 1.0000\n",
      "Epoch 950/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2081 - accuracy: 0.9455\n",
      "Epoch 950: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.2081 - accuracy: 0.9455 - val_loss: 0.0164 - val_accuracy: 1.0000\n",
      "Epoch 951/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2019 - accuracy: 0.9545\n",
      "Epoch 951: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2019 - accuracy: 0.9545 - val_loss: 0.0163 - val_accuracy: 1.0000\n",
      "Epoch 952/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1814 - accuracy: 0.9273\n",
      "Epoch 952: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.1814 - accuracy: 0.9273 - val_loss: 0.0162 - val_accuracy: 1.0000\n",
      "Epoch 953/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1826 - accuracy: 0.9455\n",
      "Epoch 953: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.1826 - accuracy: 0.9455 - val_loss: 0.0162 - val_accuracy: 1.0000\n",
      "Epoch 954/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1671 - accuracy: 0.9455\n",
      "Epoch 954: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 52ms/step - loss: 0.1671 - accuracy: 0.9455 - val_loss: 0.0161 - val_accuracy: 1.0000\n",
      "Epoch 955/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2417 - accuracy: 0.9455\n",
      "Epoch 955: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2417 - accuracy: 0.9455 - val_loss: 0.0161 - val_accuracy: 1.0000\n",
      "Epoch 956/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1844 - accuracy: 0.9545\n",
      "Epoch 956: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1844 - accuracy: 0.9545 - val_loss: 0.0160 - val_accuracy: 1.0000\n",
      "Epoch 957/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1544 - accuracy: 0.9455\n",
      "Epoch 957: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1544 - accuracy: 0.9455 - val_loss: 0.0159 - val_accuracy: 1.0000\n",
      "Epoch 958/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1877 - accuracy: 0.9273\n",
      "Epoch 958: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.1877 - accuracy: 0.9273 - val_loss: 0.0158 - val_accuracy: 1.0000\n",
      "Epoch 959/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1360 - accuracy: 0.9545\n",
      "Epoch 959: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1360 - accuracy: 0.9545 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 960/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1495 - accuracy: 0.9455\n",
      "Epoch 960: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1495 - accuracy: 0.9455 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 961/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1950 - accuracy: 0.9636\n",
      "Epoch 961: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 48ms/step - loss: 0.1950 - accuracy: 0.9636 - val_loss: 0.0156 - val_accuracy: 1.0000\n",
      "Epoch 962/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1952 - accuracy: 0.9000\n",
      "Epoch 962: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.1952 - accuracy: 0.9000 - val_loss: 0.0156 - val_accuracy: 1.0000\n",
      "Epoch 963/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1425 - accuracy: 0.9364\n",
      "Epoch 963: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1425 - accuracy: 0.9364 - val_loss: 0.0156 - val_accuracy: 1.0000\n",
      "Epoch 964/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2220 - accuracy: 0.9455\n",
      "Epoch 964: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2220 - accuracy: 0.9455 - val_loss: 0.0155 - val_accuracy: 1.0000\n",
      "Epoch 965/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2144 - accuracy: 0.9364\n",
      "Epoch 965: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2144 - accuracy: 0.9364 - val_loss: 0.0155 - val_accuracy: 1.0000\n",
      "Epoch 966/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2290 - accuracy: 0.9364\n",
      "Epoch 966: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.2290 - accuracy: 0.9364 - val_loss: 0.0155 - val_accuracy: 1.0000\n",
      "Epoch 967/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2035 - accuracy: 0.9455\n",
      "Epoch 967: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2035 - accuracy: 0.9455 - val_loss: 0.0156 - val_accuracy: 1.0000\n",
      "Epoch 968/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1803 - accuracy: 0.9364\n",
      "Epoch 968: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1803 - accuracy: 0.9364 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 969/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1390 - accuracy: 0.9636\n",
      "Epoch 969: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1390 - accuracy: 0.9636 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 970/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1947 - accuracy: 0.9273\n",
      "Epoch 970: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 47ms/step - loss: 0.1947 - accuracy: 0.9273 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 971/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2559 - accuracy: 0.9000\n",
      "Epoch 971: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 44ms/step - loss: 0.2559 - accuracy: 0.9000 - val_loss: 0.0158 - val_accuracy: 1.0000\n",
      "Epoch 972/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2473 - accuracy: 0.9273\n",
      "Epoch 972: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.2473 - accuracy: 0.9273 - val_loss: 0.0158 - val_accuracy: 1.0000\n",
      "Epoch 973/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1302 - accuracy: 0.9727\n",
      "Epoch 973: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 46ms/step - loss: 0.1302 - accuracy: 0.9727 - val_loss: 0.0158 - val_accuracy: 1.0000\n",
      "Epoch 974/1000\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "1/1 [==============================] - ETA: 0s - loss: 0.1507 - accuracy: 0.9636\n",
      "Epoch 974: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.1507 - accuracy: 0.9636 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 975/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2161 - accuracy: 0.9455\n",
      "Epoch 975: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 50ms/step - loss: 0.2161 - accuracy: 0.9455 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 976/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1936 - accuracy: 0.9545\n",
      "Epoch 976: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.1936 - accuracy: 0.9545 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 977/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2139 - accuracy: 0.9182\n",
      "Epoch 977: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 49ms/step - loss: 0.2139 - accuracy: 0.9182 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 978/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2381 - accuracy: 0.9182\n",
      "Epoch 978: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 53ms/step - loss: 0.2381 - accuracy: 0.9182 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 979/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1560 - accuracy: 0.9545\n",
      "Epoch 979: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 45ms/step - loss: 0.1560 - accuracy: 0.9545 - val_loss: 0.0157 - val_accuracy: 1.0000\n",
      "Epoch 980/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.2062 - accuracy: 0.9273\n",
      "Epoch 980: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 57ms/step - loss: 0.2062 - accuracy: 0.9273 - val_loss: 0.0156 - val_accuracy: 1.0000\n",
      "Epoch 981/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1763 - accuracy: 0.9455\n",
      "Epoch 981: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 56ms/step - loss: 0.1763 - accuracy: 0.9455 - val_loss: 0.0156 - val_accuracy: 1.0000\n",
      "Epoch 982/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1876 - accuracy: 0.9455\n",
      "Epoch 982: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 60ms/step - loss: 0.1876 - accuracy: 0.9455 - val_loss: 0.0156 - val_accuracy: 1.0000\n",
      "Epoch 983/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1850 - accuracy: 0.9455\n",
      "Epoch 983: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1850 - accuracy: 0.9455 - val_loss: 0.0156 - val_accuracy: 1.0000\n",
      "Epoch 984/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1683 - accuracy: 0.9273\n",
      "Epoch 984: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 41ms/step - loss: 0.1683 - accuracy: 0.9273 - val_loss: 0.0155 - val_accuracy: 1.0000\n",
      "Epoch 985/1000\n",
      "1/1 [==============================] - ETA: 0s - loss: 0.1949 - accuracy: 0.9091\n",
      "Epoch 985: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
      "1/1 [==============================] - 0s 42ms/step - loss: 0.1949 - accuracy: 0.9091 - val_loss: 0.0155 - val_accuracy: 1.0000\n",
      "Epoch 985: early stopping\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x2412603cf10>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(\n",
    "    X_train,\n",
    "    y_train,\n",
    "    epochs=1000,\n",
    "    batch_size=128,\n",
    "    validation_data=(X_test, y_test),\n",
    "    callbacks=[cp_callback, es_callback]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "pxvb2Y299hE3",
    "outputId": "59eb3185-2e37-4b9e-bc9d-ab1b8ac29b7f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 19ms/step - loss: 0.0155 - accuracy: 1.0000\n"
     ]
    }
   ],
   "source": [
    "# Model evaluation\n",
    "val_loss, val_acc = model.evaluate(X_test, y_test, batch_size=128)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "RBkmDeUW9hE4"
   },
   "outputs": [],
   "source": [
    "# Loading the saved model\n",
    "model = tf.keras.models.load_model(model_save_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "tFz9Tb0I9hE4",
    "outputId": "1c3b3528-54ae-4ee2-ab04-77429211cbef"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 60ms/step\n",
      "[3.2589785e-06 8.0191548e-08 1.4573960e-09 1.4429435e-03 9.9855369e-01]\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "# Inference test\n",
    "predict_result = model.predict(np.array([X_test[0]]))\n",
    "print(np.squeeze(predict_result))\n",
    "print(np.argmax(np.squeeze(predict_result)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "S3U4yNWx9hE4"
   },
   "source": [
    "# Confusion matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 582
    },
    "id": "AP1V6SCk9hE5",
    "outputId": "08e41a80-7a4a-4619-8125-ecc371368d19"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2/2 [==============================] - 0s 2ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 700x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification Report\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00        10\n",
      "           1       1.00      1.00      1.00         6\n",
      "           2       1.00      1.00      1.00         7\n",
      "           3       1.00      1.00      1.00         3\n",
      "           4       1.00      1.00      1.00        11\n",
      "\n",
      "    accuracy                           1.00        37\n",
      "   macro avg       1.00      1.00      1.00        37\n",
      "weighted avg       1.00      1.00      1.00        37\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "\n",
    "def print_confusion_matrix(y_true, y_pred, report=True):\n",
    "    labels = sorted(list(set(y_true)))\n",
    "    cmx_data = confusion_matrix(y_true, y_pred, labels=labels)\n",
    "    \n",
    "    df_cmx = pd.DataFrame(cmx_data, index=labels, columns=labels)\n",
    " \n",
    "    fig, ax = plt.subplots(figsize=(7, 6))\n",
    "    sns.heatmap(df_cmx, annot=True, fmt='g' ,square=False)\n",
    "    ax.set_ylim(len(set(y_true)), 0)\n",
    "    plt.show()\n",
    "    \n",
    "    if report:\n",
    "        print('Classification Report')\n",
    "        print(classification_report(y_test, y_pred))\n",
    "\n",
    "Y_pred = model.predict(X_test)\n",
    "y_pred = np.argmax(Y_pred, axis=1)\n",
    "\n",
    "print_confusion_matrix(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FNP6aqzc9hE5"
   },
   "source": [
    "# แปลงโมเดล สำหรับ Tensor Flow lite"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "id": "ODjnYyld9hE6"
   },
   "outputs": [],
   "source": [
    "# Save as a model dedicated to inference\n",
    "model.save(model_save_path, include_optimizer=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "zRfuK8Y59hE6",
    "outputId": "a4ca585c-b5d5-4244-8291-8674063209bb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: C:\\Users\\Piya\\AppData\\Local\\Temp\\tmpbflsmk_h\\assets\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "6588"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform model (quantization)\n",
    "\n",
    "converter = tf.lite.TFLiteConverter.from_keras_model(model)\n",
    "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
    "tflite_quantized_model = converter.convert()\n",
    "\n",
    "open(tflite_save_path, 'wb').write(tflite_quantized_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CHBPBXdx9hE6"
   },
   "source": [
    "# Inference test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "id": "mGAzLocO9hE7"
   },
   "outputs": [],
   "source": [
    "interpreter = tf.lite.Interpreter(model_path=tflite_save_path)\n",
    "interpreter.allocate_tensors()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "id": "oQuDK8YS9hE7"
   },
   "outputs": [],
   "source": [
    "# Get I / O tensor\n",
    "input_details = interpreter.get_input_details()\n",
    "output_details = interpreter.get_output_details()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "2_ixAf_l9hE7"
   },
   "outputs": [],
   "source": [
    "interpreter.set_tensor(input_details[0]['index'], np.array([X_test[0]]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "s4FoAnuc9hE7",
    "outputId": "91f18257-8d8b-4ef3-c558-e9b5f94fabbf",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 0 ns\n",
      "Wall time: 0 ns\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Inference implementation\n",
    "interpreter.invoke()\n",
    "tflite_results = interpreter.get_tensor(output_details[0]['index'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vONjp19J9hE8",
    "outputId": "77205e24-fd00-42c4-f7b6-e06e527c2cba"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3.2589815e-06 8.0191697e-08 1.4573989e-09 1.4429443e-03 9.9855369e-01]\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "print(np.squeeze(tflite_results))\n",
    "print(np.argmax(np.squeeze(tflite_results)))"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "keypoint_classification_EN.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}