model train.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": [
        "# Path"
      ]
    },
    {
      "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": [
        "# Alpha cnt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "du4kodXL9hEz"
      },
      "outputs": [],
      "source": [
        "NUM_CLASSES = 27"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XjnL0uso9hEz"
      },
      "source": [
        "# Dataset reading"
      ]
    },
    {
      "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": [
        "# Model building"
      ]
    },
    {
      "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, 27)                297       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 1367 (5.34 KB)\n",
            "Trainable params: 1367 (5.34 KB)\n",
            "Non-trainable params: 0 (0.00 Byte)\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": [
        "# Model checkpoint callback\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=25, verbose=1)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "c3Dac0M_9hE2"
      },
      "outputs": [],
      "source": [
        "# Model compilation\n",
        "model.compile(\n",
        "    optimizer='adam',\n",
        "    loss='sparse_categorical_crossentropy',\n",
        "    metrics=['accuracy']\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7XI0j1Iu9hE2"
      },
      "source": [
        "# Model train"
      ]
    },
    {
      "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"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "1/7 [===>..........................] - ETA: 8s - loss: 3.4040 - accuracy: 0.0234\n",
            "Epoch 1: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 2s 72ms/step - loss: 3.4305 - accuracy: 0.0203 - val_loss: 3.3812 - val_accuracy: 0.0304\n",
            "Epoch 2/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.3745 - accuracy: 0.0156\n",
            "Epoch 2: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.3907 - accuracy: 0.0203 - val_loss: 3.3500 - val_accuracy: 0.0304\n",
            "Epoch 3/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.4176 - accuracy: 0.0234"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "c:\\Users\\Tirth Kothari\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\keras\\src\\engine\\training.py:3079: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n",
            "  saving_api.save_model(\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Epoch 3: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 3.3536 - accuracy: 0.0267 - val_loss: 3.3271 - val_accuracy: 0.0304\n",
            "Epoch 4/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.3251 - accuracy: 0.0312\n",
            "Epoch 4: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.3146 - accuracy: 0.0267 - val_loss: 3.3104 - val_accuracy: 0.0304\n",
            "Epoch 5/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2723 - accuracy: 0.0234\n",
            "Epoch 5: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 3.3054 - accuracy: 0.0241 - val_loss: 3.2972 - val_accuracy: 0.0000e+00\n",
            "Epoch 6/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2840 - accuracy: 0.0156\n",
            "Epoch 6: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 3.2941 - accuracy: 0.0254 - val_loss: 3.2855 - val_accuracy: 0.0000e+00\n",
            "Epoch 7/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2845 - accuracy: 0.0234\n",
            "Epoch 7: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.2771 - accuracy: 0.0318 - val_loss: 3.2731 - val_accuracy: 0.0266\n",
            "Epoch 8/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2975 - accuracy: 0.0312\n",
            "Epoch 8: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 3.2650 - accuracy: 0.0343 - val_loss: 3.2628 - val_accuracy: 0.0456\n",
            "Epoch 9/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2580 - accuracy: 0.0078\n",
            "Epoch 9: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.2450 - accuracy: 0.0292 - val_loss: 3.2522 - val_accuracy: 0.0380\n",
            "Epoch 10/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2401 - accuracy: 0.0312\n",
            "Epoch 10: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 3.2431 - accuracy: 0.0356 - val_loss: 3.2417 - val_accuracy: 0.0608\n",
            "Epoch 11/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2283 - accuracy: 0.0312\n",
            "Epoch 11: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 3.2268 - accuracy: 0.0534 - val_loss: 3.2314 - val_accuracy: 0.0570\n",
            "Epoch 12/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2414 - accuracy: 0.0156\n",
            "Epoch 12: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.2221 - accuracy: 0.0432 - val_loss: 3.2208 - val_accuracy: 0.0532\n",
            "Epoch 13/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.2156 - accuracy: 0.0469\n",
            "Epoch 13: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.2105 - accuracy: 0.0534 - val_loss: 3.2107 - val_accuracy: 0.0608\n",
            "Epoch 14/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.1784 - accuracy: 0.0625\n",
            "Epoch 14: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.1962 - accuracy: 0.0699 - val_loss: 3.2003 - val_accuracy: 0.0646\n",
            "Epoch 15/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.1799 - accuracy: 0.0938\n",
            "Epoch 15: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 3.1736 - accuracy: 0.0750 - val_loss: 3.1884 - val_accuracy: 0.0684\n",
            "Epoch 16/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.1776 - accuracy: 0.0625\n",
            "Epoch 16: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 3.1802 - accuracy: 0.0750 - val_loss: 3.1751 - val_accuracy: 0.0837\n",
            "Epoch 17/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.1677 - accuracy: 0.0859\n",
            "Epoch 17: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 3.1577 - accuracy: 0.0839 - val_loss: 3.1595 - val_accuracy: 0.0837\n",
            "Epoch 18/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.1593 - accuracy: 0.0703\n",
            "Epoch 18: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.1404 - accuracy: 0.0851 - val_loss: 3.1406 - val_accuracy: 0.1103\n",
            "Epoch 19/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.1029 - accuracy: 0.0469\n",
            "Epoch 19: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 3.1177 - accuracy: 0.0851 - val_loss: 3.1214 - val_accuracy: 0.1027\n",
            "Epoch 20/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.1269 - accuracy: 0.0625\n",
            "Epoch 20: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 3.1132 - accuracy: 0.0673 - val_loss: 3.1031 - val_accuracy: 0.0989\n",
            "Epoch 21/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.1168 - accuracy: 0.1016\n",
            "Epoch 21: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 22ms/step - loss: 3.1056 - accuracy: 0.0966 - val_loss: 3.0842 - val_accuracy: 0.0951\n",
            "Epoch 22/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.0427 - accuracy: 0.1250\n",
            "Epoch 22: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 3.0571 - accuracy: 0.1194 - val_loss: 3.0662 - val_accuracy: 0.0951\n",
            "Epoch 23/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.0199 - accuracy: 0.1172\n",
            "Epoch 23: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 3.0663 - accuracy: 0.1093 - val_loss: 3.0491 - val_accuracy: 0.0989\n",
            "Epoch 24/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.0235 - accuracy: 0.1094\n",
            "Epoch 24: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 3.0457 - accuracy: 0.1105 - val_loss: 3.0322 - val_accuracy: 0.1141\n",
            "Epoch 25/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.0107 - accuracy: 0.0703\n",
            "Epoch 25: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 3.0233 - accuracy: 0.0940 - val_loss: 3.0132 - val_accuracy: 0.1065\n",
            "Epoch 26/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 3.0276 - accuracy: 0.1094\n",
            "Epoch 26: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 3.0119 - accuracy: 0.1194 - val_loss: 2.9927 - val_accuracy: 0.1141\n",
            "Epoch 27/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.9846 - accuracy: 0.1328\n",
            "Epoch 27: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 3.0104 - accuracy: 0.1144 - val_loss: 2.9720 - val_accuracy: 0.1103\n",
            "Epoch 28/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.9507 - accuracy: 0.1328\n",
            "Epoch 28: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 2.9637 - accuracy: 0.1296 - val_loss: 2.9506 - val_accuracy: 0.1217\n",
            "Epoch 29/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.9087 - accuracy: 0.1094\n",
            "Epoch 29: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.9656 - accuracy: 0.1156 - val_loss: 2.9310 - val_accuracy: 0.1293\n",
            "Epoch 30/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.9062 - accuracy: 0.1094\n",
            "Epoch 30: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 2.9419 - accuracy: 0.1169 - val_loss: 2.9113 - val_accuracy: 0.1559\n",
            "Epoch 31/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.9226 - accuracy: 0.1328\n",
            "Epoch 31: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.9211 - accuracy: 0.1258 - val_loss: 2.8918 - val_accuracy: 0.1711\n",
            "Epoch 32/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.9811 - accuracy: 0.1016\n",
            "Epoch 32: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 2.9186 - accuracy: 0.1372 - val_loss: 2.8763 - val_accuracy: 0.1749\n",
            "Epoch 33/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.8912 - accuracy: 0.1250\n",
            "Epoch 33: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 2.8919 - accuracy: 0.1487 - val_loss: 2.8621 - val_accuracy: 0.1673\n",
            "Epoch 34/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.9155 - accuracy: 0.1719\n",
            "Epoch 34: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.8818 - accuracy: 0.1487 - val_loss: 2.8471 - val_accuracy: 0.1483\n",
            "Epoch 35/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.8244 - accuracy: 0.1797\n",
            "Epoch 35: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 2.8683 - accuracy: 0.1398 - val_loss: 2.8284 - val_accuracy: 0.1597\n",
            "Epoch 36/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.8575 - accuracy: 0.1328\n",
            "Epoch 36: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.8384 - accuracy: 0.1487 - val_loss: 2.8109 - val_accuracy: 0.1559\n",
            "Epoch 37/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.8005 - accuracy: 0.1641\n",
            "Epoch 37: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.8118 - accuracy: 0.1512 - val_loss: 2.7928 - val_accuracy: 0.1559\n",
            "Epoch 38/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.8248 - accuracy: 0.1406\n",
            "Epoch 38: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.8019 - accuracy: 0.1499 - val_loss: 2.7765 - val_accuracy: 0.1483\n",
            "Epoch 39/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.7670 - accuracy: 0.1562\n",
            "Epoch 39: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 2.7843 - accuracy: 0.1626 - val_loss: 2.7634 - val_accuracy: 0.1597\n",
            "Epoch 40/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.8379 - accuracy: 0.1641\n",
            "Epoch 40: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 2.7429 - accuracy: 0.1779 - val_loss: 2.7487 - val_accuracy: 0.1635\n",
            "Epoch 41/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.7720 - accuracy: 0.2109\n",
            "Epoch 41: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.7472 - accuracy: 0.1525 - val_loss: 2.7313 - val_accuracy: 0.1559\n",
            "Epoch 42/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.7468 - accuracy: 0.2109\n",
            "Epoch 42: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.7646 - accuracy: 0.1728 - val_loss: 2.7167 - val_accuracy: 0.1331\n",
            "Epoch 43/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.8204 - accuracy: 0.1094\n",
            "Epoch 43: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 2.7411 - accuracy: 0.1461 - val_loss: 2.7049 - val_accuracy: 0.1331\n",
            "Epoch 44/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6874 - accuracy: 0.1719\n",
            "Epoch 44: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 2.7050 - accuracy: 0.1690 - val_loss: 2.6933 - val_accuracy: 0.1331\n",
            "Epoch 45/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6436 - accuracy: 0.1875\n",
            "Epoch 45: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.6922 - accuracy: 0.1830 - val_loss: 2.6763 - val_accuracy: 0.1331\n",
            "Epoch 46/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5694 - accuracy: 0.1562\n",
            "Epoch 46: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.6975 - accuracy: 0.1487 - val_loss: 2.6587 - val_accuracy: 0.1331\n",
            "Epoch 47/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.7788 - accuracy: 0.1641\n",
            "Epoch 47: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.7077 - accuracy: 0.1474 - val_loss: 2.6447 - val_accuracy: 0.1331\n",
            "Epoch 48/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6513 - accuracy: 0.1719\n",
            "Epoch 48: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.6816 - accuracy: 0.1601 - val_loss: 2.6334 - val_accuracy: 0.1331\n",
            "Epoch 49/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6942 - accuracy: 0.1797\n",
            "Epoch 49: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.6609 - accuracy: 0.1690 - val_loss: 2.6236 - val_accuracy: 0.1331\n",
            "Epoch 50/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6704 - accuracy: 0.1719\n",
            "Epoch 50: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.6449 - accuracy: 0.1944 - val_loss: 2.6139 - val_accuracy: 0.1635\n",
            "Epoch 51/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5845 - accuracy: 0.1953\n",
            "Epoch 51: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.6296 - accuracy: 0.1690 - val_loss: 2.5979 - val_accuracy: 0.1711\n",
            "Epoch 52/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5961 - accuracy: 0.1875\n",
            "Epoch 52: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.6400 - accuracy: 0.1690 - val_loss: 2.5826 - val_accuracy: 0.1787\n",
            "Epoch 53/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5540 - accuracy: 0.2422\n",
            "Epoch 53: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 2.5874 - accuracy: 0.1970 - val_loss: 2.5670 - val_accuracy: 0.1863\n",
            "Epoch 54/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6942 - accuracy: 0.1562\n",
            "Epoch 54: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.6013 - accuracy: 0.1970 - val_loss: 2.5532 - val_accuracy: 0.1863\n",
            "Epoch 55/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6379 - accuracy: 0.1719\n",
            "Epoch 55: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.5765 - accuracy: 0.1830 - val_loss: 2.5391 - val_accuracy: 0.1939\n",
            "Epoch 56/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6651 - accuracy: 0.1172\n",
            "Epoch 56: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.6062 - accuracy: 0.1728 - val_loss: 2.5280 - val_accuracy: 0.1977\n",
            "Epoch 57/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5536 - accuracy: 0.2266\n",
            "Epoch 57: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 2.5687 - accuracy: 0.2033 - val_loss: 2.5181 - val_accuracy: 0.1977\n",
            "Epoch 58/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6148 - accuracy: 0.1953\n",
            "Epoch 58: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 2.5496 - accuracy: 0.1970 - val_loss: 2.5057 - val_accuracy: 0.1977\n",
            "Epoch 59/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4098 - accuracy: 0.2656\n",
            "Epoch 59: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.5259 - accuracy: 0.1982 - val_loss: 2.4913 - val_accuracy: 0.1977\n",
            "Epoch 60/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.6805 - accuracy: 0.1406\n",
            "Epoch 60: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 2.5336 - accuracy: 0.1868 - val_loss: 2.4739 - val_accuracy: 0.1977\n",
            "Epoch 61/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4815 - accuracy: 0.2500\n",
            "Epoch 61: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.5225 - accuracy: 0.1842 - val_loss: 2.4583 - val_accuracy: 0.1977\n",
            "Epoch 62/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4575 - accuracy: 0.1719\n",
            "Epoch 62: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.5150 - accuracy: 0.1753 - val_loss: 2.4461 - val_accuracy: 0.1977\n",
            "Epoch 63/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5314 - accuracy: 0.2031\n",
            "Epoch 63: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.5014 - accuracy: 0.2046 - val_loss: 2.4339 - val_accuracy: 0.2053\n",
            "Epoch 64/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4149 - accuracy: 0.2266\n",
            "Epoch 64: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 2.4929 - accuracy: 0.2020 - val_loss: 2.4238 - val_accuracy: 0.2129\n",
            "Epoch 65/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5385 - accuracy: 0.1797\n",
            "Epoch 65: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.5157 - accuracy: 0.1982 - val_loss: 2.4119 - val_accuracy: 0.2281\n",
            "Epoch 66/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4714 - accuracy: 0.2188\n",
            "Epoch 66: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.4991 - accuracy: 0.1970 - val_loss: 2.4014 - val_accuracy: 0.2243\n",
            "Epoch 67/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5842 - accuracy: 0.1953\n",
            "Epoch 67: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.5107 - accuracy: 0.2020 - val_loss: 2.3886 - val_accuracy: 0.2281\n",
            "Epoch 68/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3458 - accuracy: 0.2031\n",
            "Epoch 68: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.4500 - accuracy: 0.2084 - val_loss: 2.3708 - val_accuracy: 0.2281\n",
            "Epoch 69/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5221 - accuracy: 0.1328\n",
            "Epoch 69: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.4877 - accuracy: 0.1855 - val_loss: 2.3595 - val_accuracy: 0.2205\n",
            "Epoch 70/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3847 - accuracy: 0.2188\n",
            "Epoch 70: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 2.4422 - accuracy: 0.2160 - val_loss: 2.3502 - val_accuracy: 0.2205\n",
            "Epoch 71/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4994 - accuracy: 0.1875\n",
            "Epoch 71: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.4347 - accuracy: 0.2109 - val_loss: 2.3419 - val_accuracy: 0.2243\n",
            "Epoch 72/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4210 - accuracy: 0.2266\n",
            "Epoch 72: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.4103 - accuracy: 0.2020 - val_loss: 2.3303 - val_accuracy: 0.2357\n",
            "Epoch 73/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.5836 - accuracy: 0.1406\n",
            "Epoch 73: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.4435 - accuracy: 0.1855 - val_loss: 2.3208 - val_accuracy: 0.2510\n",
            "Epoch 74/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3981 - accuracy: 0.2578\n",
            "Epoch 74: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 2.4487 - accuracy: 0.2033 - val_loss: 2.3082 - val_accuracy: 0.2510\n",
            "Epoch 75/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4406 - accuracy: 0.2109\n",
            "Epoch 75: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.3889 - accuracy: 0.2325 - val_loss: 2.2954 - val_accuracy: 0.2510\n",
            "Epoch 76/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4145 - accuracy: 0.2109\n",
            "Epoch 76: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.3918 - accuracy: 0.2503 - val_loss: 2.2865 - val_accuracy: 0.2586\n",
            "Epoch 77/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3265 - accuracy: 0.2188\n",
            "Epoch 77: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.4022 - accuracy: 0.2135 - val_loss: 2.2833 - val_accuracy: 0.2319\n",
            "Epoch 78/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3954 - accuracy: 0.1953\n",
            "Epoch 78: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.3753 - accuracy: 0.2249 - val_loss: 2.2729 - val_accuracy: 0.2205\n",
            "Epoch 79/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3707 - accuracy: 0.2266\n",
            "Epoch 79: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.4250 - accuracy: 0.2008 - val_loss: 2.2631 - val_accuracy: 0.2319\n",
            "Epoch 80/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2466 - accuracy: 0.2578\n",
            "Epoch 80: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.3440 - accuracy: 0.2211 - val_loss: 2.2513 - val_accuracy: 0.2281\n",
            "Epoch 81/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4018 - accuracy: 0.2266\n",
            "Epoch 81: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.3423 - accuracy: 0.2427 - val_loss: 2.2401 - val_accuracy: 0.2243\n",
            "Epoch 82/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2918 - accuracy: 0.2969\n",
            "Epoch 82: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 2.3619 - accuracy: 0.2363 - val_loss: 2.2331 - val_accuracy: 0.2395\n",
            "Epoch 83/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2958 - accuracy: 0.2734\n",
            "Epoch 83: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.3362 - accuracy: 0.2325 - val_loss: 2.2271 - val_accuracy: 0.2471\n",
            "Epoch 84/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3520 - accuracy: 0.1797\n",
            "Epoch 84: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.3348 - accuracy: 0.2351 - val_loss: 2.2164 - val_accuracy: 0.2471\n",
            "Epoch 85/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3730 - accuracy: 0.1953\n",
            "Epoch 85: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.3357 - accuracy: 0.2122 - val_loss: 2.2067 - val_accuracy: 0.2510\n",
            "Epoch 86/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4101 - accuracy: 0.2031\n",
            "Epoch 86: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.3254 - accuracy: 0.2211 - val_loss: 2.1939 - val_accuracy: 0.2471\n",
            "Epoch 87/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2965 - accuracy: 0.1719\n",
            "Epoch 87: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.3054 - accuracy: 0.2033 - val_loss: 2.1858 - val_accuracy: 0.2510\n",
            "Epoch 88/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3426 - accuracy: 0.1953\n",
            "Epoch 88: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.3086 - accuracy: 0.2147 - val_loss: 2.1815 - val_accuracy: 0.2624\n",
            "Epoch 89/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3961 - accuracy: 0.1719\n",
            "Epoch 89: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 2.2791 - accuracy: 0.2402 - val_loss: 2.1738 - val_accuracy: 0.2548\n",
            "Epoch 90/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3175 - accuracy: 0.1719\n",
            "Epoch 90: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.3135 - accuracy: 0.2198 - val_loss: 2.1702 - val_accuracy: 0.2433\n",
            "Epoch 91/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3317 - accuracy: 0.1797\n",
            "Epoch 91: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 2.2779 - accuracy: 0.2313 - val_loss: 2.1651 - val_accuracy: 0.2395\n",
            "Epoch 92/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3129 - accuracy: 0.2500\n",
            "Epoch 92: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 2.2794 - accuracy: 0.2414 - val_loss: 2.1584 - val_accuracy: 0.2433\n",
            "Epoch 93/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3003 - accuracy: 0.2578\n",
            "Epoch 93: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.2820 - accuracy: 0.2503 - val_loss: 2.1525 - val_accuracy: 0.2471\n",
            "Epoch 94/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2658 - accuracy: 0.2578\n",
            "Epoch 94: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.2802 - accuracy: 0.2503 - val_loss: 2.1491 - val_accuracy: 0.2471\n",
            "Epoch 95/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2438 - accuracy: 0.2344\n",
            "Epoch 95: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.2785 - accuracy: 0.2490 - val_loss: 2.1395 - val_accuracy: 0.2510\n",
            "Epoch 96/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3927 - accuracy: 0.2109\n",
            "Epoch 96: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.2435 - accuracy: 0.2567 - val_loss: 2.1276 - val_accuracy: 0.2471\n",
            "Epoch 97/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2665 - accuracy: 0.1484\n",
            "Epoch 97: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.2327 - accuracy: 0.2529 - val_loss: 2.1175 - val_accuracy: 0.2471\n",
            "Epoch 98/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2687 - accuracy: 0.2188\n",
            "Epoch 98: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.2151 - accuracy: 0.2605 - val_loss: 2.1115 - val_accuracy: 0.2738\n",
            "Epoch 99/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3573 - accuracy: 0.2656\n",
            "Epoch 99: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.2112 - accuracy: 0.2668 - val_loss: 2.1009 - val_accuracy: 0.2776\n",
            "Epoch 100/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.4267 - accuracy: 0.2031\n",
            "Epoch 100: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.2757 - accuracy: 0.2567 - val_loss: 2.0941 - val_accuracy: 0.2966\n",
            "Epoch 101/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3679 - accuracy: 0.2109\n",
            "Epoch 101: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.2205 - accuracy: 0.2567 - val_loss: 2.0924 - val_accuracy: 0.3042\n",
            "Epoch 102/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.3313 - accuracy: 0.1953\n",
            "Epoch 102: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.2393 - accuracy: 0.2592 - val_loss: 2.0929 - val_accuracy: 0.2852\n",
            "Epoch 103/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1999 - accuracy: 0.2344\n",
            "Epoch 103: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.2323 - accuracy: 0.2465 - val_loss: 2.0816 - val_accuracy: 0.2852\n",
            "Epoch 104/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1400 - accuracy: 0.2656\n",
            "Epoch 104: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.2184 - accuracy: 0.2541 - val_loss: 2.0754 - val_accuracy: 0.3346\n",
            "Epoch 105/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2346 - accuracy: 0.2734\n",
            "Epoch 105: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1950 - accuracy: 0.2808 - val_loss: 2.0661 - val_accuracy: 0.3308\n",
            "Epoch 106/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2335 - accuracy: 0.2422\n",
            "Epoch 106: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.2362 - accuracy: 0.2313 - val_loss: 2.0582 - val_accuracy: 0.3156\n",
            "Epoch 107/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2850 - accuracy: 0.1875\n",
            "Epoch 107: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.2259 - accuracy: 0.2554 - val_loss: 2.0498 - val_accuracy: 0.3194\n",
            "Epoch 108/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2406 - accuracy: 0.1953\n",
            "Epoch 108: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 2.1962 - accuracy: 0.2834 - val_loss: 2.0377 - val_accuracy: 0.3118\n",
            "Epoch 109/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1931 - accuracy: 0.2500\n",
            "Epoch 109: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1997 - accuracy: 0.2452 - val_loss: 2.0308 - val_accuracy: 0.3308\n",
            "Epoch 110/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1133 - accuracy: 0.2891\n",
            "Epoch 110: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.2035 - accuracy: 0.2592 - val_loss: 2.0245 - val_accuracy: 0.3346\n",
            "Epoch 111/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1262 - accuracy: 0.2656\n",
            "Epoch 111: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.2013 - accuracy: 0.2503 - val_loss: 2.0191 - val_accuracy: 0.3270\n",
            "Epoch 112/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2509 - accuracy: 0.1797\n",
            "Epoch 112: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1666 - accuracy: 0.2427 - val_loss: 2.0146 - val_accuracy: 0.3346\n",
            "Epoch 113/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2545 - accuracy: 0.2188\n",
            "Epoch 113: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1862 - accuracy: 0.2579 - val_loss: 2.0026 - val_accuracy: 0.3384\n",
            "Epoch 114/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1564 - accuracy: 0.2734\n",
            "Epoch 114: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.1685 - accuracy: 0.2770 - val_loss: 1.9898 - val_accuracy: 0.3384\n",
            "Epoch 115/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9755 - accuracy: 0.3438\n",
            "Epoch 115: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1639 - accuracy: 0.2808 - val_loss: 1.9819 - val_accuracy: 0.3270\n",
            "Epoch 116/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0972 - accuracy: 0.2812\n",
            "Epoch 116: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1761 - accuracy: 0.2783 - val_loss: 1.9780 - val_accuracy: 0.3270\n",
            "Epoch 117/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0575 - accuracy: 0.2891\n",
            "Epoch 117: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 2.1242 - accuracy: 0.2834 - val_loss: 1.9734 - val_accuracy: 0.3384\n",
            "Epoch 118/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1727 - accuracy: 0.2734\n",
            "Epoch 118: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1493 - accuracy: 0.2452 - val_loss: 1.9679 - val_accuracy: 0.3460\n",
            "Epoch 119/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0499 - accuracy: 0.2891\n",
            "Epoch 119: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1049 - accuracy: 0.2922 - val_loss: 1.9646 - val_accuracy: 0.3460\n",
            "Epoch 120/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1856 - accuracy: 0.2422\n",
            "Epoch 120: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1428 - accuracy: 0.2656 - val_loss: 1.9589 - val_accuracy: 0.3422\n",
            "Epoch 121/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1016 - accuracy: 0.2734\n",
            "Epoch 121: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.1091 - accuracy: 0.2948 - val_loss: 1.9548 - val_accuracy: 0.3384\n",
            "Epoch 122/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0737 - accuracy: 0.3047\n",
            "Epoch 122: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.1046 - accuracy: 0.2846 - val_loss: 1.9505 - val_accuracy: 0.3346\n",
            "Epoch 123/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0516 - accuracy: 0.2812\n",
            "Epoch 123: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1449 - accuracy: 0.2795 - val_loss: 1.9435 - val_accuracy: 0.3346\n",
            "Epoch 124/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0709 - accuracy: 0.2422\n",
            "Epoch 124: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0774 - accuracy: 0.2910 - val_loss: 1.9377 - val_accuracy: 0.3422\n",
            "Epoch 125/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1241 - accuracy: 0.2578\n",
            "Epoch 125: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.0956 - accuracy: 0.2795 - val_loss: 1.9326 - val_accuracy: 0.3384\n",
            "Epoch 126/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0669 - accuracy: 0.3359\n",
            "Epoch 126: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1110 - accuracy: 0.2897 - val_loss: 1.9242 - val_accuracy: 0.3422\n",
            "Epoch 127/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.2129 - accuracy: 0.2812\n",
            "Epoch 127: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1012 - accuracy: 0.2872 - val_loss: 1.9192 - val_accuracy: 0.3460\n",
            "Epoch 128/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9406 - accuracy: 0.3438\n",
            "Epoch 128: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.1124 - accuracy: 0.2846 - val_loss: 1.9104 - val_accuracy: 0.3308\n",
            "Epoch 129/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1596 - accuracy: 0.2578\n",
            "Epoch 129: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.1056 - accuracy: 0.2872 - val_loss: 1.9016 - val_accuracy: 0.3346\n",
            "Epoch 130/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0007 - accuracy: 0.2812\n",
            "Epoch 130: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0814 - accuracy: 0.2973 - val_loss: 1.8909 - val_accuracy: 0.3802\n",
            "Epoch 131/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0998 - accuracy: 0.3047\n",
            "Epoch 131: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 2.1134 - accuracy: 0.2897 - val_loss: 1.8842 - val_accuracy: 0.4411\n",
            "Epoch 132/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1203 - accuracy: 0.2500\n",
            "Epoch 132: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0900 - accuracy: 0.2859 - val_loss: 1.8787 - val_accuracy: 0.4373\n",
            "Epoch 133/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0838 - accuracy: 0.2422\n",
            "Epoch 133: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0724 - accuracy: 0.2834 - val_loss: 1.8772 - val_accuracy: 0.4259\n",
            "Epoch 134/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1527 - accuracy: 0.2500\n",
            "Epoch 134: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0457 - accuracy: 0.3011 - val_loss: 1.8705 - val_accuracy: 0.4183\n",
            "Epoch 135/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1255 - accuracy: 0.2656\n",
            "Epoch 135: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0647 - accuracy: 0.3100 - val_loss: 1.8604 - val_accuracy: 0.4068\n",
            "Epoch 136/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1714 - accuracy: 0.2656\n",
            "Epoch 136: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0911 - accuracy: 0.2808 - val_loss: 1.8515 - val_accuracy: 0.4068\n",
            "Epoch 137/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0420 - accuracy: 0.2969\n",
            "Epoch 137: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0347 - accuracy: 0.3062 - val_loss: 1.8466 - val_accuracy: 0.3840\n",
            "Epoch 138/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9094 - accuracy: 0.3438\n",
            "Epoch 138: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 2.0733 - accuracy: 0.2872 - val_loss: 1.8464 - val_accuracy: 0.4030\n",
            "Epoch 139/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1175 - accuracy: 0.2578\n",
            "Epoch 139: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0613 - accuracy: 0.2910 - val_loss: 1.8443 - val_accuracy: 0.4297\n",
            "Epoch 140/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0593 - accuracy: 0.3125\n",
            "Epoch 140: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0518 - accuracy: 0.2948 - val_loss: 1.8366 - val_accuracy: 0.4411\n",
            "Epoch 141/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1257 - accuracy: 0.3359\n",
            "Epoch 141: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0677 - accuracy: 0.3088 - val_loss: 1.8284 - val_accuracy: 0.4411\n",
            "Epoch 142/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1321 - accuracy: 0.2812\n",
            "Epoch 142: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0787 - accuracy: 0.2986 - val_loss: 1.8154 - val_accuracy: 0.4449\n",
            "Epoch 143/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9591 - accuracy: 0.3281\n",
            "Epoch 143: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0516 - accuracy: 0.3266 - val_loss: 1.8066 - val_accuracy: 0.4525\n",
            "Epoch 144/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0015 - accuracy: 0.3281\n",
            "Epoch 144: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0330 - accuracy: 0.3100 - val_loss: 1.7983 - val_accuracy: 0.4677\n",
            "Epoch 145/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9798 - accuracy: 0.3594\n",
            "Epoch 145: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0025 - accuracy: 0.3266 - val_loss: 1.7948 - val_accuracy: 0.4563\n",
            "Epoch 146/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0301 - accuracy: 0.3047\n",
            "Epoch 146: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0372 - accuracy: 0.3050 - val_loss: 1.7888 - val_accuracy: 0.4487\n",
            "Epoch 147/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1322 - accuracy: 0.2734\n",
            "Epoch 147: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0375 - accuracy: 0.3139 - val_loss: 1.7888 - val_accuracy: 0.4411\n",
            "Epoch 148/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1559 - accuracy: 0.2500\n",
            "Epoch 148: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0726 - accuracy: 0.2935 - val_loss: 1.7811 - val_accuracy: 0.4411\n",
            "Epoch 149/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0473 - accuracy: 0.2656\n",
            "Epoch 149: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 2.0187 - accuracy: 0.3050 - val_loss: 1.7725 - val_accuracy: 0.4563\n",
            "Epoch 150/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0312 - accuracy: 0.3438\n",
            "Epoch 150: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9948 - accuracy: 0.3266 - val_loss: 1.7615 - val_accuracy: 0.4905\n",
            "Epoch 151/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0531 - accuracy: 0.2656\n",
            "Epoch 151: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.9784 - accuracy: 0.3227 - val_loss: 1.7594 - val_accuracy: 0.5057\n",
            "Epoch 152/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9871 - accuracy: 0.2891\n",
            "Epoch 152: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0258 - accuracy: 0.2986 - val_loss: 1.7531 - val_accuracy: 0.4981\n",
            "Epoch 153/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.1384 - accuracy: 0.3047\n",
            "Epoch 153: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.9953 - accuracy: 0.3456 - val_loss: 1.7477 - val_accuracy: 0.4829\n",
            "Epoch 154/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0214 - accuracy: 0.3047\n",
            "Epoch 154: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.9966 - accuracy: 0.3227 - val_loss: 1.7399 - val_accuracy: 0.4791\n",
            "Epoch 155/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8810 - accuracy: 0.3750\n",
            "Epoch 155: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9501 - accuracy: 0.3647 - val_loss: 1.7292 - val_accuracy: 0.4791\n",
            "Epoch 156/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0821 - accuracy: 0.2734\n",
            "Epoch 156: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0152 - accuracy: 0.3202 - val_loss: 1.7230 - val_accuracy: 0.4563\n",
            "Epoch 157/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0082 - accuracy: 0.3359\n",
            "Epoch 157: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.9669 - accuracy: 0.3558 - val_loss: 1.7210 - val_accuracy: 0.4715\n",
            "Epoch 158/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9790 - accuracy: 0.3203\n",
            "Epoch 158: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.9910 - accuracy: 0.3329 - val_loss: 1.7159 - val_accuracy: 0.4867\n",
            "Epoch 159/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0472 - accuracy: 0.2891\n",
            "Epoch 159: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9632 - accuracy: 0.3367 - val_loss: 1.7046 - val_accuracy: 0.5095\n",
            "Epoch 160/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9193 - accuracy: 0.3203\n",
            "Epoch 160: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0099 - accuracy: 0.3139 - val_loss: 1.6993 - val_accuracy: 0.5475\n",
            "Epoch 161/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9985 - accuracy: 0.3125\n",
            "Epoch 161: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9642 - accuracy: 0.3405 - val_loss: 1.6919 - val_accuracy: 0.5589\n",
            "Epoch 162/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0042 - accuracy: 0.3047\n",
            "Epoch 162: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 2.0095 - accuracy: 0.3240 - val_loss: 1.6897 - val_accuracy: 0.5171\n",
            "Epoch 163/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8636 - accuracy: 0.4219\n",
            "Epoch 163: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9389 - accuracy: 0.3520 - val_loss: 1.6849 - val_accuracy: 0.5057\n",
            "Epoch 164/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9529 - accuracy: 0.3359\n",
            "Epoch 164: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.9501 - accuracy: 0.3393 - val_loss: 1.6777 - val_accuracy: 0.5133\n",
            "Epoch 165/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8821 - accuracy: 0.4375\n",
            "Epoch 165: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9677 - accuracy: 0.3431 - val_loss: 1.6693 - val_accuracy: 0.5589\n",
            "Epoch 166/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8400 - accuracy: 0.3906\n",
            "Epoch 166: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9125 - accuracy: 0.3621 - val_loss: 1.6624 - val_accuracy: 0.5703\n",
            "Epoch 167/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9330 - accuracy: 0.3281\n",
            "Epoch 167: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9636 - accuracy: 0.3266 - val_loss: 1.6605 - val_accuracy: 0.5932\n",
            "Epoch 168/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9443 - accuracy: 0.3359\n",
            "Epoch 168: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.9466 - accuracy: 0.3609 - val_loss: 1.6625 - val_accuracy: 0.5551\n",
            "Epoch 169/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8451 - accuracy: 0.3281\n",
            "Epoch 169: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.9522 - accuracy: 0.3227 - val_loss: 1.6599 - val_accuracy: 0.5703\n",
            "Epoch 170/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0156 - accuracy: 0.3281\n",
            "Epoch 170: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.9555 - accuracy: 0.3253 - val_loss: 1.6523 - val_accuracy: 0.5475\n",
            "Epoch 171/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9483 - accuracy: 0.3203\n",
            "Epoch 171: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.9178 - accuracy: 0.3278 - val_loss: 1.6403 - val_accuracy: 0.5399\n",
            "Epoch 172/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9056 - accuracy: 0.3828\n",
            "Epoch 172: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9258 - accuracy: 0.3545 - val_loss: 1.6304 - val_accuracy: 0.5323\n",
            "Epoch 173/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8370 - accuracy: 0.3594\n",
            "Epoch 173: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.9169 - accuracy: 0.3532 - val_loss: 1.6234 - val_accuracy: 0.5323\n",
            "Epoch 174/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9118 - accuracy: 0.3203\n",
            "Epoch 174: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.9210 - accuracy: 0.3316 - val_loss: 1.6172 - val_accuracy: 0.5133\n",
            "Epoch 175/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9900 - accuracy: 0.3281\n",
            "Epoch 175: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8993 - accuracy: 0.3418 - val_loss: 1.6102 - val_accuracy: 0.5133\n",
            "Epoch 176/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8314 - accuracy: 0.3750\n",
            "Epoch 176: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.9041 - accuracy: 0.3520 - val_loss: 1.5999 - val_accuracy: 0.5361\n",
            "Epoch 177/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9398 - accuracy: 0.3438\n",
            "Epoch 177: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.9195 - accuracy: 0.3393 - val_loss: 1.5914 - val_accuracy: 0.5475\n",
            "Epoch 178/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7913 - accuracy: 0.3750\n",
            "Epoch 178: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.9066 - accuracy: 0.3545 - val_loss: 1.5896 - val_accuracy: 0.5437\n",
            "Epoch 179/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7472 - accuracy: 0.4297\n",
            "Epoch 179: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8937 - accuracy: 0.3723 - val_loss: 1.5879 - val_accuracy: 0.5475\n",
            "Epoch 180/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9489 - accuracy: 0.3516\n",
            "Epoch 180: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8838 - accuracy: 0.3545 - val_loss: 1.5865 - val_accuracy: 0.5741\n",
            "Epoch 181/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9487 - accuracy: 0.2969\n",
            "Epoch 181: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.8504 - accuracy: 0.3748 - val_loss: 1.5775 - val_accuracy: 0.5437\n",
            "Epoch 182/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0156 - accuracy: 0.2969\n",
            "Epoch 182: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.9287 - accuracy: 0.3278 - val_loss: 1.5782 - val_accuracy: 0.5437\n",
            "Epoch 183/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8594 - accuracy: 0.3828\n",
            "Epoch 183: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8928 - accuracy: 0.3634 - val_loss: 1.5704 - val_accuracy: 0.5703\n",
            "Epoch 184/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8508 - accuracy: 0.3828\n",
            "Epoch 184: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.8535 - accuracy: 0.3748 - val_loss: 1.5661 - val_accuracy: 0.5817\n",
            "Epoch 185/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7952 - accuracy: 0.3125\n",
            "Epoch 185: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8422 - accuracy: 0.3634 - val_loss: 1.5665 - val_accuracy: 0.5703\n",
            "Epoch 186/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8851 - accuracy: 0.3438\n",
            "Epoch 186: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 1.8675 - accuracy: 0.3393 - val_loss: 1.5584 - val_accuracy: 0.5627\n",
            "Epoch 187/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8465 - accuracy: 0.3984\n",
            "Epoch 187: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.8278 - accuracy: 0.3812 - val_loss: 1.5501 - val_accuracy: 0.5665\n",
            "Epoch 188/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7536 - accuracy: 0.3750\n",
            "Epoch 188: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8333 - accuracy: 0.3825 - val_loss: 1.5397 - val_accuracy: 0.5627\n",
            "Epoch 189/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8271 - accuracy: 0.3594\n",
            "Epoch 189: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.8905 - accuracy: 0.3723 - val_loss: 1.5282 - val_accuracy: 0.5894\n",
            "Epoch 190/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9460 - accuracy: 0.3203\n",
            "Epoch 190: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8890 - accuracy: 0.3545 - val_loss: 1.5195 - val_accuracy: 0.5856\n",
            "Epoch 191/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9515 - accuracy: 0.3281\n",
            "Epoch 191: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.9102 - accuracy: 0.3469 - val_loss: 1.5196 - val_accuracy: 0.5665\n",
            "Epoch 192/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9585 - accuracy: 0.3203\n",
            "Epoch 192: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 22ms/step - loss: 1.8235 - accuracy: 0.3875 - val_loss: 1.5177 - val_accuracy: 0.5817\n",
            "Epoch 193/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 2.0059 - accuracy: 0.4453\n",
            "Epoch 193: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8750 - accuracy: 0.3914 - val_loss: 1.5162 - val_accuracy: 0.5741\n",
            "Epoch 194/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7525 - accuracy: 0.3828\n",
            "Epoch 194: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.9098 - accuracy: 0.3380 - val_loss: 1.5081 - val_accuracy: 0.5665\n",
            "Epoch 195/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8193 - accuracy: 0.3359\n",
            "Epoch 195: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8137 - accuracy: 0.3837 - val_loss: 1.4991 - val_accuracy: 0.5703\n",
            "Epoch 196/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8454 - accuracy: 0.3281\n",
            "Epoch 196: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.8273 - accuracy: 0.3659 - val_loss: 1.4935 - val_accuracy: 0.5894\n",
            "Epoch 197/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8374 - accuracy: 0.3516\n",
            "Epoch 197: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.8574 - accuracy: 0.3558 - val_loss: 1.4941 - val_accuracy: 0.6008\n",
            "Epoch 198/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9511 - accuracy: 0.3438\n",
            "Epoch 198: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.9018 - accuracy: 0.3278 - val_loss: 1.4991 - val_accuracy: 0.5817\n",
            "Epoch 199/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9594 - accuracy: 0.2891\n",
            "Epoch 199: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.8888 - accuracy: 0.3469 - val_loss: 1.5000 - val_accuracy: 0.5856\n",
            "Epoch 200/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9147 - accuracy: 0.3516\n",
            "Epoch 200: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 1.8497 - accuracy: 0.3761 - val_loss: 1.4961 - val_accuracy: 0.5894\n",
            "Epoch 201/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8525 - accuracy: 0.4141\n",
            "Epoch 201: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8227 - accuracy: 0.3888 - val_loss: 1.4948 - val_accuracy: 0.5970\n",
            "Epoch 202/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7719 - accuracy: 0.3984\n",
            "Epoch 202: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8285 - accuracy: 0.3698 - val_loss: 1.4904 - val_accuracy: 0.5894\n",
            "Epoch 203/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9084 - accuracy: 0.3516\n",
            "Epoch 203: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.8011 - accuracy: 0.3875 - val_loss: 1.4857 - val_accuracy: 0.6122\n",
            "Epoch 204/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7487 - accuracy: 0.4297\n",
            "Epoch 204: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8606 - accuracy: 0.3748 - val_loss: 1.4816 - val_accuracy: 0.6198\n",
            "Epoch 205/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8000 - accuracy: 0.3906\n",
            "Epoch 205: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8523 - accuracy: 0.3825 - val_loss: 1.4803 - val_accuracy: 0.5970\n",
            "Epoch 206/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8214 - accuracy: 0.3750\n",
            "Epoch 206: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8814 - accuracy: 0.3698 - val_loss: 1.4813 - val_accuracy: 0.6160\n",
            "Epoch 207/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8552 - accuracy: 0.3281\n",
            "Epoch 207: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8695 - accuracy: 0.3926 - val_loss: 1.4818 - val_accuracy: 0.5894\n",
            "Epoch 208/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8204 - accuracy: 0.3828\n",
            "Epoch 208: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8496 - accuracy: 0.3812 - val_loss: 1.4824 - val_accuracy: 0.5741\n",
            "Epoch 209/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8867 - accuracy: 0.3516\n",
            "Epoch 209: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8209 - accuracy: 0.3863 - val_loss: 1.4810 - val_accuracy: 0.5703\n",
            "Epoch 210/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7716 - accuracy: 0.3906\n",
            "Epoch 210: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8265 - accuracy: 0.3659 - val_loss: 1.4677 - val_accuracy: 0.5932\n",
            "Epoch 211/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8874 - accuracy: 0.3281\n",
            "Epoch 211: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.7966 - accuracy: 0.3926 - val_loss: 1.4490 - val_accuracy: 0.6236\n",
            "Epoch 212/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7855 - accuracy: 0.4062\n",
            "Epoch 212: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8091 - accuracy: 0.4130 - val_loss: 1.4412 - val_accuracy: 0.6084\n",
            "Epoch 213/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8241 - accuracy: 0.4219\n",
            "Epoch 213: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.8540 - accuracy: 0.3761 - val_loss: 1.4403 - val_accuracy: 0.5894\n",
            "Epoch 214/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7417 - accuracy: 0.3984\n",
            "Epoch 214: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.7435 - accuracy: 0.3901 - val_loss: 1.4395 - val_accuracy: 0.5932\n",
            "Epoch 215/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7999 - accuracy: 0.3750\n",
            "Epoch 215: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.8411 - accuracy: 0.3825 - val_loss: 1.4341 - val_accuracy: 0.6084\n",
            "Epoch 216/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7665 - accuracy: 0.4297\n",
            "Epoch 216: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.8676 - accuracy: 0.3736 - val_loss: 1.4273 - val_accuracy: 0.6084\n",
            "Epoch 217/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6930 - accuracy: 0.4141\n",
            "Epoch 217: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7736 - accuracy: 0.3926 - val_loss: 1.4226 - val_accuracy: 0.6084\n",
            "Epoch 218/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8576 - accuracy: 0.4219\n",
            "Epoch 218: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7730 - accuracy: 0.4028 - val_loss: 1.4189 - val_accuracy: 0.6312\n",
            "Epoch 219/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8273 - accuracy: 0.3594\n",
            "Epoch 219: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7839 - accuracy: 0.4155 - val_loss: 1.4197 - val_accuracy: 0.6388\n",
            "Epoch 220/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7849 - accuracy: 0.3750\n",
            "Epoch 220: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7747 - accuracy: 0.4015 - val_loss: 1.4145 - val_accuracy: 0.6274\n",
            "Epoch 221/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6015 - accuracy: 0.4453\n",
            "Epoch 221: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7870 - accuracy: 0.3914 - val_loss: 1.4146 - val_accuracy: 0.6122\n",
            "Epoch 222/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7849 - accuracy: 0.3750\n",
            "Epoch 222: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7844 - accuracy: 0.3901 - val_loss: 1.4158 - val_accuracy: 0.6122\n",
            "Epoch 223/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8239 - accuracy: 0.3750\n",
            "Epoch 223: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7694 - accuracy: 0.4041 - val_loss: 1.4164 - val_accuracy: 0.6122\n",
            "Epoch 224/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7658 - accuracy: 0.3750\n",
            "Epoch 224: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.8356 - accuracy: 0.3939 - val_loss: 1.4175 - val_accuracy: 0.6122\n",
            "Epoch 225/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7616 - accuracy: 0.3672\n",
            "Epoch 225: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.7616 - accuracy: 0.4003 - val_loss: 1.4114 - val_accuracy: 0.6236\n",
            "Epoch 226/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8568 - accuracy: 0.3984\n",
            "Epoch 226: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7628 - accuracy: 0.4193 - val_loss: 1.4030 - val_accuracy: 0.6198\n",
            "Epoch 227/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7087 - accuracy: 0.3906\n",
            "Epoch 227: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.7558 - accuracy: 0.3977 - val_loss: 1.3943 - val_accuracy: 0.6122\n",
            "Epoch 228/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6929 - accuracy: 0.4531\n",
            "Epoch 228: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.7431 - accuracy: 0.4333 - val_loss: 1.3896 - val_accuracy: 0.5970\n",
            "Epoch 229/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6751 - accuracy: 0.4688\n",
            "Epoch 229: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.7686 - accuracy: 0.3964 - val_loss: 1.3915 - val_accuracy: 0.5589\n",
            "Epoch 230/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7360 - accuracy: 0.4062\n",
            "Epoch 230: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7725 - accuracy: 0.3926 - val_loss: 1.3915 - val_accuracy: 0.5627\n",
            "Epoch 231/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8173 - accuracy: 0.3516\n",
            "Epoch 231: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.8001 - accuracy: 0.3939 - val_loss: 1.3940 - val_accuracy: 0.5894\n",
            "Epoch 232/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7432 - accuracy: 0.3984\n",
            "Epoch 232: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7663 - accuracy: 0.3914 - val_loss: 1.3994 - val_accuracy: 0.6046\n",
            "Epoch 233/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8801 - accuracy: 0.3203\n",
            "Epoch 233: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7775 - accuracy: 0.3825 - val_loss: 1.3962 - val_accuracy: 0.6046\n",
            "Epoch 234/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8760 - accuracy: 0.3750\n",
            "Epoch 234: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7306 - accuracy: 0.4015 - val_loss: 1.3928 - val_accuracy: 0.6008\n",
            "Epoch 235/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9297 - accuracy: 0.3359\n",
            "Epoch 235: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7694 - accuracy: 0.3787 - val_loss: 1.3892 - val_accuracy: 0.6008\n",
            "Epoch 236/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8552 - accuracy: 0.3516\n",
            "Epoch 236: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7233 - accuracy: 0.4066 - val_loss: 1.3869 - val_accuracy: 0.6046\n",
            "Epoch 237/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8004 - accuracy: 0.3594\n",
            "Epoch 237: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7765 - accuracy: 0.4231 - val_loss: 1.3812 - val_accuracy: 0.6008\n",
            "Epoch 238/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8840 - accuracy: 0.3125\n",
            "Epoch 238: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7786 - accuracy: 0.3990 - val_loss: 1.3708 - val_accuracy: 0.6236\n",
            "Epoch 239/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7626 - accuracy: 0.4609\n",
            "Epoch 239: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7371 - accuracy: 0.4066 - val_loss: 1.3606 - val_accuracy: 0.6236\n",
            "Epoch 240/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7467 - accuracy: 0.4297\n",
            "Epoch 240: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 1.7184 - accuracy: 0.4307 - val_loss: 1.3512 - val_accuracy: 0.6312\n",
            "Epoch 241/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8396 - accuracy: 0.4062\n",
            "Epoch 241: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.8040 - accuracy: 0.3914 - val_loss: 1.3476 - val_accuracy: 0.6654\n",
            "Epoch 242/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7284 - accuracy: 0.4062\n",
            "Epoch 242: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7456 - accuracy: 0.4015 - val_loss: 1.3468 - val_accuracy: 0.6654\n",
            "Epoch 243/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6222 - accuracy: 0.4609\n",
            "Epoch 243: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7703 - accuracy: 0.3977 - val_loss: 1.3408 - val_accuracy: 0.6692\n",
            "Epoch 244/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8703 - accuracy: 0.3750\n",
            "Epoch 244: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7553 - accuracy: 0.4053 - val_loss: 1.3394 - val_accuracy: 0.6616\n",
            "Epoch 245/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7287 - accuracy: 0.4297\n",
            "Epoch 245: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7339 - accuracy: 0.3888 - val_loss: 1.3376 - val_accuracy: 0.6616\n",
            "Epoch 246/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7384 - accuracy: 0.4062\n",
            "Epoch 246: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7460 - accuracy: 0.4282 - val_loss: 1.3388 - val_accuracy: 0.6692\n",
            "Epoch 247/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7426 - accuracy: 0.3516\n",
            "Epoch 247: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7697 - accuracy: 0.3901 - val_loss: 1.3419 - val_accuracy: 0.6502\n",
            "Epoch 248/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7194 - accuracy: 0.4141\n",
            "Epoch 248: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7783 - accuracy: 0.3748 - val_loss: 1.3437 - val_accuracy: 0.6616\n",
            "Epoch 249/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7720 - accuracy: 0.3672\n",
            "Epoch 249: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7459 - accuracy: 0.4206 - val_loss: 1.3481 - val_accuracy: 0.6502\n",
            "Epoch 250/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8972 - accuracy: 0.3594\n",
            "Epoch 250: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7562 - accuracy: 0.3964 - val_loss: 1.3497 - val_accuracy: 0.6350\n",
            "Epoch 251/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7398 - accuracy: 0.3750\n",
            "Epoch 251: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.7325 - accuracy: 0.4015 - val_loss: 1.3433 - val_accuracy: 0.6388\n",
            "Epoch 252/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6716 - accuracy: 0.4141\n",
            "Epoch 252: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7354 - accuracy: 0.4066 - val_loss: 1.3358 - val_accuracy: 0.6274\n",
            "Epoch 253/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5840 - accuracy: 0.4609\n",
            "Epoch 253: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.7207 - accuracy: 0.4142 - val_loss: 1.3268 - val_accuracy: 0.6388\n",
            "Epoch 254/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7913 - accuracy: 0.4375\n",
            "Epoch 254: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.7559 - accuracy: 0.4193 - val_loss: 1.3204 - val_accuracy: 0.6578\n",
            "Epoch 255/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7450 - accuracy: 0.4453\n",
            "Epoch 255: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.7433 - accuracy: 0.4193 - val_loss: 1.3145 - val_accuracy: 0.6540\n",
            "Epoch 256/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6144 - accuracy: 0.3906\n",
            "Epoch 256: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7438 - accuracy: 0.3977 - val_loss: 1.3184 - val_accuracy: 0.6274\n",
            "Epoch 257/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6551 - accuracy: 0.4219\n",
            "Epoch 257: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7114 - accuracy: 0.4180 - val_loss: 1.3152 - val_accuracy: 0.6692\n",
            "Epoch 258/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7607 - accuracy: 0.3750\n",
            "Epoch 258: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.8012 - accuracy: 0.3926 - val_loss: 1.3183 - val_accuracy: 0.6578\n",
            "Epoch 259/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7000 - accuracy: 0.4453\n",
            "Epoch 259: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7287 - accuracy: 0.4231 - val_loss: 1.3201 - val_accuracy: 0.6578\n",
            "Epoch 260/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6667 - accuracy: 0.4375\n",
            "Epoch 260: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7019 - accuracy: 0.4384 - val_loss: 1.3178 - val_accuracy: 0.6540\n",
            "Epoch 261/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6595 - accuracy: 0.4375\n",
            "Epoch 261: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7222 - accuracy: 0.4066 - val_loss: 1.3126 - val_accuracy: 0.6426\n",
            "Epoch 262/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6603 - accuracy: 0.4297\n",
            "Epoch 262: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.7028 - accuracy: 0.4257 - val_loss: 1.3120 - val_accuracy: 0.6388\n",
            "Epoch 263/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7053 - accuracy: 0.4219\n",
            "Epoch 263: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7265 - accuracy: 0.3926 - val_loss: 1.3174 - val_accuracy: 0.6426\n",
            "Epoch 264/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7303 - accuracy: 0.3516\n",
            "Epoch 264: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7639 - accuracy: 0.3837 - val_loss: 1.3214 - val_accuracy: 0.6350\n",
            "Epoch 265/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7194 - accuracy: 0.4453\n",
            "Epoch 265: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7403 - accuracy: 0.4180 - val_loss: 1.3228 - val_accuracy: 0.6312\n",
            "Epoch 266/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8981 - accuracy: 0.3359\n",
            "Epoch 266: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7551 - accuracy: 0.4003 - val_loss: 1.3159 - val_accuracy: 0.6578\n",
            "Epoch 267/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6862 - accuracy: 0.4609\n",
            "Epoch 267: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7138 - accuracy: 0.4320 - val_loss: 1.3115 - val_accuracy: 0.6616\n",
            "Epoch 268/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7802 - accuracy: 0.4062\n",
            "Epoch 268: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.6700 - accuracy: 0.4244 - val_loss: 1.3055 - val_accuracy: 0.6654\n",
            "Epoch 269/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7611 - accuracy: 0.3906\n",
            "Epoch 269: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6971 - accuracy: 0.4168 - val_loss: 1.3016 - val_accuracy: 0.6426\n",
            "Epoch 270/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7327 - accuracy: 0.4062\n",
            "Epoch 270: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6699 - accuracy: 0.4269 - val_loss: 1.2975 - val_accuracy: 0.6350\n",
            "Epoch 271/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6638 - accuracy: 0.3984\n",
            "Epoch 271: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6616 - accuracy: 0.4180 - val_loss: 1.2932 - val_accuracy: 0.6350\n",
            "Epoch 272/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7146 - accuracy: 0.4297\n",
            "Epoch 272: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6657 - accuracy: 0.4346 - val_loss: 1.2890 - val_accuracy: 0.6274\n",
            "Epoch 273/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6023 - accuracy: 0.4688\n",
            "Epoch 273: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7163 - accuracy: 0.4015 - val_loss: 1.2875 - val_accuracy: 0.6084\n",
            "Epoch 274/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8634 - accuracy: 0.3516\n",
            "Epoch 274: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7474 - accuracy: 0.4066 - val_loss: 1.2870 - val_accuracy: 0.6350\n",
            "Epoch 275/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6790 - accuracy: 0.4688\n",
            "Epoch 275: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7193 - accuracy: 0.4155 - val_loss: 1.2863 - val_accuracy: 0.6388\n",
            "Epoch 276/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6443 - accuracy: 0.3984\n",
            "Epoch 276: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6399 - accuracy: 0.4384 - val_loss: 1.2820 - val_accuracy: 0.6616\n",
            "Epoch 277/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7264 - accuracy: 0.3906\n",
            "Epoch 277: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6861 - accuracy: 0.4320 - val_loss: 1.2727 - val_accuracy: 0.6692\n",
            "Epoch 278/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7177 - accuracy: 0.4297\n",
            "Epoch 278: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.7020 - accuracy: 0.4257 - val_loss: 1.2680 - val_accuracy: 0.6692\n",
            "Epoch 279/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6316 - accuracy: 0.4297\n",
            "Epoch 279: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.6563 - accuracy: 0.4460 - val_loss: 1.2647 - val_accuracy: 0.6616\n",
            "Epoch 280/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6734 - accuracy: 0.4297\n",
            "Epoch 280: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7220 - accuracy: 0.4193 - val_loss: 1.2634 - val_accuracy: 0.6312\n",
            "Epoch 281/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7902 - accuracy: 0.4297\n",
            "Epoch 281: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.7287 - accuracy: 0.4206 - val_loss: 1.2648 - val_accuracy: 0.6464\n",
            "Epoch 282/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8889 - accuracy: 0.3438\n",
            "Epoch 282: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7024 - accuracy: 0.4130 - val_loss: 1.2646 - val_accuracy: 0.6502\n",
            "Epoch 283/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7282 - accuracy: 0.4375\n",
            "Epoch 283: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6964 - accuracy: 0.4371 - val_loss: 1.2649 - val_accuracy: 0.6464\n",
            "Epoch 284/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6539 - accuracy: 0.4062\n",
            "Epoch 284: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6347 - accuracy: 0.4269 - val_loss: 1.2599 - val_accuracy: 0.6578\n",
            "Epoch 285/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5413 - accuracy: 0.4609\n",
            "Epoch 285: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6589 - accuracy: 0.4320 - val_loss: 1.2593 - val_accuracy: 0.6464\n",
            "Epoch 286/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5561 - accuracy: 0.4219\n",
            "Epoch 286: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6393 - accuracy: 0.4498 - val_loss: 1.2585 - val_accuracy: 0.6502\n",
            "Epoch 287/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5846 - accuracy: 0.4531\n",
            "Epoch 287: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.6865 - accuracy: 0.4168 - val_loss: 1.2590 - val_accuracy: 0.6426\n",
            "Epoch 288/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5521 - accuracy: 0.4375\n",
            "Epoch 288: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6748 - accuracy: 0.4053 - val_loss: 1.2541 - val_accuracy: 0.6502\n",
            "Epoch 289/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7292 - accuracy: 0.3828\n",
            "Epoch 289: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.6489 - accuracy: 0.4371 - val_loss: 1.2510 - val_accuracy: 0.6540\n",
            "Epoch 290/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5945 - accuracy: 0.4609\n",
            "Epoch 290: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.6603 - accuracy: 0.4295 - val_loss: 1.2509 - val_accuracy: 0.6616\n",
            "Epoch 291/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6498 - accuracy: 0.4141\n",
            "Epoch 291: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.7119 - accuracy: 0.4180 - val_loss: 1.2504 - val_accuracy: 0.6806\n",
            "Epoch 292/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6479 - accuracy: 0.4922\n",
            "Epoch 292: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6412 - accuracy: 0.4282 - val_loss: 1.2521 - val_accuracy: 0.6844\n",
            "Epoch 293/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5920 - accuracy: 0.4297\n",
            "Epoch 293: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6489 - accuracy: 0.4447 - val_loss: 1.2524 - val_accuracy: 0.6654\n",
            "Epoch 294/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8045 - accuracy: 0.3359\n",
            "Epoch 294: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6591 - accuracy: 0.4307 - val_loss: 1.2482 - val_accuracy: 0.6616\n",
            "Epoch 295/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5712 - accuracy: 0.4844\n",
            "Epoch 295: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6705 - accuracy: 0.4396 - val_loss: 1.2429 - val_accuracy: 0.6616\n",
            "Epoch 296/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7244 - accuracy: 0.4219\n",
            "Epoch 296: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6942 - accuracy: 0.4333 - val_loss: 1.2427 - val_accuracy: 0.6692\n",
            "Epoch 297/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5422 - accuracy: 0.4453\n",
            "Epoch 297: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6215 - accuracy: 0.4460 - val_loss: 1.2513 - val_accuracy: 0.6996\n",
            "Epoch 298/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6407 - accuracy: 0.4766\n",
            "Epoch 298: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.6596 - accuracy: 0.4346 - val_loss: 1.2469 - val_accuracy: 0.6882\n",
            "Epoch 299/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6845 - accuracy: 0.4141\n",
            "Epoch 299: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.6837 - accuracy: 0.4155 - val_loss: 1.2403 - val_accuracy: 0.6844\n",
            "Epoch 300/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7822 - accuracy: 0.3594\n",
            "Epoch 300: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6453 - accuracy: 0.4295 - val_loss: 1.2349 - val_accuracy: 0.6844\n",
            "Epoch 301/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5532 - accuracy: 0.4922\n",
            "Epoch 301: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.6201 - accuracy: 0.4511 - val_loss: 1.2286 - val_accuracy: 0.6958\n",
            "Epoch 302/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6419 - accuracy: 0.3906\n",
            "Epoch 302: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.6689 - accuracy: 0.4015 - val_loss: 1.2254 - val_accuracy: 0.6996\n",
            "Epoch 303/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5753 - accuracy: 0.4766\n",
            "Epoch 303: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6633 - accuracy: 0.4473 - val_loss: 1.2304 - val_accuracy: 0.6996\n",
            "Epoch 304/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7210 - accuracy: 0.4297\n",
            "Epoch 304: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6955 - accuracy: 0.4219 - val_loss: 1.2298 - val_accuracy: 0.6540\n",
            "Epoch 305/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7955 - accuracy: 0.4062\n",
            "Epoch 305: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6654 - accuracy: 0.4307 - val_loss: 1.2256 - val_accuracy: 0.6426\n",
            "Epoch 306/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6307 - accuracy: 0.4688\n",
            "Epoch 306: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6634 - accuracy: 0.4511 - val_loss: 1.2229 - val_accuracy: 0.6274\n",
            "Epoch 307/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5460 - accuracy: 0.4688\n",
            "Epoch 307: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6454 - accuracy: 0.4193 - val_loss: 1.2243 - val_accuracy: 0.6198\n",
            "Epoch 308/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6056 - accuracy: 0.3594\n",
            "Epoch 308: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6757 - accuracy: 0.4079 - val_loss: 1.2250 - val_accuracy: 0.6388\n",
            "Epoch 309/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8929 - accuracy: 0.3281\n",
            "Epoch 309: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6522 - accuracy: 0.4231 - val_loss: 1.2217 - val_accuracy: 0.6616\n",
            "Epoch 310/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6011 - accuracy: 0.5000\n",
            "Epoch 310: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6155 - accuracy: 0.4473 - val_loss: 1.2227 - val_accuracy: 0.6540\n",
            "Epoch 311/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7553 - accuracy: 0.3984\n",
            "Epoch 311: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6540 - accuracy: 0.4180 - val_loss: 1.2255 - val_accuracy: 0.6616\n",
            "Epoch 312/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7152 - accuracy: 0.4219\n",
            "Epoch 312: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.6311 - accuracy: 0.4485 - val_loss: 1.2154 - val_accuracy: 0.6768\n",
            "Epoch 313/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5535 - accuracy: 0.4453\n",
            "Epoch 313: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6361 - accuracy: 0.4358 - val_loss: 1.2039 - val_accuracy: 0.6806\n",
            "Epoch 314/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5795 - accuracy: 0.4766\n",
            "Epoch 314: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.5858 - accuracy: 0.4625 - val_loss: 1.2020 - val_accuracy: 0.6768\n",
            "Epoch 315/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5844 - accuracy: 0.4766\n",
            "Epoch 315: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5738 - accuracy: 0.4663 - val_loss: 1.2037 - val_accuracy: 0.6882\n",
            "Epoch 316/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7191 - accuracy: 0.4375\n",
            "Epoch 316: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6441 - accuracy: 0.4384 - val_loss: 1.1982 - val_accuracy: 0.6692\n",
            "Epoch 317/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6360 - accuracy: 0.4531\n",
            "Epoch 317: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.6160 - accuracy: 0.4460 - val_loss: 1.1944 - val_accuracy: 0.6616\n",
            "Epoch 318/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5771 - accuracy: 0.4453\n",
            "Epoch 318: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6807 - accuracy: 0.4206 - val_loss: 1.1912 - val_accuracy: 0.6882\n",
            "Epoch 319/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5050 - accuracy: 0.4766\n",
            "Epoch 319: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6204 - accuracy: 0.4485 - val_loss: 1.1903 - val_accuracy: 0.6920\n",
            "Epoch 320/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6917 - accuracy: 0.3750\n",
            "Epoch 320: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6282 - accuracy: 0.4371 - val_loss: 1.1930 - val_accuracy: 0.6920\n",
            "Epoch 321/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5436 - accuracy: 0.4688\n",
            "Epoch 321: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6213 - accuracy: 0.4384 - val_loss: 1.1993 - val_accuracy: 0.6844\n",
            "Epoch 322/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6384 - accuracy: 0.3516\n",
            "Epoch 322: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6245 - accuracy: 0.4333 - val_loss: 1.2027 - val_accuracy: 0.6996\n",
            "Epoch 323/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5781 - accuracy: 0.4375\n",
            "Epoch 323: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.5944 - accuracy: 0.4498 - val_loss: 1.2003 - val_accuracy: 0.7034\n",
            "Epoch 324/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6492 - accuracy: 0.3906\n",
            "Epoch 324: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6459 - accuracy: 0.4219 - val_loss: 1.1917 - val_accuracy: 0.6958\n",
            "Epoch 325/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5480 - accuracy: 0.4531\n",
            "Epoch 325: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6100 - accuracy: 0.4435 - val_loss: 1.1930 - val_accuracy: 0.6882\n",
            "Epoch 326/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6635 - accuracy: 0.3984\n",
            "Epoch 326: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6215 - accuracy: 0.4295 - val_loss: 1.1955 - val_accuracy: 0.6958\n",
            "Epoch 327/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5958 - accuracy: 0.4609\n",
            "Epoch 327: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6407 - accuracy: 0.4396 - val_loss: 1.1926 - val_accuracy: 0.6730\n",
            "Epoch 328/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.8372 - accuracy: 0.3984\n",
            "Epoch 328: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6430 - accuracy: 0.4346 - val_loss: 1.1896 - val_accuracy: 0.6692\n",
            "Epoch 329/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7384 - accuracy: 0.3750\n",
            "Epoch 329: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.6117 - accuracy: 0.4358 - val_loss: 1.1851 - val_accuracy: 0.6692\n",
            "Epoch 330/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5561 - accuracy: 0.4844\n",
            "Epoch 330: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6505 - accuracy: 0.4117 - val_loss: 1.1834 - val_accuracy: 0.6806\n",
            "Epoch 331/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6493 - accuracy: 0.4297\n",
            "Epoch 331: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6231 - accuracy: 0.4307 - val_loss: 1.1781 - val_accuracy: 0.7034\n",
            "Epoch 332/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7278 - accuracy: 0.4219\n",
            "Epoch 332: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5826 - accuracy: 0.4651 - val_loss: 1.1746 - val_accuracy: 0.7110\n",
            "Epoch 333/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6677 - accuracy: 0.4219\n",
            "Epoch 333: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6514 - accuracy: 0.4371 - val_loss: 1.1771 - val_accuracy: 0.6844\n",
            "Epoch 334/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5881 - accuracy: 0.4531\n",
            "Epoch 334: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.6328 - accuracy: 0.4511 - val_loss: 1.1828 - val_accuracy: 0.6844\n",
            "Epoch 335/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5675 - accuracy: 0.4453\n",
            "Epoch 335: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5916 - accuracy: 0.4422 - val_loss: 1.1857 - val_accuracy: 0.6578\n",
            "Epoch 336/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6488 - accuracy: 0.3984\n",
            "Epoch 336: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.5856 - accuracy: 0.4587 - val_loss: 1.1858 - val_accuracy: 0.6540\n",
            "Epoch 337/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6571 - accuracy: 0.4375\n",
            "Epoch 337: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6607 - accuracy: 0.4422 - val_loss: 1.1849 - val_accuracy: 0.6616\n",
            "Epoch 338/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7004 - accuracy: 0.3828\n",
            "Epoch 338: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6684 - accuracy: 0.4244 - val_loss: 1.1754 - val_accuracy: 0.6768\n",
            "Epoch 339/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5654 - accuracy: 0.4141\n",
            "Epoch 339: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6103 - accuracy: 0.4511 - val_loss: 1.1766 - val_accuracy: 0.6692\n",
            "Epoch 340/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5157 - accuracy: 0.4375\n",
            "Epoch 340: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6137 - accuracy: 0.4422 - val_loss: 1.1729 - val_accuracy: 0.6958\n",
            "Epoch 341/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6206 - accuracy: 0.4375\n",
            "Epoch 341: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6330 - accuracy: 0.4422 - val_loss: 1.1748 - val_accuracy: 0.7148\n",
            "Epoch 342/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4746 - accuracy: 0.5469\n",
            "Epoch 342: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 1.5524 - accuracy: 0.4574 - val_loss: 1.1684 - val_accuracy: 0.7072\n",
            "Epoch 343/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5781 - accuracy: 0.4531\n",
            "Epoch 343: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6054 - accuracy: 0.4485 - val_loss: 1.1687 - val_accuracy: 0.6768\n",
            "Epoch 344/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5135 - accuracy: 0.5234\n",
            "Epoch 344: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6019 - accuracy: 0.4485 - val_loss: 1.1637 - val_accuracy: 0.6730\n",
            "Epoch 345/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5428 - accuracy: 0.5703\n",
            "Epoch 345: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6085 - accuracy: 0.4625 - val_loss: 1.1649 - val_accuracy: 0.6806\n",
            "Epoch 346/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5998 - accuracy: 0.4453\n",
            "Epoch 346: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 23ms/step - loss: 1.6111 - accuracy: 0.4384 - val_loss: 1.1619 - val_accuracy: 0.7034\n",
            "Epoch 347/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5017 - accuracy: 0.4766\n",
            "Epoch 347: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6370 - accuracy: 0.4409 - val_loss: 1.1625 - val_accuracy: 0.6958\n",
            "Epoch 348/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.9089 - accuracy: 0.3438\n",
            "Epoch 348: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6649 - accuracy: 0.4396 - val_loss: 1.1594 - val_accuracy: 0.6806\n",
            "Epoch 349/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5811 - accuracy: 0.4844\n",
            "Epoch 349: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6354 - accuracy: 0.4219 - val_loss: 1.1629 - val_accuracy: 0.7186\n",
            "Epoch 350/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5161 - accuracy: 0.4531\n",
            "Epoch 350: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.6196 - accuracy: 0.4358 - val_loss: 1.1693 - val_accuracy: 0.7072\n",
            "Epoch 351/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5548 - accuracy: 0.4219\n",
            "Epoch 351: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5955 - accuracy: 0.4460 - val_loss: 1.1719 - val_accuracy: 0.6768\n",
            "Epoch 352/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5122 - accuracy: 0.5391\n",
            "Epoch 352: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6306 - accuracy: 0.4651 - val_loss: 1.1754 - val_accuracy: 0.6654\n",
            "Epoch 353/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6472 - accuracy: 0.4141\n",
            "Epoch 353: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5767 - accuracy: 0.4358 - val_loss: 1.1782 - val_accuracy: 0.6730\n",
            "Epoch 354/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5569 - accuracy: 0.4844\n",
            "Epoch 354: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5963 - accuracy: 0.4536 - val_loss: 1.1768 - val_accuracy: 0.6616\n",
            "Epoch 355/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5243 - accuracy: 0.4844\n",
            "Epoch 355: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 22ms/step - loss: 1.5915 - accuracy: 0.4562 - val_loss: 1.1776 - val_accuracy: 0.6654\n",
            "Epoch 356/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6123 - accuracy: 0.3828\n",
            "Epoch 356: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5960 - accuracy: 0.4295 - val_loss: 1.1773 - val_accuracy: 0.6692\n",
            "Epoch 357/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7591 - accuracy: 0.4453\n",
            "Epoch 357: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5774 - accuracy: 0.4625 - val_loss: 1.1753 - val_accuracy: 0.6730\n",
            "Epoch 358/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7424 - accuracy: 0.3984\n",
            "Epoch 358: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6284 - accuracy: 0.4409 - val_loss: 1.1692 - val_accuracy: 0.6806\n",
            "Epoch 359/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6182 - accuracy: 0.4609\n",
            "Epoch 359: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5824 - accuracy: 0.4625 - val_loss: 1.1621 - val_accuracy: 0.6768\n",
            "Epoch 360/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6173 - accuracy: 0.4297\n",
            "Epoch 360: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5499 - accuracy: 0.4574 - val_loss: 1.1593 - val_accuracy: 0.6882\n",
            "Epoch 361/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5456 - accuracy: 0.4531\n",
            "Epoch 361: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5830 - accuracy: 0.4396 - val_loss: 1.1579 - val_accuracy: 0.6920\n",
            "Epoch 362/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6247 - accuracy: 0.4609\n",
            "Epoch 362: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5600 - accuracy: 0.4701 - val_loss: 1.1458 - val_accuracy: 0.6958\n",
            "Epoch 363/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6218 - accuracy: 0.4453\n",
            "Epoch 363: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5991 - accuracy: 0.4549 - val_loss: 1.1422 - val_accuracy: 0.7110\n",
            "Epoch 364/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5685 - accuracy: 0.4297\n",
            "Epoch 364: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6368 - accuracy: 0.4193 - val_loss: 1.1403 - val_accuracy: 0.7072\n",
            "Epoch 365/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5592 - accuracy: 0.5078\n",
            "Epoch 365: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5307 - accuracy: 0.4968 - val_loss: 1.1405 - val_accuracy: 0.6882\n",
            "Epoch 366/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5955 - accuracy: 0.4219\n",
            "Epoch 366: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.5630 - accuracy: 0.4485 - val_loss: 1.1361 - val_accuracy: 0.6996\n",
            "Epoch 367/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5022 - accuracy: 0.4766\n",
            "Epoch 367: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5500 - accuracy: 0.4485 - val_loss: 1.1266 - val_accuracy: 0.7148\n",
            "Epoch 368/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6034 - accuracy: 0.4531\n",
            "Epoch 368: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5933 - accuracy: 0.4651 - val_loss: 1.1255 - val_accuracy: 0.6920\n",
            "Epoch 369/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5057 - accuracy: 0.4844\n",
            "Epoch 369: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.5263 - accuracy: 0.4612 - val_loss: 1.1253 - val_accuracy: 0.6996\n",
            "Epoch 370/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5925 - accuracy: 0.4531\n",
            "Epoch 370: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5324 - accuracy: 0.4879 - val_loss: 1.1307 - val_accuracy: 0.6996\n",
            "Epoch 371/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6590 - accuracy: 0.4297\n",
            "Epoch 371: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6142 - accuracy: 0.4511 - val_loss: 1.1365 - val_accuracy: 0.6996\n",
            "Epoch 372/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6161 - accuracy: 0.4375\n",
            "Epoch 372: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5866 - accuracy: 0.4473 - val_loss: 1.1387 - val_accuracy: 0.7110\n",
            "Epoch 373/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4655 - accuracy: 0.4453\n",
            "Epoch 373: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5619 - accuracy: 0.4435 - val_loss: 1.1340 - val_accuracy: 0.7072\n",
            "Epoch 374/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4846 - accuracy: 0.4531\n",
            "Epoch 374: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.6149 - accuracy: 0.4524 - val_loss: 1.1357 - val_accuracy: 0.7072\n",
            "Epoch 375/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5232 - accuracy: 0.4531\n",
            "Epoch 375: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5838 - accuracy: 0.4447 - val_loss: 1.1367 - val_accuracy: 0.6882\n",
            "Epoch 376/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6011 - accuracy: 0.4141\n",
            "Epoch 376: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5655 - accuracy: 0.4600 - val_loss: 1.1318 - val_accuracy: 0.6882\n",
            "Epoch 377/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4993 - accuracy: 0.5078\n",
            "Epoch 377: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5478 - accuracy: 0.4651 - val_loss: 1.1299 - val_accuracy: 0.6844\n",
            "Epoch 378/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7176 - accuracy: 0.4453\n",
            "Epoch 378: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5693 - accuracy: 0.4536 - val_loss: 1.1299 - val_accuracy: 0.6920\n",
            "Epoch 379/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7922 - accuracy: 0.3828\n",
            "Epoch 379: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.6173 - accuracy: 0.4473 - val_loss: 1.1340 - val_accuracy: 0.6882\n",
            "Epoch 380/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7246 - accuracy: 0.4609\n",
            "Epoch 380: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5651 - accuracy: 0.4625 - val_loss: 1.1343 - val_accuracy: 0.6958\n",
            "Epoch 381/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6105 - accuracy: 0.4609\n",
            "Epoch 381: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5849 - accuracy: 0.4587 - val_loss: 1.1295 - val_accuracy: 0.7034\n",
            "Epoch 382/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5843 - accuracy: 0.4453\n",
            "Epoch 382: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 1.5500 - accuracy: 0.4651 - val_loss: 1.1216 - val_accuracy: 0.7072\n",
            "Epoch 383/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7523 - accuracy: 0.3828\n",
            "Epoch 383: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.6188 - accuracy: 0.4307 - val_loss: 1.1164 - val_accuracy: 0.7376\n",
            "Epoch 384/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5258 - accuracy: 0.5078\n",
            "Epoch 384: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5493 - accuracy: 0.4790 - val_loss: 1.1142 - val_accuracy: 0.7148\n",
            "Epoch 385/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5496 - accuracy: 0.4297\n",
            "Epoch 385: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6268 - accuracy: 0.4473 - val_loss: 1.1098 - val_accuracy: 0.7490\n",
            "Epoch 386/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6376 - accuracy: 0.4219\n",
            "Epoch 386: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5735 - accuracy: 0.4536 - val_loss: 1.1152 - val_accuracy: 0.7414\n",
            "Epoch 387/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5997 - accuracy: 0.5000\n",
            "Epoch 387: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5699 - accuracy: 0.4651 - val_loss: 1.1182 - val_accuracy: 0.7262\n",
            "Epoch 388/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5521 - accuracy: 0.4297\n",
            "Epoch 388: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5575 - accuracy: 0.4562 - val_loss: 1.1187 - val_accuracy: 0.7110\n",
            "Epoch 389/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7491 - accuracy: 0.4219\n",
            "Epoch 389: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.6280 - accuracy: 0.4358 - val_loss: 1.1215 - val_accuracy: 0.6958\n",
            "Epoch 390/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5997 - accuracy: 0.4297\n",
            "Epoch 390: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5800 - accuracy: 0.4435 - val_loss: 1.1212 - val_accuracy: 0.6996\n",
            "Epoch 391/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4918 - accuracy: 0.4609\n",
            "Epoch 391: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5595 - accuracy: 0.4524 - val_loss: 1.1242 - val_accuracy: 0.7072\n",
            "Epoch 392/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5381 - accuracy: 0.4922\n",
            "Epoch 392: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5438 - accuracy: 0.4536 - val_loss: 1.1272 - val_accuracy: 0.6996\n",
            "Epoch 393/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4449 - accuracy: 0.4531\n",
            "Epoch 393: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5410 - accuracy: 0.4676 - val_loss: 1.1232 - val_accuracy: 0.7034\n",
            "Epoch 394/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5726 - accuracy: 0.4141\n",
            "Epoch 394: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.5555 - accuracy: 0.4740 - val_loss: 1.1188 - val_accuracy: 0.7110\n",
            "Epoch 395/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5421 - accuracy: 0.4375\n",
            "Epoch 395: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5899 - accuracy: 0.4396 - val_loss: 1.1158 - val_accuracy: 0.7224\n",
            "Epoch 396/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7515 - accuracy: 0.3984\n",
            "Epoch 396: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.5678 - accuracy: 0.4485 - val_loss: 1.1162 - val_accuracy: 0.7186\n",
            "Epoch 397/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5163 - accuracy: 0.4531\n",
            "Epoch 397: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5680 - accuracy: 0.4511 - val_loss: 1.1144 - val_accuracy: 0.7034\n",
            "Epoch 398/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5359 - accuracy: 0.4531\n",
            "Epoch 398: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5062 - accuracy: 0.4765 - val_loss: 1.1107 - val_accuracy: 0.6996\n",
            "Epoch 399/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5129 - accuracy: 0.5078\n",
            "Epoch 399: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5254 - accuracy: 0.4917 - val_loss: 1.1088 - val_accuracy: 0.7262\n",
            "Epoch 400/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6094 - accuracy: 0.4297\n",
            "Epoch 400: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5584 - accuracy: 0.4524 - val_loss: 1.1065 - val_accuracy: 0.7490\n",
            "Epoch 401/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5635 - accuracy: 0.5234\n",
            "Epoch 401: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5178 - accuracy: 0.4892 - val_loss: 1.1106 - val_accuracy: 0.7452\n",
            "Epoch 402/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6661 - accuracy: 0.3984\n",
            "Epoch 402: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5365 - accuracy: 0.4689 - val_loss: 1.1168 - val_accuracy: 0.7376\n",
            "Epoch 403/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5000 - accuracy: 0.4688\n",
            "Epoch 403: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.6008 - accuracy: 0.4371 - val_loss: 1.1194 - val_accuracy: 0.7414\n",
            "Epoch 404/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6803 - accuracy: 0.4375\n",
            "Epoch 404: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5799 - accuracy: 0.4536 - val_loss: 1.1174 - val_accuracy: 0.7186\n",
            "Epoch 405/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6742 - accuracy: 0.4297\n",
            "Epoch 405: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6058 - accuracy: 0.4587 - val_loss: 1.1151 - val_accuracy: 0.6616\n",
            "Epoch 406/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6468 - accuracy: 0.4531\n",
            "Epoch 406: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5559 - accuracy: 0.4536 - val_loss: 1.1056 - val_accuracy: 0.6616\n",
            "Epoch 407/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5773 - accuracy: 0.4609\n",
            "Epoch 407: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5412 - accuracy: 0.4536 - val_loss: 1.1010 - val_accuracy: 0.6768\n",
            "Epoch 408/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5156 - accuracy: 0.4375\n",
            "Epoch 408: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5500 - accuracy: 0.4676 - val_loss: 1.1016 - val_accuracy: 0.7148\n",
            "Epoch 409/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7293 - accuracy: 0.4141\n",
            "Epoch 409: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.6342 - accuracy: 0.4562 - val_loss: 1.1040 - val_accuracy: 0.7186\n",
            "Epoch 410/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5407 - accuracy: 0.4453\n",
            "Epoch 410: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5598 - accuracy: 0.4701 - val_loss: 1.1068 - val_accuracy: 0.7224\n",
            "Epoch 411/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6333 - accuracy: 0.4219\n",
            "Epoch 411: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5804 - accuracy: 0.4714 - val_loss: 1.1036 - val_accuracy: 0.7148\n",
            "Epoch 412/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7134 - accuracy: 0.4062\n",
            "Epoch 412: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5637 - accuracy: 0.4676 - val_loss: 1.1035 - val_accuracy: 0.7414\n",
            "Epoch 413/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6983 - accuracy: 0.3750\n",
            "Epoch 413: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5737 - accuracy: 0.4524 - val_loss: 1.1107 - val_accuracy: 0.7300\n",
            "Epoch 414/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6395 - accuracy: 0.4219\n",
            "Epoch 414: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.5561 - accuracy: 0.4765 - val_loss: 1.1187 - val_accuracy: 0.6996\n",
            "Epoch 415/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6817 - accuracy: 0.3516\n",
            "Epoch 415: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5434 - accuracy: 0.4600 - val_loss: 1.1119 - val_accuracy: 0.6920\n",
            "Epoch 416/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4693 - accuracy: 0.4844\n",
            "Epoch 416: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5414 - accuracy: 0.4727 - val_loss: 1.1085 - val_accuracy: 0.7072\n",
            "Epoch 417/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4571 - accuracy: 0.4844\n",
            "Epoch 417: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5619 - accuracy: 0.4612 - val_loss: 1.1049 - val_accuracy: 0.6882\n",
            "Epoch 418/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5598 - accuracy: 0.4609\n",
            "Epoch 418: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5581 - accuracy: 0.4841 - val_loss: 1.1133 - val_accuracy: 0.6996\n",
            "Epoch 419/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5127 - accuracy: 0.4922\n",
            "Epoch 419: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.5016 - accuracy: 0.4676 - val_loss: 1.1147 - val_accuracy: 0.7034\n",
            "Epoch 420/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5389 - accuracy: 0.4297\n",
            "Epoch 420: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5156 - accuracy: 0.4867 - val_loss: 1.1018 - val_accuracy: 0.7072\n",
            "Epoch 421/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5758 - accuracy: 0.4609\n",
            "Epoch 421: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.5521 - accuracy: 0.4651 - val_loss: 1.0913 - val_accuracy: 0.7300\n",
            "Epoch 422/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5504 - accuracy: 0.4688\n",
            "Epoch 422: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.5167 - accuracy: 0.4663 - val_loss: 1.0892 - val_accuracy: 0.7376\n",
            "Epoch 423/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5260 - accuracy: 0.4609\n",
            "Epoch 423: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5835 - accuracy: 0.4752 - val_loss: 1.0852 - val_accuracy: 0.7224\n",
            "Epoch 424/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5490 - accuracy: 0.4922\n",
            "Epoch 424: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5658 - accuracy: 0.4701 - val_loss: 1.0846 - val_accuracy: 0.7110\n",
            "Epoch 425/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4978 - accuracy: 0.5234\n",
            "Epoch 425: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5174 - accuracy: 0.4701 - val_loss: 1.0850 - val_accuracy: 0.6958\n",
            "Epoch 426/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6609 - accuracy: 0.4219\n",
            "Epoch 426: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5594 - accuracy: 0.4701 - val_loss: 1.0803 - val_accuracy: 0.7072\n",
            "Epoch 427/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5933 - accuracy: 0.4609\n",
            "Epoch 427: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5491 - accuracy: 0.4701 - val_loss: 1.0782 - val_accuracy: 0.7224\n",
            "Epoch 428/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4675 - accuracy: 0.5156\n",
            "Epoch 428: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.5552 - accuracy: 0.4384 - val_loss: 1.0855 - val_accuracy: 0.7262\n",
            "Epoch 429/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5353 - accuracy: 0.4766\n",
            "Epoch 429: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4928 - accuracy: 0.4892 - val_loss: 1.0915 - val_accuracy: 0.7452\n",
            "Epoch 430/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4313 - accuracy: 0.4297\n",
            "Epoch 430: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5229 - accuracy: 0.4485 - val_loss: 1.0969 - val_accuracy: 0.7300\n",
            "Epoch 431/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5476 - accuracy: 0.5156\n",
            "Epoch 431: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5597 - accuracy: 0.4714 - val_loss: 1.0934 - val_accuracy: 0.7186\n",
            "Epoch 432/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7122 - accuracy: 0.4453\n",
            "Epoch 432: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5893 - accuracy: 0.4574 - val_loss: 1.0882 - val_accuracy: 0.7262\n",
            "Epoch 433/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4984 - accuracy: 0.5000\n",
            "Epoch 433: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5010 - accuracy: 0.4905 - val_loss: 1.0855 - val_accuracy: 0.7300\n",
            "Epoch 434/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3625 - accuracy: 0.4844\n",
            "Epoch 434: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5736 - accuracy: 0.4511 - val_loss: 1.0850 - val_accuracy: 0.7262\n",
            "Epoch 435/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5583 - accuracy: 0.5156\n",
            "Epoch 435: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5214 - accuracy: 0.4981 - val_loss: 1.0821 - val_accuracy: 0.7186\n",
            "Epoch 436/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4755 - accuracy: 0.5000\n",
            "Epoch 436: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5487 - accuracy: 0.4740 - val_loss: 1.0764 - val_accuracy: 0.7452\n",
            "Epoch 437/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5382 - accuracy: 0.4766\n",
            "Epoch 437: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5144 - accuracy: 0.4689 - val_loss: 1.0701 - val_accuracy: 0.7490\n",
            "Epoch 438/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4898 - accuracy: 0.4375\n",
            "Epoch 438: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4532 - accuracy: 0.4790 - val_loss: 1.0701 - val_accuracy: 0.7490\n",
            "Epoch 439/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4047 - accuracy: 0.5547\n",
            "Epoch 439: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5203 - accuracy: 0.4879 - val_loss: 1.0708 - val_accuracy: 0.7338\n",
            "Epoch 440/1000\n",
            "5/7 [====================>.........] - ETA: 0s - loss: 1.5146 - accuracy: 0.4672\n",
            "Epoch 440: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 22ms/step - loss: 1.5302 - accuracy: 0.4638 - val_loss: 1.0636 - val_accuracy: 0.7224\n",
            "Epoch 441/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5611 - accuracy: 0.5156\n",
            "Epoch 441: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5260 - accuracy: 0.4689 - val_loss: 1.0658 - val_accuracy: 0.7110\n",
            "Epoch 442/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6065 - accuracy: 0.4531\n",
            "Epoch 442: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4923 - accuracy: 0.5057 - val_loss: 1.0689 - val_accuracy: 0.7072\n",
            "Epoch 443/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4978 - accuracy: 0.5312\n",
            "Epoch 443: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5455 - accuracy: 0.4841 - val_loss: 1.0738 - val_accuracy: 0.7034\n",
            "Epoch 444/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4482 - accuracy: 0.4688\n",
            "Epoch 444: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5077 - accuracy: 0.4778 - val_loss: 1.0757 - val_accuracy: 0.7110\n",
            "Epoch 445/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5776 - accuracy: 0.4531\n",
            "Epoch 445: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5886 - accuracy: 0.4574 - val_loss: 1.0737 - val_accuracy: 0.6806\n",
            "Epoch 446/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5763 - accuracy: 0.4844\n",
            "Epoch 446: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4674 - accuracy: 0.4828 - val_loss: 1.0719 - val_accuracy: 0.7072\n",
            "Epoch 447/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5808 - accuracy: 0.4688\n",
            "Epoch 447: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 22ms/step - loss: 1.5733 - accuracy: 0.4828 - val_loss: 1.0682 - val_accuracy: 0.7300\n",
            "Epoch 448/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5062 - accuracy: 0.5000\n",
            "Epoch 448: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5341 - accuracy: 0.4892 - val_loss: 1.0697 - val_accuracy: 0.7376\n",
            "Epoch 449/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6999 - accuracy: 0.3906\n",
            "Epoch 449: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4882 - accuracy: 0.4689 - val_loss: 1.0676 - val_accuracy: 0.7376\n",
            "Epoch 450/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5087 - accuracy: 0.4453\n",
            "Epoch 450: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5228 - accuracy: 0.4701 - val_loss: 1.0670 - val_accuracy: 0.7452\n",
            "Epoch 451/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6032 - accuracy: 0.4453\n",
            "Epoch 451: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5442 - accuracy: 0.4600 - val_loss: 1.0664 - val_accuracy: 0.7414\n",
            "Epoch 452/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4767 - accuracy: 0.4922\n",
            "Epoch 452: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5411 - accuracy: 0.4714 - val_loss: 1.0686 - val_accuracy: 0.7338\n",
            "Epoch 453/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6828 - accuracy: 0.3828\n",
            "Epoch 453: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5404 - accuracy: 0.4524 - val_loss: 1.0659 - val_accuracy: 0.7262\n",
            "Epoch 454/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3980 - accuracy: 0.5000\n",
            "Epoch 454: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4903 - accuracy: 0.4892 - val_loss: 1.0609 - val_accuracy: 0.7414\n",
            "Epoch 455/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4698 - accuracy: 0.4531\n",
            "Epoch 455: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4689 - accuracy: 0.4930 - val_loss: 1.0599 - val_accuracy: 0.7376\n",
            "Epoch 456/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.2794 - accuracy: 0.5156\n",
            "Epoch 456: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.4780 - accuracy: 0.4828 - val_loss: 1.0538 - val_accuracy: 0.7452\n",
            "Epoch 457/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5446 - accuracy: 0.4453\n",
            "Epoch 457: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5485 - accuracy: 0.4524 - val_loss: 1.0559 - val_accuracy: 0.7224\n",
            "Epoch 458/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5159 - accuracy: 0.4375\n",
            "Epoch 458: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5405 - accuracy: 0.4536 - val_loss: 1.0601 - val_accuracy: 0.7186\n",
            "Epoch 459/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5647 - accuracy: 0.4609\n",
            "Epoch 459: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5548 - accuracy: 0.4384 - val_loss: 1.0609 - val_accuracy: 0.6996\n",
            "Epoch 460/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6378 - accuracy: 0.4375\n",
            "Epoch 460: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5651 - accuracy: 0.4612 - val_loss: 1.0539 - val_accuracy: 0.6958\n",
            "Epoch 461/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6639 - accuracy: 0.4297\n",
            "Epoch 461: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5351 - accuracy: 0.4778 - val_loss: 1.0540 - val_accuracy: 0.7148\n",
            "Epoch 462/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6128 - accuracy: 0.4141\n",
            "Epoch 462: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5476 - accuracy: 0.4676 - val_loss: 1.0557 - val_accuracy: 0.7262\n",
            "Epoch 463/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5093 - accuracy: 0.4297\n",
            "Epoch 463: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.4906 - accuracy: 0.4854 - val_loss: 1.0516 - val_accuracy: 0.7414\n",
            "Epoch 464/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3339 - accuracy: 0.5469\n",
            "Epoch 464: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4549 - accuracy: 0.4981 - val_loss: 1.0471 - val_accuracy: 0.7376\n",
            "Epoch 465/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5719 - accuracy: 0.4297\n",
            "Epoch 465: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5188 - accuracy: 0.4752 - val_loss: 1.0442 - val_accuracy: 0.7490\n",
            "Epoch 466/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5267 - accuracy: 0.4531\n",
            "Epoch 466: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4667 - accuracy: 0.4701 - val_loss: 1.0449 - val_accuracy: 0.7490\n",
            "Epoch 467/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4883 - accuracy: 0.4922\n",
            "Epoch 467: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 1.5387 - accuracy: 0.4714 - val_loss: 1.0496 - val_accuracy: 0.7376\n",
            "Epoch 468/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5582 - accuracy: 0.4453\n",
            "Epoch 468: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.5256 - accuracy: 0.4816 - val_loss: 1.0526 - val_accuracy: 0.7186\n",
            "Epoch 469/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4550 - accuracy: 0.5156\n",
            "Epoch 469: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5488 - accuracy: 0.4574 - val_loss: 1.0507 - val_accuracy: 0.6920\n",
            "Epoch 470/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5698 - accuracy: 0.4688\n",
            "Epoch 470: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5237 - accuracy: 0.4790 - val_loss: 1.0552 - val_accuracy: 0.7034\n",
            "Epoch 471/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6148 - accuracy: 0.4453\n",
            "Epoch 471: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5360 - accuracy: 0.4638 - val_loss: 1.0498 - val_accuracy: 0.7110\n",
            "Epoch 472/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3138 - accuracy: 0.5625\n",
            "Epoch 472: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.4898 - accuracy: 0.4676 - val_loss: 1.0380 - val_accuracy: 0.7224\n",
            "Epoch 473/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5610 - accuracy: 0.4219\n",
            "Epoch 473: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5281 - accuracy: 0.4473 - val_loss: 1.0341 - val_accuracy: 0.7414\n",
            "Epoch 474/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5758 - accuracy: 0.4766\n",
            "Epoch 474: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5275 - accuracy: 0.4651 - val_loss: 1.0377 - val_accuracy: 0.7376\n",
            "Epoch 475/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5019 - accuracy: 0.5469\n",
            "Epoch 475: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5592 - accuracy: 0.4765 - val_loss: 1.0411 - val_accuracy: 0.7262\n",
            "Epoch 476/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6205 - accuracy: 0.4375\n",
            "Epoch 476: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5304 - accuracy: 0.4803 - val_loss: 1.0443 - val_accuracy: 0.7110\n",
            "Epoch 477/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4943 - accuracy: 0.3906\n",
            "Epoch 477: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5023 - accuracy: 0.4511 - val_loss: 1.0470 - val_accuracy: 0.7110\n",
            "Epoch 478/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4600 - accuracy: 0.4688\n",
            "Epoch 478: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5203 - accuracy: 0.4701 - val_loss: 1.0460 - val_accuracy: 0.7148\n",
            "Epoch 479/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.7217 - accuracy: 0.4375\n",
            "Epoch 479: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5052 - accuracy: 0.4994 - val_loss: 1.0450 - val_accuracy: 0.7072\n",
            "Epoch 480/1000\n",
            "6/7 [========================>.....] - ETA: 0s - loss: 1.5195 - accuracy: 0.4583\n",
            "Epoch 480: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 26ms/step - loss: 1.5211 - accuracy: 0.4574 - val_loss: 1.0464 - val_accuracy: 0.6920\n",
            "Epoch 481/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5095 - accuracy: 0.5000\n",
            "Epoch 481: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5488 - accuracy: 0.4727 - val_loss: 1.0516 - val_accuracy: 0.7034\n",
            "Epoch 482/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5518 - accuracy: 0.3906\n",
            "Epoch 482: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4908 - accuracy: 0.4676 - val_loss: 1.0578 - val_accuracy: 0.6920\n",
            "Epoch 483/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3926 - accuracy: 0.5156\n",
            "Epoch 483: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4402 - accuracy: 0.5070 - val_loss: 1.0556 - val_accuracy: 0.7034\n",
            "Epoch 484/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4617 - accuracy: 0.4609\n",
            "Epoch 484: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4969 - accuracy: 0.4676 - val_loss: 1.0484 - val_accuracy: 0.7148\n",
            "Epoch 485/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5116 - accuracy: 0.4453\n",
            "Epoch 485: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5176 - accuracy: 0.4752 - val_loss: 1.0461 - val_accuracy: 0.7452\n",
            "Epoch 486/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4638 - accuracy: 0.4609\n",
            "Epoch 486: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.5007 - accuracy: 0.4701 - val_loss: 1.0406 - val_accuracy: 0.7300\n",
            "Epoch 487/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6124 - accuracy: 0.4609\n",
            "Epoch 487: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 23ms/step - loss: 1.5395 - accuracy: 0.4841 - val_loss: 1.0343 - val_accuracy: 0.7300\n",
            "Epoch 488/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3669 - accuracy: 0.5078\n",
            "Epoch 488: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4782 - accuracy: 0.4917 - val_loss: 1.0292 - val_accuracy: 0.7224\n",
            "Epoch 489/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4046 - accuracy: 0.5312\n",
            "Epoch 489: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5148 - accuracy: 0.4765 - val_loss: 1.0274 - val_accuracy: 0.7300\n",
            "Epoch 490/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4451 - accuracy: 0.4922\n",
            "Epoch 490: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5016 - accuracy: 0.4714 - val_loss: 1.0286 - val_accuracy: 0.7376\n",
            "Epoch 491/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3138 - accuracy: 0.5391\n",
            "Epoch 491: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4830 - accuracy: 0.4994 - val_loss: 1.0340 - val_accuracy: 0.7376\n",
            "Epoch 492/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5150 - accuracy: 0.4844\n",
            "Epoch 492: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.4440 - accuracy: 0.5057 - val_loss: 1.0357 - val_accuracy: 0.7414\n",
            "Epoch 493/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5550 - accuracy: 0.4766\n",
            "Epoch 493: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5078 - accuracy: 0.4701 - val_loss: 1.0300 - val_accuracy: 0.7414\n",
            "Epoch 494/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4291 - accuracy: 0.5000\n",
            "Epoch 494: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5024 - accuracy: 0.4892 - val_loss: 1.0307 - val_accuracy: 0.7300\n",
            "Epoch 495/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4765 - accuracy: 0.4609\n",
            "Epoch 495: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5416 - accuracy: 0.4714 - val_loss: 1.0324 - val_accuracy: 0.7186\n",
            "Epoch 496/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5068 - accuracy: 0.4844\n",
            "Epoch 496: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.4991 - accuracy: 0.4790 - val_loss: 1.0325 - val_accuracy: 0.7262\n",
            "Epoch 497/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4656 - accuracy: 0.5000\n",
            "Epoch 497: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4361 - accuracy: 0.4841 - val_loss: 1.0337 - val_accuracy: 0.7414\n",
            "Epoch 498/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3778 - accuracy: 0.5312\n",
            "Epoch 498: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4537 - accuracy: 0.4892 - val_loss: 1.0323 - val_accuracy: 0.7414\n",
            "Epoch 499/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4659 - accuracy: 0.4297\n",
            "Epoch 499: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5383 - accuracy: 0.4638 - val_loss: 1.0363 - val_accuracy: 0.7414\n",
            "Epoch 500/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4617 - accuracy: 0.5391\n",
            "Epoch 500: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4852 - accuracy: 0.4765 - val_loss: 1.0412 - val_accuracy: 0.7338\n",
            "Epoch 501/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5945 - accuracy: 0.4375\n",
            "Epoch 501: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.4653 - accuracy: 0.4981 - val_loss: 1.0445 - val_accuracy: 0.7262\n",
            "Epoch 502/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4269 - accuracy: 0.5391\n",
            "Epoch 502: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4738 - accuracy: 0.4740 - val_loss: 1.0473 - val_accuracy: 0.7072\n",
            "Epoch 503/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4749 - accuracy: 0.4922\n",
            "Epoch 503: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.4689 - accuracy: 0.4867 - val_loss: 1.0530 - val_accuracy: 0.6920\n",
            "Epoch 504/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4833 - accuracy: 0.4766\n",
            "Epoch 504: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4981 - accuracy: 0.4727 - val_loss: 1.0503 - val_accuracy: 0.7338\n",
            "Epoch 505/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4067 - accuracy: 0.5312\n",
            "Epoch 505: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4984 - accuracy: 0.4803 - val_loss: 1.0480 - val_accuracy: 0.7262\n",
            "Epoch 506/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5725 - accuracy: 0.4922\n",
            "Epoch 506: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4642 - accuracy: 0.4943 - val_loss: 1.0397 - val_accuracy: 0.7300\n",
            "Epoch 507/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5180 - accuracy: 0.4922\n",
            "Epoch 507: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5422 - accuracy: 0.4752 - val_loss: 1.0344 - val_accuracy: 0.7376\n",
            "Epoch 508/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5672 - accuracy: 0.4219\n",
            "Epoch 508: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4961 - accuracy: 0.4740 - val_loss: 1.0328 - val_accuracy: 0.7376\n",
            "Epoch 509/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3829 - accuracy: 0.5469\n",
            "Epoch 509: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4913 - accuracy: 0.4790 - val_loss: 1.0281 - val_accuracy: 0.7338\n",
            "Epoch 510/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5954 - accuracy: 0.3984\n",
            "Epoch 510: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 20ms/step - loss: 1.5081 - accuracy: 0.4714 - val_loss: 1.0216 - val_accuracy: 0.7110\n",
            "Epoch 511/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4257 - accuracy: 0.4688\n",
            "Epoch 511: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4776 - accuracy: 0.4816 - val_loss: 1.0143 - val_accuracy: 0.7490\n",
            "Epoch 512/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4421 - accuracy: 0.5078\n",
            "Epoch 512: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4735 - accuracy: 0.4854 - val_loss: 1.0071 - val_accuracy: 0.7452\n",
            "Epoch 513/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4290 - accuracy: 0.5078\n",
            "Epoch 513: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4844 - accuracy: 0.4740 - val_loss: 1.0062 - val_accuracy: 0.7490\n",
            "Epoch 514/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5938 - accuracy: 0.4922\n",
            "Epoch 514: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5279 - accuracy: 0.4689 - val_loss: 1.0112 - val_accuracy: 0.7490\n",
            "Epoch 515/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.2884 - accuracy: 0.5547\n",
            "Epoch 515: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5237 - accuracy: 0.4638 - val_loss: 1.0212 - val_accuracy: 0.7338\n",
            "Epoch 516/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5273 - accuracy: 0.5000\n",
            "Epoch 516: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4613 - accuracy: 0.4879 - val_loss: 1.0265 - val_accuracy: 0.7224\n",
            "Epoch 517/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5225 - accuracy: 0.5156\n",
            "Epoch 517: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5118 - accuracy: 0.4803 - val_loss: 1.0256 - val_accuracy: 0.7148\n",
            "Epoch 518/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4966 - accuracy: 0.5078\n",
            "Epoch 518: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.5236 - accuracy: 0.4714 - val_loss: 1.0260 - val_accuracy: 0.7262\n",
            "Epoch 519/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3986 - accuracy: 0.5156\n",
            "Epoch 519: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4959 - accuracy: 0.4752 - val_loss: 1.0216 - val_accuracy: 0.7567\n",
            "Epoch 520/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6426 - accuracy: 0.3984\n",
            "Epoch 520: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4723 - accuracy: 0.4892 - val_loss: 1.0177 - val_accuracy: 0.7643\n",
            "Epoch 521/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5915 - accuracy: 0.4531\n",
            "Epoch 521: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5092 - accuracy: 0.4651 - val_loss: 1.0153 - val_accuracy: 0.7567\n",
            "Epoch 522/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4705 - accuracy: 0.4688\n",
            "Epoch 522: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.4797 - accuracy: 0.4816 - val_loss: 1.0148 - val_accuracy: 0.7452\n",
            "Epoch 523/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4143 - accuracy: 0.4922\n",
            "Epoch 523: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4968 - accuracy: 0.4854 - val_loss: 1.0168 - val_accuracy: 0.7490\n",
            "Epoch 524/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5043 - accuracy: 0.5000\n",
            "Epoch 524: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5121 - accuracy: 0.4765 - val_loss: 1.0248 - val_accuracy: 0.7300\n",
            "Epoch 525/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5777 - accuracy: 0.4219\n",
            "Epoch 525: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4950 - accuracy: 0.4625 - val_loss: 1.0278 - val_accuracy: 0.7148\n",
            "Epoch 526/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3940 - accuracy: 0.5078\n",
            "Epoch 526: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4929 - accuracy: 0.4803 - val_loss: 1.0314 - val_accuracy: 0.7224\n",
            "Epoch 527/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4202 - accuracy: 0.5078\n",
            "Epoch 527: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 23ms/step - loss: 1.4989 - accuracy: 0.4841 - val_loss: 1.0307 - val_accuracy: 0.7186\n",
            "Epoch 528/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6811 - accuracy: 0.4609\n",
            "Epoch 528: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4714 - accuracy: 0.4854 - val_loss: 1.0235 - val_accuracy: 0.7338\n",
            "Epoch 529/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3618 - accuracy: 0.5078\n",
            "Epoch 529: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4370 - accuracy: 0.4943 - val_loss: 1.0159 - val_accuracy: 0.7300\n",
            "Epoch 530/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4758 - accuracy: 0.5156\n",
            "Epoch 530: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4049 - accuracy: 0.5235 - val_loss: 1.0093 - val_accuracy: 0.7414\n",
            "Epoch 531/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4939 - accuracy: 0.4609\n",
            "Epoch 531: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5165 - accuracy: 0.4778 - val_loss: 1.0051 - val_accuracy: 0.7414\n",
            "Epoch 532/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5540 - accuracy: 0.4297\n",
            "Epoch 532: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4590 - accuracy: 0.4854 - val_loss: 1.0032 - val_accuracy: 0.7414\n",
            "Epoch 533/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5120 - accuracy: 0.4609\n",
            "Epoch 533: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4985 - accuracy: 0.4778 - val_loss: 1.0019 - val_accuracy: 0.7376\n",
            "Epoch 534/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5352 - accuracy: 0.5078\n",
            "Epoch 534: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 23ms/step - loss: 1.4957 - accuracy: 0.5032 - val_loss: 1.0055 - val_accuracy: 0.7376\n",
            "Epoch 535/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3357 - accuracy: 0.5234\n",
            "Epoch 535: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4672 - accuracy: 0.4765 - val_loss: 1.0144 - val_accuracy: 0.7300\n",
            "Epoch 536/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4404 - accuracy: 0.5156\n",
            "Epoch 536: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5216 - accuracy: 0.4740 - val_loss: 1.0224 - val_accuracy: 0.7300\n",
            "Epoch 537/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4098 - accuracy: 0.4922\n",
            "Epoch 537: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4398 - accuracy: 0.4917 - val_loss: 1.0199 - val_accuracy: 0.7110\n",
            "Epoch 538/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4699 - accuracy: 0.4844\n",
            "Epoch 538: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.5613 - accuracy: 0.4549 - val_loss: 1.0117 - val_accuracy: 0.7224\n",
            "Epoch 539/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4148 - accuracy: 0.5078\n",
            "Epoch 539: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4045 - accuracy: 0.5032 - val_loss: 1.0051 - val_accuracy: 0.7567\n",
            "Epoch 540/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4950 - accuracy: 0.4844\n",
            "Epoch 540: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 22ms/step - loss: 1.4293 - accuracy: 0.5095 - val_loss: 1.0102 - val_accuracy: 0.7643\n",
            "Epoch 541/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4030 - accuracy: 0.4766\n",
            "Epoch 541: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4508 - accuracy: 0.4892 - val_loss: 1.0137 - val_accuracy: 0.7338\n",
            "Epoch 542/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4478 - accuracy: 0.5391\n",
            "Epoch 542: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5174 - accuracy: 0.4803 - val_loss: 1.0105 - val_accuracy: 0.7338\n",
            "Epoch 543/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5810 - accuracy: 0.4297\n",
            "Epoch 543: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5166 - accuracy: 0.4943 - val_loss: 1.0044 - val_accuracy: 0.7300\n",
            "Epoch 544/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4684 - accuracy: 0.4922\n",
            "Epoch 544: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4559 - accuracy: 0.4854 - val_loss: 1.0008 - val_accuracy: 0.7224\n",
            "Epoch 545/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4015 - accuracy: 0.5234\n",
            "Epoch 545: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4128 - accuracy: 0.5184 - val_loss: 0.9983 - val_accuracy: 0.7148\n",
            "Epoch 546/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3176 - accuracy: 0.5547\n",
            "Epoch 546: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.4505 - accuracy: 0.4828 - val_loss: 1.0042 - val_accuracy: 0.6996\n",
            "Epoch 547/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.2833 - accuracy: 0.5547\n",
            "Epoch 547: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.5060 - accuracy: 0.4841 - val_loss: 0.9998 - val_accuracy: 0.7034\n",
            "Epoch 548/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4074 - accuracy: 0.4219\n",
            "Epoch 548: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4875 - accuracy: 0.4841 - val_loss: 1.0001 - val_accuracy: 0.7300\n",
            "Epoch 549/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3797 - accuracy: 0.5703\n",
            "Epoch 549: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4727 - accuracy: 0.4930 - val_loss: 1.0027 - val_accuracy: 0.7376\n",
            "Epoch 550/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5102 - accuracy: 0.5234\n",
            "Epoch 550: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5424 - accuracy: 0.4778 - val_loss: 1.0089 - val_accuracy: 0.7376\n",
            "Epoch 551/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5144 - accuracy: 0.4922\n",
            "Epoch 551: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4677 - accuracy: 0.4803 - val_loss: 1.0169 - val_accuracy: 0.7452\n",
            "Epoch 552/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5801 - accuracy: 0.4062\n",
            "Epoch 552: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4742 - accuracy: 0.4854 - val_loss: 1.0193 - val_accuracy: 0.7452\n",
            "Epoch 553/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4043 - accuracy: 0.5391\n",
            "Epoch 553: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4390 - accuracy: 0.5095 - val_loss: 1.0134 - val_accuracy: 0.7224\n",
            "Epoch 554/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4736 - accuracy: 0.5781\n",
            "Epoch 554: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4370 - accuracy: 0.5108 - val_loss: 1.0102 - val_accuracy: 0.7186\n",
            "Epoch 555/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4093 - accuracy: 0.5625\n",
            "Epoch 555: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4651 - accuracy: 0.4867 - val_loss: 1.0048 - val_accuracy: 0.7224\n",
            "Epoch 556/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4279 - accuracy: 0.5000\n",
            "Epoch 556: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4500 - accuracy: 0.4816 - val_loss: 1.0016 - val_accuracy: 0.7148\n",
            "Epoch 557/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5432 - accuracy: 0.4922\n",
            "Epoch 557: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 1.4480 - accuracy: 0.4968 - val_loss: 1.0043 - val_accuracy: 0.6996\n",
            "Epoch 558/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4951 - accuracy: 0.4531\n",
            "Epoch 558: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4468 - accuracy: 0.4790 - val_loss: 0.9965 - val_accuracy: 0.6996\n",
            "Epoch 559/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6742 - accuracy: 0.4531\n",
            "Epoch 559: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.5512 - accuracy: 0.4790 - val_loss: 0.9896 - val_accuracy: 0.7110\n",
            "Epoch 560/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6220 - accuracy: 0.5000\n",
            "Epoch 560: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.5233 - accuracy: 0.4879 - val_loss: 0.9888 - val_accuracy: 0.7224\n",
            "Epoch 561/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4894 - accuracy: 0.4766\n",
            "Epoch 561: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4294 - accuracy: 0.5108 - val_loss: 0.9889 - val_accuracy: 0.7529\n",
            "Epoch 562/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5324 - accuracy: 0.4219\n",
            "Epoch 562: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 1.5136 - accuracy: 0.4676 - val_loss: 0.9933 - val_accuracy: 0.7681\n",
            "Epoch 563/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5994 - accuracy: 0.4375\n",
            "Epoch 563: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4723 - accuracy: 0.4714 - val_loss: 0.9999 - val_accuracy: 0.7605\n",
            "Epoch 564/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4237 - accuracy: 0.5078\n",
            "Epoch 564: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4275 - accuracy: 0.5121 - val_loss: 1.0052 - val_accuracy: 0.7452\n",
            "Epoch 565/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4923 - accuracy: 0.5078\n",
            "Epoch 565: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4918 - accuracy: 0.4473 - val_loss: 1.0086 - val_accuracy: 0.7529\n",
            "Epoch 566/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3268 - accuracy: 0.4922\n",
            "Epoch 566: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4786 - accuracy: 0.4714 - val_loss: 1.0164 - val_accuracy: 0.7529\n",
            "Epoch 567/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3970 - accuracy: 0.5000\n",
            "Epoch 567: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4881 - accuracy: 0.4498 - val_loss: 1.0149 - val_accuracy: 0.7452\n",
            "Epoch 568/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5143 - accuracy: 0.4219\n",
            "Epoch 568: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.4117 - accuracy: 0.5108 - val_loss: 1.0070 - val_accuracy: 0.7148\n",
            "Epoch 569/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3885 - accuracy: 0.4844\n",
            "Epoch 569: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4619 - accuracy: 0.4816 - val_loss: 1.0012 - val_accuracy: 0.7034\n",
            "Epoch 570/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.6770 - accuracy: 0.3750\n",
            "Epoch 570: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4768 - accuracy: 0.4727 - val_loss: 1.0008 - val_accuracy: 0.6996\n",
            "Epoch 571/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4767 - accuracy: 0.5156\n",
            "Epoch 571: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4395 - accuracy: 0.5108 - val_loss: 1.0045 - val_accuracy: 0.7072\n",
            "Epoch 572/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5378 - accuracy: 0.4688\n",
            "Epoch 572: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4672 - accuracy: 0.5057 - val_loss: 1.0131 - val_accuracy: 0.6882\n",
            "Epoch 573/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4423 - accuracy: 0.5000\n",
            "Epoch 573: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4844 - accuracy: 0.4841 - val_loss: 1.0243 - val_accuracy: 0.6920\n",
            "Epoch 574/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4881 - accuracy: 0.4453\n",
            "Epoch 574: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4315 - accuracy: 0.5197 - val_loss: 1.0205 - val_accuracy: 0.6768\n",
            "Epoch 575/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4856 - accuracy: 0.5234\n",
            "Epoch 575: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4555 - accuracy: 0.5006 - val_loss: 1.0081 - val_accuracy: 0.7034\n",
            "Epoch 576/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4305 - accuracy: 0.4922\n",
            "Epoch 576: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 1.4435 - accuracy: 0.4968 - val_loss: 1.0035 - val_accuracy: 0.7034\n",
            "Epoch 577/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5645 - accuracy: 0.4219\n",
            "Epoch 577: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4974 - accuracy: 0.4663 - val_loss: 0.9964 - val_accuracy: 0.6996\n",
            "Epoch 578/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5204 - accuracy: 0.4297\n",
            "Epoch 578: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 18ms/step - loss: 1.4949 - accuracy: 0.4841 - val_loss: 0.9966 - val_accuracy: 0.6920\n",
            "Epoch 579/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4506 - accuracy: 0.5234\n",
            "Epoch 579: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4896 - accuracy: 0.4968 - val_loss: 1.0013 - val_accuracy: 0.6806\n",
            "Epoch 580/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5050 - accuracy: 0.3984\n",
            "Epoch 580: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4493 - accuracy: 0.4905 - val_loss: 1.0002 - val_accuracy: 0.6958\n",
            "Epoch 581/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5435 - accuracy: 0.4844\n",
            "Epoch 581: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 1.4757 - accuracy: 0.4956 - val_loss: 0.9963 - val_accuracy: 0.6768\n",
            "Epoch 582/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.5739 - accuracy: 0.3984\n",
            "Epoch 582: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 1.4777 - accuracy: 0.4816 - val_loss: 0.9969 - val_accuracy: 0.6920\n",
            "Epoch 583/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3335 - accuracy: 0.5234\n",
            "Epoch 583: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 1.4474 - accuracy: 0.5070 - val_loss: 0.9965 - val_accuracy: 0.6844\n",
            "Epoch 584/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.3487 - accuracy: 0.5000\n",
            "Epoch 584: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.3602 - accuracy: 0.5400 - val_loss: 0.9954 - val_accuracy: 0.6882\n",
            "Epoch 585/1000\n",
            "1/7 [===>..........................] - ETA: 0s - loss: 1.4242 - accuracy: 0.4766\n",
            "Epoch 585: saving model to model/keypoint_classifier\\keypoint_classifier.hdf5\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 1.4169 - accuracy: 0.5006 - val_loss: 0.9892 - val_accuracy: 0.6996\n",
            "Epoch 585: early stopping\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "<keras.src.callbacks.History at 0x1f7233c3e90>"
            ]
          },
          "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": [
            "3/3 [==============================] - 0s 6ms/step - loss: 0.9892 - accuracy: 0.6996\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 154ms/step\n",
            "[7.3152198e-04 1.2456423e-10 2.2885220e-02 3.3734581e-03 3.0199146e-08\n",
            " 1.3165612e-05 3.9126060e-04 8.1487961e-02 1.2231432e-03 4.7883476e-15\n",
            " 6.4331852e-11 3.9766374e-07 5.3641636e-02 5.7961706e-02 3.2268139e-03\n",
            " 3.0663386e-01 3.7988904e-01 6.7972427e-04 1.4341011e-03 2.4908180e-08\n",
            " 5.1495289e-07 6.3423640e-09 5.5545904e-02 3.0880481e-02 2.9974046e-14\n",
            " 1.5767528e-09 1.0445328e-08]\n",
            "16\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": [
        "# Conf mat"
      ]
    },
    {
      "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": [
            "9/9 [==============================] - 0s 2ms/step\n"
          ]
        },
        {
          "data": {
            "image/png": 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",
            "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       0.75      0.60      0.67        10\n",
            "           1       1.00      1.00      1.00        12\n",
            "           2       1.00      0.39      0.56        18\n",
            "           3       0.75      1.00      0.86         3\n",
            "           4       0.88      0.58      0.70        12\n",
            "           5       1.00      0.82      0.90        11\n",
            "           6       1.00      0.95      0.98        21\n",
            "           7       1.00      0.25      0.40        12\n",
            "           8       0.00      0.00      0.00         9\n",
            "           9       1.00      1.00      1.00         1\n",
            "          10       1.00      1.00      1.00         7\n",
            "          11       0.92      0.75      0.83        16\n",
            "          12       0.00      0.00      0.00         9\n",
            "          13       0.83      0.94      0.88        16\n",
            "          14       0.43      1.00      0.61        10\n",
            "          15       0.50      0.27      0.35        11\n",
            "          16       0.42      0.83      0.56        12\n",
            "          17       0.73      1.00      0.84         8\n",
            "          18       0.89      1.00      0.94         8\n",
            "          19       0.43      0.33      0.38         9\n",
            "          20       0.43      1.00      0.61        10\n",
            "          21       0.69      1.00      0.82        18\n",
            "          22       0.78      1.00      0.88         7\n",
            "          23       1.00      0.38      0.56        13\n",
            "\n",
            "    accuracy                           0.70       263\n",
            "   macro avg       0.73      0.71      0.68       263\n",
            "weighted avg       0.75      0.70      0.68       263\n",
            "\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "c:\\Users\\Tirth Kothari\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n",
            "c:\\Users\\Tirth Kothari\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n",
            "c:\\Users\\Tirth Kothari\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\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": [
        "# Tensorflow-Lite"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "ODjnYyld9hE6"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "c:\\Users\\Tirth Kothari\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\keras\\src\\engine\\training.py:3079: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n",
            "  saving_api.save_model(\n"
          ]
        }
      ],
      "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\\Tirth Kothari\\AppData\\Local\\Temp\\tmpbqy8bb60\\assets\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: C:\\Users\\Tirth Kothari\\AppData\\Local\\Temp\\tmpbqy8bb60\\assets\n"
          ]
        },
        {
          "data": {
            "text/plain": [
              "7556"
            ]
          },
          "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": [
        "# error solve"
      ]
    },
    {
      "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": [
            "[7.3152198e-04 1.2456398e-10 2.2885226e-02 3.3734578e-03 3.0199093e-08\n",
            " 1.3165598e-05 3.9126043e-04 8.1488028e-02 1.2231419e-03 4.7883471e-15\n",
            " 6.4331734e-11 3.9766257e-07 5.3641632e-02 5.7961661e-02 3.2268136e-03\n",
            " 3.0663398e-01 3.7988904e-01 6.7972357e-04 1.4340992e-03 2.4908129e-08\n",
            " 5.1495283e-07 6.3423391e-09 5.5545837e-02 3.0880507e-02 2.9974046e-14\n",
            " 1.5767528e-09 1.0445308e-08]\n",
            "16\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",
      "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": "3.11.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}