TrainGPLargeBasedModels.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "gpuClass": "premium",
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "#Boiler Plate"
      ],
      "metadata": {
        "id": "1ApaTwo7kIQw"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "0luum09x-1Bh",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e8261540-970f-40db-970d-69cd75aee128"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "y9aQLI2cClFx"
      },
      "outputs": [],
      "source": [
        "import pickle\n",
        "import pandas as pd\n",
        "import datetime as dt\n",
        "import matplotlib.pyplot as plt\n",
        "import gc\n",
        "import os"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FCGKkHXz-4ke"
      },
      "outputs": [],
      "source": [
        "# Seed value\n",
        "# Apparently you may use different seed values at each stage\n",
        "seed_value= 0\n",
        "\n",
        "# 1. Set the `PYTHONHASHSEED` environment variable at a fixed value\n",
        "import os\n",
        "os.environ['PYTHONHASHSEED']=str(seed_value)\n",
        "\n",
        "# 2. Set the `python` built-in pseudo-random generator at a fixed value\n",
        "import random\n",
        "random.seed(seed_value)\n",
        "\n",
        "# 3. Set the `numpy` pseudo-random generator at a fixed value\n",
        "import numpy as np\n",
        "np.random.seed(seed_value)\n",
        "\n",
        "# 4. Set the `tensorflow` pseudo-random generator at a fixed value\n",
        "import tensorflow as tf\n",
        "tf.random.set_seed(seed_value)\n",
        "# for later versions: \n",
        "# tf.compat.v1.set_random_seed(seed_value)\n",
        "\n",
        "# 5. Configure a new global `tensorflow` session\n",
        "from keras import backend as K\n",
        "# session_conf = tf.ConfigProto(intra_op_parallelism_threads=1, inter_op_parallelism_threads=1)\n",
        "# sess = tf.Session(graph=tf.get_default_graph(), config=session_conf)\n",
        "# K.set_session(sess)\n",
        "# for later versions:\n",
        "session_conf = tf.compat.v1.ConfigProto(intra_op_parallelism_threads=1, inter_op_parallelism_threads=1)\n",
        "sess = tf.compat.v1.Session(graph=tf.compat.v1.get_default_graph(), config=session_conf)\n",
        "tf.compat.v1.keras.backend.set_session(sess)"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Load Data"
      ],
      "metadata": {
        "id": "dxYLA0plkKyy"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "All Data can be found at this anonymous repo https://anonymous.4open.science/r/CHILData-4164/"
      ],
      "metadata": {
        "id": "OrLQTSZUlnir"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "o = open(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/trainingPerfusionLargeCloseClin.pkl\", \"rb\")\n",
        "trainingPerfusion = pickle.load(o)\n",
        "o = open(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/validationPerfusionLargeCloseClin.pkl\", \"rb\")\n",
        "validationPerfusion = pickle.load(o)\n",
        "o = open(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/testPerfusionLargeCloseClin.pkl\", \"rb\")\n",
        "testPerfusion = pickle.load(o)\n",
        "\n",
        "o = open(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/trainingClinicalCloseClin.pkl\", \"rb\")\n",
        "trainingClinical = pickle.load(o)\n",
        "o = open(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/validationClinicalCloseClin.pkl\", \"rb\")\n",
        "validationClinical = pickle.load(o)\n",
        "o = open(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/testClinicalCloseClin.pkl\", \"rb\")\n",
        "testClinical = pickle.load(o)\n"
      ],
      "metadata": {
        "id": "4ZZ-vKTXizVZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "labelTraining = np.append(np.ones(54), np.zeros(54))\n",
        "labelValTest = np.append(np.ones(18), np.zeros(18))"
      ],
      "metadata": {
        "id": "P6iaKqUUqtSt"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Train all Models"
      ],
      "metadata": {
        "id": "4aMPHkr_ILeM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from keras import layers, models, optimizers, metrics\n",
        "from keras.callbacks import EarlyStopping, ModelCheckpoint\n",
        "!pip install keras-tuner\n",
        "import kerastuner as kt\n",
        "from kerastuner import HyperParameters as hp"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MHo6Zqhrkv_R",
        "outputId": "2e4cf974-9a74-4a54-fb1d-4ab225fb13d0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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            "Installing collected packages: kt-legacy, jedi, keras-tuner\n",
            "Successfully installed jedi-0.18.2 keras-tuner-1.1.3 kt-legacy-1.0.4\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-6-44a22687b9c5>:4: DeprecationWarning: `import kerastuner` is deprecated, please use `import keras_tuner`.\n",
            "  import kerastuner as kt\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "timeLen = trainingPerfusion[0,0].shape[1]\n",
        "varLen = trainingPerfusion[0,0].shape[2]\n",
        "\n",
        "def TransfomerEncoder(input, sizeOne, dropoutOne):\n",
        "\n",
        "    # #Conv\n",
        "    conv = layers.Conv1D(sizeOne, 1, padding = \"same\", activation=\"tanh\")(input)\n",
        "    #convolution Layer\n",
        "    lstm = layers.LSTM(sizeOne, dropout = dropoutOne, return_sequences=True)(conv) #res\n",
        "    add = layers.Add()([conv, lstm])\n",
        "    lstm = layers.LSTM(sizeOne, dropout = dropoutOne)(add)\n",
        "    lstm = layers.LayerNormalization()(lstm)\n",
        "    \n",
        "    return lstm\n",
        "\n",
        "def clinicalClass(input, sizeOne, dropoutOne, sizeTwo, dropoutTwo):\n",
        "    \n",
        "    classif = layers.Dense(sizeOne, activation = \"selu\")(input)\n",
        "    dropout = layers.Dropout(dropoutOne)(classif)\n",
        "    classif = layers.Dense(input.shape[1], activation = \"selu\")(dropout)\n",
        "    dropout = layers.Dropout(dropoutOne)(classif)\n",
        "    finalLayer = layers.Dense(sizeTwo, activation = \"selu\")(dropout)\n",
        "    finalDropout = layers.Dropout(dropoutTwo)(finalLayer)\n",
        "    \n",
        "    return finalDropout\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "ShhkxKFDkzdD"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def make_model():\n",
        "  input_layerPerf = layers.Input(shape = (timeLen,varLen,), name=\"PerfusionData\" ) \n",
        "  print(input_layerPerf.shape)\n",
        "  input_layerClin = layers.Input(shape = ([trainingClinical.shape[3],]), name=\"ClinData\" ) \n",
        "  print(input_layerClin.shape)\n",
        "  \n",
        "  x = input_layerPerf\n",
        "  x = TransfomerEncoder(x, 1024, 0.3)\n",
        "  y = input_layerClin\n",
        "  y = clinicalClass(y,33,0,25,0.2)\n",
        "\n",
        "  concat = layers.Concatenate()([x,y])\n",
        "  output_layer = layers.Dense(1, activation=\"sigmoid\", name=\"Prediction\")(concat)\n",
        "\n",
        "  model = models.Model(inputs=[input_layerPerf,input_layerClin ], outputs=output_layer)\n",
        "\n",
        "  ##Model Creation\n",
        "  opt = tf.keras.optimizers.Adam(learning_rate=0.00001)\n",
        "  model.compile(loss='binary_crossentropy', optimizer=opt, metrics=\n",
        "                [\"acc\",\n",
        "                 tf.keras.metrics.AUC(name='auc_min', summation_method = \"minoring\"),\n",
        "                 tf.keras.metrics.AUC(name='auc_max', summation_method = \"majoring\")],)\n",
        "\n",
        "  return model"
      ],
      "metadata": {
        "id": "JpzL27Nnnh0W"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "es = EarlyStopping(monitor='val_loss', mode='min', verbose=0,  patience=20, min_delta = 0.00001)\n",
        "predictions = np.zeros([12,5,36])\n",
        "\n",
        "\n",
        "for x in range(12):\n",
        "  for j in range(5):\n",
        "    mc = ModelCheckpoint(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/LSTMModelsLarge/CloseClinK{}Fold{}.h5\".format(x, j), monitor='val_loss', mode='min', verbose=0, save_best_only=True)\n",
        "    model = make_model()\n",
        "    model.fit(\n",
        "        {\"PerfusionData\": trainingPerfusion[x,j],\"ClinData\": trainingClinical[x,j]},\n",
        "        {\"Prediction\": labelTraining},\n",
        "        epochs=10000,   \n",
        "        # batch_size = trainingPerfusion.shape[2],                                                     \n",
        "        validation_data = ([validationPerfusion[x,j],validationClinical[x,j]], labelValTest),\n",
        "        callbacks=[es, mc],\n",
        "        verbose=1,\n",
        "    )\n",
        "    model.load_weights(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/LSTMModelsLarge/CloseClinK{}Fold{}.h5\".format(x, j))\n",
        "    yPred = model.predict({\"ClinData\": testClinical[x,j],\"PerfusionData\": testPerfusion[x,j]}) \n",
        "    predictions[x,j] = yPred.reshape(-1)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EHloZnRdIhCs",
        "outputId": "2aa17cd5-6732-4d86-9278-3e90732120b7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 17s 895ms/step - loss: 0.7592 - acc: 0.4815 - auc_min: 0.4866 - auc_max: 0.5038 - val_loss: 0.5781 - val_acc: 0.6667 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.5447 - acc: 0.7685 - auc_min: 0.8632 - auc_max: 0.8687 - val_loss: 0.4520 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.4620 - acc: 0.7963 - auc_min: 0.9091 - auc_max: 0.9132 - val_loss: 0.3804 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.3994 - acc: 0.8426 - auc_min: 0.9201 - auc_max: 0.9256 - val_loss: 0.3703 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.3595 - acc: 0.8796 - auc_min: 0.9242 - auc_max: 0.9276 - val_loss: 0.3250 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.3436 - acc: 0.8426 - auc_min: 0.9287 - auc_max: 0.9304 - val_loss: 0.3103 - val_acc: 0.8889 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3052 - acc: 0.8981 - auc_min: 0.9465 - auc_max: 0.9489 - val_loss: 0.3525 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.3143 - acc: 0.8796 - auc_min: 0.9393 - auc_max: 0.9410 - val_loss: 0.3452 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.3177 - acc: 0.8611 - auc_min: 0.9400 - auc_max: 0.9414 - val_loss: 0.3249 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2965 - acc: 0.9074 - auc_min: 0.9462 - auc_max: 0.9479 - val_loss: 0.3271 - val_acc: 0.8611 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2873 - acc: 0.8796 - auc_min: 0.9475 - auc_max: 0.9499 - val_loss: 0.3438 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2944 - acc: 0.8796 - auc_min: 0.9448 - auc_max: 0.9455 - val_loss: 0.3558 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3010 - acc: 0.8889 - auc_min: 0.9379 - auc_max: 0.9407 - val_loss: 0.3894 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2835 - acc: 0.8704 - auc_min: 0.9564 - auc_max: 0.9568 - val_loss: 0.3506 - val_acc: 0.8611 - val_auc_min: 0.9228 - val_auc_max: 0.9259\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2765 - acc: 0.8981 - auc_min: 0.9513 - auc_max: 0.9523 - val_loss: 0.3571 - val_acc: 0.8611 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2742 - acc: 0.8889 - auc_min: 0.9612 - auc_max: 0.9616 - val_loss: 0.3594 - val_acc: 0.6944 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2598 - acc: 0.9167 - auc_min: 0.9619 - auc_max: 0.9623 - val_loss: 0.3882 - val_acc: 0.8333 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2568 - acc: 0.8981 - auc_min: 0.9657 - auc_max: 0.9667 - val_loss: 0.3954 - val_acc: 0.8333 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2487 - acc: 0.8981 - auc_min: 0.9633 - auc_max: 0.9643 - val_loss: 0.3810 - val_acc: 0.7222 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2565 - acc: 0.9074 - auc_min: 0.9640 - auc_max: 0.9647 - val_loss: 0.3939 - val_acc: 0.6944 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2409 - acc: 0.9074 - auc_min: 0.9722 - auc_max: 0.9722 - val_loss: 0.3955 - val_acc: 0.7222 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2210 - acc: 0.9167 - auc_min: 0.9750 - auc_max: 0.9757 - val_loss: 0.4042 - val_acc: 0.7222 - val_auc_min: 0.8858 - val_auc_max: 0.8889\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2229 - acc: 0.9074 - auc_min: 0.9760 - auc_max: 0.9760 - val_loss: 0.4109 - val_acc: 0.7222 - val_auc_min: 0.8735 - val_auc_max: 0.8765\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2260 - acc: 0.8981 - auc_min: 0.9736 - auc_max: 0.9739 - val_loss: 0.4237 - val_acc: 0.6944 - val_auc_min: 0.8704 - val_auc_max: 0.8735\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2196 - acc: 0.9167 - auc_min: 0.9757 - auc_max: 0.9763 - val_loss: 0.4233 - val_acc: 0.7222 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2364 - acc: 0.9074 - auc_min: 0.9709 - auc_max: 0.9715 - val_loss: 0.4292 - val_acc: 0.7222 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "2/2 [==============================] - 1s 104ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 819ms/step - loss: 0.7713 - acc: 0.4537 - auc_min: 0.4643 - auc_max: 0.4750 - val_loss: 0.6565 - val_acc: 0.4722 - val_auc_min: 0.7037 - val_auc_max: 0.7037\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.6040 - acc: 0.7037 - auc_min: 0.7641 - auc_max: 0.7785 - val_loss: 0.5932 - val_acc: 0.6944 - val_auc_min: 0.7346 - val_auc_max: 0.7716\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 513ms/step - loss: 0.4971 - acc: 0.8241 - auc_min: 0.8824 - auc_max: 0.8865 - val_loss: 0.5853 - val_acc: 0.6389 - val_auc_min: 0.8025 - val_auc_max: 0.8148\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.4183 - acc: 0.8889 - auc_min: 0.8899 - auc_max: 0.8923 - val_loss: 0.6089 - val_acc: 0.6389 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3923 - acc: 0.9074 - auc_min: 0.8981 - auc_max: 0.8992 - val_loss: 0.6427 - val_acc: 0.6389 - val_auc_min: 0.7994 - val_auc_max: 0.8086\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3664 - acc: 0.8889 - auc_min: 0.8999 - auc_max: 0.9050 - val_loss: 0.6750 - val_acc: 0.6389 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3264 - acc: 0.8889 - auc_min: 0.9331 - auc_max: 0.9352 - val_loss: 0.6913 - val_acc: 0.6389 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3154 - acc: 0.8796 - auc_min: 0.9376 - auc_max: 0.9393 - val_loss: 0.7032 - val_acc: 0.6389 - val_auc_min: 0.8179 - val_auc_max: 0.8210\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3100 - acc: 0.8981 - auc_min: 0.9331 - auc_max: 0.9352 - val_loss: 0.7122 - val_acc: 0.6389 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3087 - acc: 0.8796 - auc_min: 0.9441 - auc_max: 0.9465 - val_loss: 0.7223 - val_acc: 0.6389 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2975 - acc: 0.8704 - auc_min: 0.9506 - auc_max: 0.9520 - val_loss: 0.7236 - val_acc: 0.6389 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2824 - acc: 0.8889 - auc_min: 0.9530 - auc_max: 0.9551 - val_loss: 0.7320 - val_acc: 0.6389 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2600 - acc: 0.8981 - auc_min: 0.9616 - auc_max: 0.9623 - val_loss: 0.7278 - val_acc: 0.6389 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2467 - acc: 0.9074 - auc_min: 0.9660 - auc_max: 0.9671 - val_loss: 0.7225 - val_acc: 0.6389 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2604 - acc: 0.8796 - auc_min: 0.9602 - auc_max: 0.9626 - val_loss: 0.7265 - val_acc: 0.6389 - val_auc_min: 0.8333 - val_auc_max: 0.8395\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2590 - acc: 0.8796 - auc_min: 0.9602 - auc_max: 0.9609 - val_loss: 0.7143 - val_acc: 0.6667 - val_auc_min: 0.8519 - val_auc_max: 0.8519\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2556 - acc: 0.8889 - auc_min: 0.9616 - auc_max: 0.9626 - val_loss: 0.7124 - val_acc: 0.6389 - val_auc_min: 0.8519 - val_auc_max: 0.8519\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2418 - acc: 0.8981 - auc_min: 0.9698 - auc_max: 0.9712 - val_loss: 0.7223 - val_acc: 0.6389 - val_auc_min: 0.8580 - val_auc_max: 0.8642\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2333 - acc: 0.9167 - auc_min: 0.9691 - auc_max: 0.9705 - val_loss: 0.7028 - val_acc: 0.6667 - val_auc_min: 0.8580 - val_auc_max: 0.8673\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2246 - acc: 0.9074 - auc_min: 0.9743 - auc_max: 0.9743 - val_loss: 0.7025 - val_acc: 0.6944 - val_auc_min: 0.8642 - val_auc_max: 0.8704\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2190 - acc: 0.8981 - auc_min: 0.9753 - auc_max: 0.9757 - val_loss: 0.7049 - val_acc: 0.6667 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2291 - acc: 0.9259 - auc_min: 0.9671 - auc_max: 0.9681 - val_loss: 0.7317 - val_acc: 0.6667 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2267 - acc: 0.9167 - auc_min: 0.9695 - auc_max: 0.9698 - val_loss: 0.7516 - val_acc: 0.6667 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "2/2 [==============================] - 1s 104ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 827ms/step - loss: 0.8526 - acc: 0.4352 - auc_min: 0.4335 - auc_max: 0.4379 - val_loss: 0.6229 - val_acc: 0.5000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.6320 - acc: 0.6389 - auc_min: 0.7788 - auc_max: 0.7877 - val_loss: 0.5228 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 519ms/step - loss: 0.4973 - acc: 0.8241 - auc_min: 0.8858 - auc_max: 0.8909 - val_loss: 0.5032 - val_acc: 0.6667 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.4374 - acc: 0.8704 - auc_min: 0.8981 - auc_max: 0.9026 - val_loss: 0.4086 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.3996 - acc: 0.8611 - auc_min: 0.9026 - auc_max: 0.9053 - val_loss: 0.3832 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3652 - acc: 0.8611 - auc_min: 0.9132 - auc_max: 0.9150 - val_loss: 0.4118 - val_acc: 0.6667 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3578 - acc: 0.8796 - auc_min: 0.9150 - auc_max: 0.9163 - val_loss: 0.4452 - val_acc: 0.6667 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3440 - acc: 0.8889 - auc_min: 0.9208 - auc_max: 0.9249 - val_loss: 0.4614 - val_acc: 0.6667 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3297 - acc: 0.8889 - auc_min: 0.9266 - auc_max: 0.9297 - val_loss: 0.4810 - val_acc: 0.6667 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3262 - acc: 0.8704 - auc_min: 0.9324 - auc_max: 0.9338 - val_loss: 0.5732 - val_acc: 0.6667 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2957 - acc: 0.8981 - auc_min: 0.9527 - auc_max: 0.9551 - val_loss: 0.6812 - val_acc: 0.5000 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2795 - acc: 0.8796 - auc_min: 0.9578 - auc_max: 0.9585 - val_loss: 0.6367 - val_acc: 0.6667 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2626 - acc: 0.9074 - auc_min: 0.9657 - auc_max: 0.9667 - val_loss: 0.6866 - val_acc: 0.6667 - val_auc_min: 0.8889 - val_auc_max: 0.8951\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2686 - acc: 0.8796 - auc_min: 0.9643 - auc_max: 0.9643 - val_loss: 0.7727 - val_acc: 0.5000 - val_auc_min: 0.8704 - val_auc_max: 0.8765\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2416 - acc: 0.9352 - auc_min: 0.9739 - auc_max: 0.9739 - val_loss: 0.8236 - val_acc: 0.5000 - val_auc_min: 0.8519 - val_auc_max: 0.8549\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2490 - acc: 0.9167 - auc_min: 0.9674 - auc_max: 0.9681 - val_loss: 1.0113 - val_acc: 0.5000 - val_auc_min: 0.7870 - val_auc_max: 0.8302\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2510 - acc: 0.9074 - auc_min: 0.9722 - auc_max: 0.9726 - val_loss: 0.8428 - val_acc: 0.5000 - val_auc_min: 0.7469 - val_auc_max: 0.7531\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2351 - acc: 0.9444 - auc_min: 0.9733 - auc_max: 0.9739 - val_loss: 0.8300 - val_acc: 0.6667 - val_auc_min: 0.7284 - val_auc_max: 0.7407\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2258 - acc: 0.9352 - auc_min: 0.9805 - auc_max: 0.9805 - val_loss: 1.1117 - val_acc: 0.5000 - val_auc_min: 0.6852 - val_auc_max: 0.7037\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2097 - acc: 0.9630 - auc_min: 0.9784 - auc_max: 0.9784 - val_loss: 1.1668 - val_acc: 0.5000 - val_auc_min: 0.6481 - val_auc_max: 0.6852\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2022 - acc: 0.9630 - auc_min: 0.9818 - auc_max: 0.9822 - val_loss: 1.0687 - val_acc: 0.5000 - val_auc_min: 0.6481 - val_auc_max: 0.6852\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2026 - acc: 0.9537 - auc_min: 0.9818 - auc_max: 0.9829 - val_loss: 1.0934 - val_acc: 0.5000 - val_auc_min: 0.6636 - val_auc_max: 0.6852\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1857 - acc: 0.9722 - auc_min: 0.9825 - auc_max: 0.9829 - val_loss: 1.3046 - val_acc: 0.5000 - val_auc_min: 0.6451 - val_auc_max: 0.6698\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1864 - acc: 0.9444 - auc_min: 0.9787 - auc_max: 0.9791 - val_loss: 1.3164 - val_acc: 0.5000 - val_auc_min: 0.6265 - val_auc_max: 0.6636\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1965 - acc: 0.9722 - auc_min: 0.9825 - auc_max: 0.9825 - val_loss: 1.3713 - val_acc: 0.5000 - val_auc_min: 0.6111 - val_auc_max: 0.6481\n",
            "2/2 [==============================] - 1s 104ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 804ms/step - loss: 0.5749 - acc: 0.6852 - auc_min: 0.7647 - auc_max: 0.7692 - val_loss: 0.3446 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.5258 - acc: 0.7593 - auc_min: 0.8268 - auc_max: 0.8330 - val_loss: 0.4033 - val_acc: 0.7778 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 520ms/step - loss: 0.5373 - acc: 0.6574 - auc_min: 0.8289 - auc_max: 0.8357 - val_loss: 0.2234 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 678ms/step - loss: 0.4388 - acc: 0.8148 - auc_min: 0.8879 - auc_max: 0.8927 - val_loss: 0.1740 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.4631 - acc: 0.7963 - auc_min: 0.8765 - auc_max: 0.8793 - val_loss: 0.2108 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4195 - acc: 0.7870 - auc_min: 0.8913 - auc_max: 0.8947 - val_loss: 0.2372 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.4155 - acc: 0.8148 - auc_min: 0.8913 - auc_max: 0.8947 - val_loss: 0.1701 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 524ms/step - loss: 0.3928 - acc: 0.8333 - auc_min: 0.9026 - auc_max: 0.9050 - val_loss: 0.1677 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.3890 - acc: 0.8148 - auc_min: 0.9105 - auc_max: 0.9108 - val_loss: 0.1812 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3584 - acc: 0.8426 - auc_min: 0.9273 - auc_max: 0.9283 - val_loss: 0.1801 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.3798 - acc: 0.8426 - auc_min: 0.9108 - auc_max: 0.9126 - val_loss: 0.1507 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3777 - acc: 0.8333 - auc_min: 0.9191 - auc_max: 0.9208 - val_loss: 0.1831 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3516 - acc: 0.8704 - auc_min: 0.9345 - auc_max: 0.9355 - val_loss: 0.1807 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3406 - acc: 0.8889 - auc_min: 0.9390 - auc_max: 0.9407 - val_loss: 0.1721 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3389 - acc: 0.8981 - auc_min: 0.9396 - auc_max: 0.9414 - val_loss: 0.1515 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.3347 - acc: 0.8889 - auc_min: 0.9393 - auc_max: 0.9400 - val_loss: 0.1347 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3473 - acc: 0.8889 - auc_min: 0.9376 - auc_max: 0.9400 - val_loss: 0.1419 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3157 - acc: 0.8889 - auc_min: 0.9427 - auc_max: 0.9448 - val_loss: 0.1832 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.3279 - acc: 0.8611 - auc_min: 0.9434 - auc_max: 0.9441 - val_loss: 0.1423 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.3177 - acc: 0.8981 - auc_min: 0.9407 - auc_max: 0.9424 - val_loss: 0.1189 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3212 - acc: 0.8796 - auc_min: 0.9448 - auc_max: 0.9455 - val_loss: 0.1336 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.3021 - acc: 0.8704 - auc_min: 0.9506 - auc_max: 0.9520 - val_loss: 0.1531 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.3224 - acc: 0.8704 - auc_min: 0.9393 - auc_max: 0.9420 - val_loss: 0.1128 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3020 - acc: 0.8796 - auc_min: 0.9520 - auc_max: 0.9523 - val_loss: 0.1210 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.3034 - acc: 0.8981 - auc_min: 0.9506 - auc_max: 0.9520 - val_loss: 0.1053 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2844 - acc: 0.8981 - auc_min: 0.9540 - auc_max: 0.9561 - val_loss: 0.1339 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2844 - acc: 0.9074 - auc_min: 0.9537 - auc_max: 0.9558 - val_loss: 0.1687 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.2952 - acc: 0.8889 - auc_min: 0.9551 - auc_max: 0.9578 - val_loss: 0.1031 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 2s 512ms/step - loss: 0.3019 - acc: 0.8981 - auc_min: 0.9520 - auc_max: 0.9540 - val_loss: 0.0970 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3189 - acc: 0.8889 - auc_min: 0.9420 - auc_max: 0.9451 - val_loss: 0.1368 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3009 - acc: 0.8704 - auc_min: 0.9479 - auc_max: 0.9479 - val_loss: 0.1089 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2702 - acc: 0.9167 - auc_min: 0.9554 - auc_max: 0.9575 - val_loss: 0.1106 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2905 - acc: 0.8981 - auc_min: 0.9516 - auc_max: 0.9544 - val_loss: 0.1201 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2870 - acc: 0.8889 - auc_min: 0.9506 - auc_max: 0.9540 - val_loss: 0.1280 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3053 - acc: 0.8704 - auc_min: 0.9492 - auc_max: 0.9503 - val_loss: 0.1052 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2940 - acc: 0.9074 - auc_min: 0.9537 - auc_max: 0.9544 - val_loss: 0.1049 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2900 - acc: 0.8981 - auc_min: 0.9489 - auc_max: 0.9523 - val_loss: 0.1224 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 3s 773ms/step - loss: 0.2723 - acc: 0.9259 - auc_min: 0.9561 - auc_max: 0.9568 - val_loss: 0.0967 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 2s 476ms/step - loss: 0.2933 - acc: 0.8796 - auc_min: 0.9499 - auc_max: 0.9516 - val_loss: 0.0883 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2765 - acc: 0.9074 - auc_min: 0.9575 - auc_max: 0.9582 - val_loss: 0.0884 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2745 - acc: 0.9074 - auc_min: 0.9595 - auc_max: 0.9602 - val_loss: 0.1117 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2693 - acc: 0.9167 - auc_min: 0.9582 - auc_max: 0.9588 - val_loss: 0.1016 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2763 - acc: 0.9074 - auc_min: 0.9551 - auc_max: 0.9558 - val_loss: 0.0964 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2855 - acc: 0.8981 - auc_min: 0.9561 - auc_max: 0.9571 - val_loss: 0.1062 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2725 - acc: 0.9259 - auc_min: 0.9592 - auc_max: 0.9609 - val_loss: 0.1255 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.2809 - acc: 0.8981 - auc_min: 0.9544 - auc_max: 0.9554 - val_loss: 0.0949 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2630 - acc: 0.8981 - auc_min: 0.9588 - auc_max: 0.9592 - val_loss: 0.0907 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2646 - acc: 0.9074 - auc_min: 0.9592 - auc_max: 0.9602 - val_loss: 0.0997 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.2606 - acc: 0.9167 - auc_min: 0.9606 - auc_max: 0.9626 - val_loss: 0.1040 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2644 - acc: 0.9352 - auc_min: 0.9568 - auc_max: 0.9616 - val_loss: 0.0886 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.2545 - acc: 0.8981 - auc_min: 0.9626 - auc_max: 0.9650 - val_loss: 0.0894 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.2588 - acc: 0.9167 - auc_min: 0.9578 - auc_max: 0.9582 - val_loss: 0.1149 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2683 - acc: 0.9352 - auc_min: 0.9612 - auc_max: 0.9619 - val_loss: 0.1062 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 3s 791ms/step - loss: 0.2746 - acc: 0.9074 - auc_min: 0.9551 - auc_max: 0.9561 - val_loss: 0.0821 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2489 - acc: 0.9167 - auc_min: 0.9647 - auc_max: 0.9650 - val_loss: 0.1176 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2540 - acc: 0.9167 - auc_min: 0.9612 - auc_max: 0.9633 - val_loss: 0.0872 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2465 - acc: 0.9167 - auc_min: 0.9654 - auc_max: 0.9667 - val_loss: 0.0864 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2554 - acc: 0.9259 - auc_min: 0.9582 - auc_max: 0.9592 - val_loss: 0.0829 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2480 - acc: 0.9074 - auc_min: 0.9636 - auc_max: 0.9643 - val_loss: 0.0839 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2246 - acc: 0.9167 - auc_min: 0.9671 - auc_max: 0.9688 - val_loss: 0.1079 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2491 - acc: 0.9352 - auc_min: 0.9664 - auc_max: 0.9674 - val_loss: 0.0976 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 2s 485ms/step - loss: 0.2342 - acc: 0.9537 - auc_min: 0.9654 - auc_max: 0.9667 - val_loss: 0.0733 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2739 - acc: 0.8981 - auc_min: 0.9582 - auc_max: 0.9592 - val_loss: 0.0746 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2398 - acc: 0.9167 - auc_min: 0.9626 - auc_max: 0.9636 - val_loss: 0.1105 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2396 - acc: 0.9444 - auc_min: 0.9678 - auc_max: 0.9691 - val_loss: 0.0795 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 2s 478ms/step - loss: 0.2338 - acc: 0.9074 - auc_min: 0.9654 - auc_max: 0.9657 - val_loss: 0.0700 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2453 - acc: 0.9167 - auc_min: 0.9664 - auc_max: 0.9674 - val_loss: 0.0965 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2340 - acc: 0.9444 - auc_min: 0.9650 - auc_max: 0.9667 - val_loss: 0.0982 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2502 - acc: 0.9167 - auc_min: 0.9612 - auc_max: 0.9636 - val_loss: 0.0705 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2291 - acc: 0.9352 - auc_min: 0.9643 - auc_max: 0.9654 - val_loss: 0.0822 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2251 - acc: 0.9444 - auc_min: 0.9667 - auc_max: 0.9688 - val_loss: 0.0974 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2254 - acc: 0.9444 - auc_min: 0.9667 - auc_max: 0.9681 - val_loss: 0.0771 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2158 - acc: 0.9259 - auc_min: 0.9678 - auc_max: 0.9684 - val_loss: 0.0718 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 2s 482ms/step - loss: 0.2306 - acc: 0.9352 - auc_min: 0.9667 - auc_max: 0.9681 - val_loss: 0.0698 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2104 - acc: 0.9444 - auc_min: 0.9691 - auc_max: 0.9712 - val_loss: 0.0800 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 76/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2275 - acc: 0.9352 - auc_min: 0.9681 - auc_max: 0.9688 - val_loss: 0.0849 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 77/10000\n",
            "4/4 [==============================] - 2s 487ms/step - loss: 0.2062 - acc: 0.9167 - auc_min: 0.9702 - auc_max: 0.9702 - val_loss: 0.0596 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 78/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2100 - acc: 0.9074 - auc_min: 0.9660 - auc_max: 0.9671 - val_loss: 0.0615 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 79/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2172 - acc: 0.9352 - auc_min: 0.9674 - auc_max: 0.9688 - val_loss: 0.0678 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 80/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2184 - acc: 0.9352 - auc_min: 0.9678 - auc_max: 0.9709 - val_loss: 0.0615 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 81/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2087 - acc: 0.9167 - auc_min: 0.9681 - auc_max: 0.9684 - val_loss: 0.0707 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 82/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.2097 - acc: 0.9630 - auc_min: 0.9709 - auc_max: 0.9715 - val_loss: 0.0759 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 83/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1953 - acc: 0.9537 - auc_min: 0.9719 - auc_max: 0.9719 - val_loss: 0.0652 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 84/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2082 - acc: 0.9352 - auc_min: 0.9722 - auc_max: 0.9722 - val_loss: 0.0629 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 85/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2028 - acc: 0.9630 - auc_min: 0.9702 - auc_max: 0.9719 - val_loss: 0.0865 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 86/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.2131 - acc: 0.9352 - auc_min: 0.9695 - auc_max: 0.9702 - val_loss: 0.0626 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 87/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2007 - acc: 0.9537 - auc_min: 0.9705 - auc_max: 0.9712 - val_loss: 0.0696 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 88/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2162 - acc: 0.9352 - auc_min: 0.9691 - auc_max: 0.9691 - val_loss: 0.0932 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 89/10000\n",
            "4/4 [==============================] - 3s 883ms/step - loss: 0.1957 - acc: 0.9537 - auc_min: 0.9709 - auc_max: 0.9719 - val_loss: 0.0562 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 90/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1931 - acc: 0.9444 - auc_min: 0.9729 - auc_max: 0.9729 - val_loss: 0.0674 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 91/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1873 - acc: 0.9630 - auc_min: 0.9722 - auc_max: 0.9729 - val_loss: 0.0800 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 92/10000\n",
            "4/4 [==============================] - 2s 485ms/step - loss: 0.1906 - acc: 0.9537 - auc_min: 0.9712 - auc_max: 0.9712 - val_loss: 0.0521 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 93/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2101 - acc: 0.9259 - auc_min: 0.9729 - auc_max: 0.9733 - val_loss: 0.0581 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 94/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1892 - acc: 0.9630 - auc_min: 0.9736 - auc_max: 0.9743 - val_loss: 0.1032 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 95/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1834 - acc: 0.9630 - auc_min: 0.9770 - auc_max: 0.9781 - val_loss: 0.0522 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 96/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.2259 - acc: 0.9074 - auc_min: 0.9702 - auc_max: 0.9709 - val_loss: 0.0661 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 97/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.1944 - acc: 0.9630 - auc_min: 0.9695 - auc_max: 0.9698 - val_loss: 0.0801 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 98/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1697 - acc: 0.9630 - auc_min: 0.9743 - auc_max: 0.9750 - val_loss: 0.0525 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 99/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1853 - acc: 0.9537 - auc_min: 0.9726 - auc_max: 0.9729 - val_loss: 0.0591 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 100/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1634 - acc: 0.9630 - auc_min: 0.9753 - auc_max: 0.9757 - val_loss: 0.0590 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 101/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.1651 - acc: 0.9630 - auc_min: 0.9746 - auc_max: 0.9750 - val_loss: 0.0736 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 102/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1853 - acc: 0.9537 - auc_min: 0.9712 - auc_max: 0.9722 - val_loss: 0.0657 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 103/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1660 - acc: 0.9630 - auc_min: 0.9770 - auc_max: 0.9770 - val_loss: 0.0574 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 104/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.1887 - acc: 0.9537 - auc_min: 0.9702 - auc_max: 0.9729 - val_loss: 0.0784 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 105/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1916 - acc: 0.9352 - auc_min: 0.9684 - auc_max: 0.9695 - val_loss: 0.0545 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 106/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.1713 - acc: 0.9444 - auc_min: 0.9743 - auc_max: 0.9760 - val_loss: 0.0726 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 107/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1687 - acc: 0.9722 - auc_min: 0.9729 - auc_max: 0.9729 - val_loss: 0.0548 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 108/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1643 - acc: 0.9722 - auc_min: 0.9746 - auc_max: 0.9757 - val_loss: 0.0604 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 109/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1518 - acc: 0.9722 - auc_min: 0.9767 - auc_max: 0.9767 - val_loss: 0.0540 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 110/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1516 - acc: 0.9722 - auc_min: 0.9763 - auc_max: 0.9767 - val_loss: 0.0727 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 111/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1589 - acc: 0.9630 - auc_min: 0.9757 - auc_max: 0.9757 - val_loss: 0.0620 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 112/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1503 - acc: 0.9722 - auc_min: 0.9760 - auc_max: 0.9763 - val_loss: 0.0618 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "2/2 [==============================] - 1s 93ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 888ms/step - loss: 0.7177 - acc: 0.6019 - auc_min: 0.5576 - auc_max: 0.5686 - val_loss: 0.5424 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 487ms/step - loss: 0.5805 - acc: 0.6481 - auc_min: 0.7527 - auc_max: 0.7582 - val_loss: 0.5019 - val_acc: 0.8333 - val_auc_min: 0.9043 - val_auc_max: 0.9074\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.4779 - acc: 0.7500 - auc_min: 0.8567 - auc_max: 0.8591 - val_loss: 0.4921 - val_acc: 0.8056 - val_auc_min: 0.8858 - val_auc_max: 0.8889\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 482ms/step - loss: 0.4626 - acc: 0.7685 - auc_min: 0.8786 - auc_max: 0.8827 - val_loss: 0.4909 - val_acc: 0.7778 - val_auc_min: 0.8488 - val_auc_max: 0.8488\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.4137 - acc: 0.7870 - auc_min: 0.9040 - auc_max: 0.9053 - val_loss: 0.5168 - val_acc: 0.6944 - val_auc_min: 0.8117 - val_auc_max: 0.8148\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.4182 - acc: 0.7963 - auc_min: 0.9081 - auc_max: 0.9088 - val_loss: 0.5406 - val_acc: 0.6944 - val_auc_min: 0.7870 - val_auc_max: 0.7901\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.4024 - acc: 0.8241 - auc_min: 0.8988 - auc_max: 0.9019 - val_loss: 0.5987 - val_acc: 0.7500 - val_auc_min: 0.7747 - val_auc_max: 0.7778\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3684 - acc: 0.8148 - auc_min: 0.9235 - auc_max: 0.9270 - val_loss: 0.6133 - val_acc: 0.7222 - val_auc_min: 0.7654 - val_auc_max: 0.7747\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3698 - acc: 0.8426 - auc_min: 0.9167 - auc_max: 0.9194 - val_loss: 0.6298 - val_acc: 0.6944 - val_auc_min: 0.7500 - val_auc_max: 0.7531\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3864 - acc: 0.8241 - auc_min: 0.9139 - auc_max: 0.9156 - val_loss: 0.6473 - val_acc: 0.7222 - val_auc_min: 0.7407 - val_auc_max: 0.7500\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3692 - acc: 0.8056 - auc_min: 0.9115 - auc_max: 0.9139 - val_loss: 0.7126 - val_acc: 0.8056 - val_auc_min: 0.7407 - val_auc_max: 0.7407\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.4160 - acc: 0.7963 - auc_min: 0.8975 - auc_max: 0.8995 - val_loss: 0.6960 - val_acc: 0.7222 - val_auc_min: 0.7407 - val_auc_max: 0.7407\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3505 - acc: 0.8426 - auc_min: 0.9249 - auc_max: 0.9259 - val_loss: 0.7015 - val_acc: 0.6944 - val_auc_min: 0.7377 - val_auc_max: 0.7407\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3573 - acc: 0.8333 - auc_min: 0.9218 - auc_max: 0.9235 - val_loss: 0.7271 - val_acc: 0.7222 - val_auc_min: 0.7284 - val_auc_max: 0.7377\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3469 - acc: 0.8333 - auc_min: 0.9256 - auc_max: 0.9283 - val_loss: 0.7689 - val_acc: 0.7222 - val_auc_min: 0.7037 - val_auc_max: 0.7222\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3584 - acc: 0.8426 - auc_min: 0.9280 - auc_max: 0.9290 - val_loss: 0.8016 - val_acc: 0.7500 - val_auc_min: 0.6852 - val_auc_max: 0.7222\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3521 - acc: 0.8704 - auc_min: 0.9252 - auc_max: 0.9266 - val_loss: 0.7772 - val_acc: 0.6944 - val_auc_min: 0.6914 - val_auc_max: 0.7068\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3398 - acc: 0.8333 - auc_min: 0.9366 - auc_max: 0.9379 - val_loss: 0.7908 - val_acc: 0.6944 - val_auc_min: 0.6852 - val_auc_max: 0.6944\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3254 - acc: 0.8333 - auc_min: 0.9431 - auc_max: 0.9441 - val_loss: 0.8107 - val_acc: 0.7222 - val_auc_min: 0.6852 - val_auc_max: 0.6944\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3336 - acc: 0.8611 - auc_min: 0.9366 - auc_max: 0.9383 - val_loss: 0.8381 - val_acc: 0.7500 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3536 - acc: 0.8426 - auc_min: 0.9338 - auc_max: 0.9345 - val_loss: 0.8105 - val_acc: 0.7222 - val_auc_min: 0.6852 - val_auc_max: 0.6975\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3308 - acc: 0.8704 - auc_min: 0.9372 - auc_max: 0.9386 - val_loss: 0.8067 - val_acc: 0.6944 - val_auc_min: 0.6852 - val_auc_max: 0.6914\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3385 - acc: 0.8611 - auc_min: 0.9304 - auc_max: 0.9345 - val_loss: 0.8344 - val_acc: 0.7222 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3490 - acc: 0.8056 - auc_min: 0.9283 - auc_max: 0.9297 - val_loss: 0.8426 - val_acc: 0.7222 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:tensorflow:5 out of the last 9 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f0182148b80> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2/2 [==============================] - 1s 101ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 794ms/step - loss: 0.6652 - acc: 0.4907 - auc_min: 0.6235 - auc_max: 0.6351 - val_loss: 0.3619 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.5220 - acc: 0.8056 - auc_min: 0.8755 - auc_max: 0.8817 - val_loss: 0.2295 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 479ms/step - loss: 0.4652 - acc: 0.7685 - auc_min: 0.8573 - auc_max: 0.8611 - val_loss: 0.1786 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.4058 - acc: 0.7778 - auc_min: 0.9005 - auc_max: 0.9029 - val_loss: 0.1331 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3811 - acc: 0.7685 - auc_min: 0.9095 - auc_max: 0.9105 - val_loss: 0.1428 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3862 - acc: 0.7778 - auc_min: 0.9112 - auc_max: 0.9129 - val_loss: 0.1609 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.3818 - acc: 0.7870 - auc_min: 0.9105 - auc_max: 0.9122 - val_loss: 0.1142 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 489ms/step - loss: 0.3473 - acc: 0.7963 - auc_min: 0.9290 - auc_max: 0.9300 - val_loss: 0.1088 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3676 - acc: 0.8056 - auc_min: 0.9163 - auc_max: 0.9180 - val_loss: 0.1257 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 2s 488ms/step - loss: 0.3497 - acc: 0.8056 - auc_min: 0.9328 - auc_max: 0.9345 - val_loss: 0.1007 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.3634 - acc: 0.8056 - auc_min: 0.9232 - auc_max: 0.9263 - val_loss: 0.0940 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3535 - acc: 0.8333 - auc_min: 0.9342 - auc_max: 0.9352 - val_loss: 0.1237 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3371 - acc: 0.8148 - auc_min: 0.9376 - auc_max: 0.9393 - val_loss: 0.0962 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.3452 - acc: 0.8148 - auc_min: 0.9359 - auc_max: 0.9372 - val_loss: 0.0774 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3217 - acc: 0.8241 - auc_min: 0.9427 - auc_max: 0.9441 - val_loss: 0.0858 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 2s 484ms/step - loss: 0.3359 - acc: 0.8148 - auc_min: 0.9383 - auc_max: 0.9403 - val_loss: 0.0667 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3262 - acc: 0.8426 - auc_min: 0.9379 - auc_max: 0.9400 - val_loss: 0.0870 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3505 - acc: 0.8426 - auc_min: 0.9283 - auc_max: 0.9300 - val_loss: 0.1157 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3250 - acc: 0.8426 - auc_min: 0.9383 - auc_max: 0.9390 - val_loss: 0.0697 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.3315 - acc: 0.8148 - auc_min: 0.9403 - auc_max: 0.9410 - val_loss: 0.0609 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3238 - acc: 0.7963 - auc_min: 0.9379 - auc_max: 0.9386 - val_loss: 0.0863 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3368 - acc: 0.8519 - auc_min: 0.9366 - auc_max: 0.9366 - val_loss: 0.0931 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3246 - acc: 0.8241 - auc_min: 0.9431 - auc_max: 0.9444 - val_loss: 0.0646 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3169 - acc: 0.8241 - auc_min: 0.9441 - auc_max: 0.9444 - val_loss: 0.0825 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3277 - acc: 0.8241 - auc_min: 0.9393 - auc_max: 0.9396 - val_loss: 0.0869 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3184 - acc: 0.8426 - auc_min: 0.9403 - auc_max: 0.9407 - val_loss: 0.1000 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3241 - acc: 0.8333 - auc_min: 0.9424 - auc_max: 0.9434 - val_loss: 0.0722 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3418 - acc: 0.8241 - auc_min: 0.9321 - auc_max: 0.9328 - val_loss: 0.0671 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 3s 767ms/step - loss: 0.3066 - acc: 0.8241 - auc_min: 0.9468 - auc_max: 0.9475 - val_loss: 0.0549 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3145 - acc: 0.8241 - auc_min: 0.9486 - auc_max: 0.9492 - val_loss: 0.0756 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3309 - acc: 0.8426 - auc_min: 0.9465 - auc_max: 0.9472 - val_loss: 0.1236 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.3212 - acc: 0.8611 - auc_min: 0.9468 - auc_max: 0.9479 - val_loss: 0.0508 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.3429 - acc: 0.8333 - auc_min: 0.9444 - auc_max: 0.9458 - val_loss: 0.0411 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3153 - acc: 0.8148 - auc_min: 0.9468 - auc_max: 0.9472 - val_loss: 0.0786 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3196 - acc: 0.8333 - auc_min: 0.9441 - auc_max: 0.9451 - val_loss: 0.0901 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3081 - acc: 0.8704 - auc_min: 0.9465 - auc_max: 0.9472 - val_loss: 0.0534 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3366 - acc: 0.8333 - auc_min: 0.9417 - auc_max: 0.9420 - val_loss: 0.0525 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3130 - acc: 0.8241 - auc_min: 0.9482 - auc_max: 0.9503 - val_loss: 0.0920 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2993 - acc: 0.8704 - auc_min: 0.9558 - auc_max: 0.9564 - val_loss: 0.0735 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3071 - acc: 0.8426 - auc_min: 0.9492 - auc_max: 0.9506 - val_loss: 0.0502 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.3327 - acc: 0.8333 - auc_min: 0.9366 - auc_max: 0.9414 - val_loss: 0.0646 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3010 - acc: 0.8241 - auc_min: 0.9506 - auc_max: 0.9510 - val_loss: 0.0632 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3058 - acc: 0.8333 - auc_min: 0.9462 - auc_max: 0.9465 - val_loss: 0.0665 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2963 - acc: 0.8426 - auc_min: 0.9540 - auc_max: 0.9540 - val_loss: 0.0794 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3187 - acc: 0.8333 - auc_min: 0.9479 - auc_max: 0.9482 - val_loss: 0.0840 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2954 - acc: 0.8426 - auc_min: 0.9561 - auc_max: 0.9575 - val_loss: 0.0475 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3049 - acc: 0.8241 - auc_min: 0.9513 - auc_max: 0.9537 - val_loss: 0.0540 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3124 - acc: 0.8333 - auc_min: 0.9458 - auc_max: 0.9465 - val_loss: 0.0636 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2833 - acc: 0.8519 - auc_min: 0.9540 - auc_max: 0.9544 - val_loss: 0.0771 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2959 - acc: 0.8426 - auc_min: 0.9520 - auc_max: 0.9520 - val_loss: 0.0580 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2978 - acc: 0.8241 - auc_min: 0.9510 - auc_max: 0.9516 - val_loss: 0.0463 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3028 - acc: 0.8241 - auc_min: 0.9489 - auc_max: 0.9513 - val_loss: 0.0625 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3004 - acc: 0.8333 - auc_min: 0.9489 - auc_max: 0.9492 - val_loss: 0.0624 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:tensorflow:6 out of the last 11 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f01733b6d30> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2/2 [==============================] - 1s 95ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 792ms/step - loss: 0.7796 - acc: 0.4537 - auc_min: 0.4558 - auc_max: 0.4630 - val_loss: 0.5432 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.5774 - acc: 0.7407 - auc_min: 0.7877 - auc_max: 0.7925 - val_loss: 0.4290 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 482ms/step - loss: 0.5044 - acc: 0.7500 - auc_min: 0.8361 - auc_max: 0.8378 - val_loss: 0.3514 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.4504 - acc: 0.7222 - auc_min: 0.8618 - auc_max: 0.8666 - val_loss: 0.3104 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 487ms/step - loss: 0.4107 - acc: 0.7593 - auc_min: 0.8844 - auc_max: 0.8868 - val_loss: 0.2727 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.4081 - acc: 0.7685 - auc_min: 0.8899 - auc_max: 0.8916 - val_loss: 0.2842 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3819 - acc: 0.8148 - auc_min: 0.9105 - auc_max: 0.9129 - val_loss: 0.2897 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3781 - acc: 0.8148 - auc_min: 0.9132 - auc_max: 0.9150 - val_loss: 0.2902 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3338 - acc: 0.8333 - auc_min: 0.9331 - auc_max: 0.9335 - val_loss: 0.3036 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3445 - acc: 0.8148 - auc_min: 0.9321 - auc_max: 0.9342 - val_loss: 0.3112 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3580 - acc: 0.8056 - auc_min: 0.9232 - auc_max: 0.9242 - val_loss: 0.3274 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3425 - acc: 0.8704 - auc_min: 0.9366 - auc_max: 0.9386 - val_loss: 0.3593 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3432 - acc: 0.8519 - auc_min: 0.9345 - auc_max: 0.9359 - val_loss: 0.3439 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3353 - acc: 0.8426 - auc_min: 0.9369 - auc_max: 0.9390 - val_loss: 0.3521 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3409 - acc: 0.8056 - auc_min: 0.9321 - auc_max: 0.9342 - val_loss: 0.3635 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3222 - acc: 0.8519 - auc_min: 0.9451 - auc_max: 0.9455 - val_loss: 0.3702 - val_acc: 0.7500 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3139 - acc: 0.8519 - auc_min: 0.9434 - auc_max: 0.9451 - val_loss: 0.3763 - val_acc: 0.9167 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3259 - acc: 0.8704 - auc_min: 0.9468 - auc_max: 0.9479 - val_loss: 0.3688 - val_acc: 0.9167 - val_auc_min: 0.9259 - val_auc_max: 0.9444\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3051 - acc: 0.8704 - auc_min: 0.9486 - auc_max: 0.9492 - val_loss: 0.3895 - val_acc: 0.7778 - val_auc_min: 0.9352 - val_auc_max: 0.9444\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3338 - acc: 0.8333 - auc_min: 0.9455 - auc_max: 0.9475 - val_loss: 0.3601 - val_acc: 0.9167 - val_auc_min: 0.9259 - val_auc_max: 0.9444\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3181 - acc: 0.8796 - auc_min: 0.9431 - auc_max: 0.9451 - val_loss: 0.3849 - val_acc: 0.8889 - val_auc_min: 0.9259 - val_auc_max: 0.9444\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3299 - acc: 0.8241 - auc_min: 0.9366 - auc_max: 0.9376 - val_loss: 0.3732 - val_acc: 0.9167 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3208 - acc: 0.8148 - auc_min: 0.9390 - auc_max: 0.9403 - val_loss: 0.4157 - val_acc: 0.7778 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3185 - acc: 0.8519 - auc_min: 0.9417 - auc_max: 0.9420 - val_loss: 0.4007 - val_acc: 0.8889 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3149 - acc: 0.8611 - auc_min: 0.9438 - auc_max: 0.9451 - val_loss: 0.4205 - val_acc: 0.8611 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "2/2 [==============================] - 1s 92ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 791ms/step - loss: 0.7235 - acc: 0.5185 - auc_min: 0.5672 - auc_max: 0.5772 - val_loss: 0.5338 - val_acc: 0.8889 - val_auc_min: 0.9198 - val_auc_max: 0.9198\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.4726 - acc: 0.8796 - auc_min: 0.9623 - auc_max: 0.9654 - val_loss: 0.4606 - val_acc: 0.8056 - val_auc_min: 0.9198 - val_auc_max: 0.9259\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 486ms/step - loss: 0.3686 - acc: 0.8519 - auc_min: 0.9650 - auc_max: 0.9664 - val_loss: 0.4392 - val_acc: 0.7500 - val_auc_min: 0.8642 - val_auc_max: 0.8673\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3252 - acc: 0.8519 - auc_min: 0.9540 - auc_max: 0.9558 - val_loss: 0.4437 - val_acc: 0.7500 - val_auc_min: 0.8549 - val_auc_max: 0.8549\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2915 - acc: 0.8611 - auc_min: 0.9612 - auc_max: 0.9619 - val_loss: 0.4496 - val_acc: 0.7500 - val_auc_min: 0.8549 - val_auc_max: 0.8549\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.2777 - acc: 0.8704 - auc_min: 0.9595 - auc_max: 0.9609 - val_loss: 0.4527 - val_acc: 0.7222 - val_auc_min: 0.8580 - val_auc_max: 0.8580\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2631 - acc: 0.8333 - auc_min: 0.9633 - auc_max: 0.9636 - val_loss: 0.4517 - val_acc: 0.7222 - val_auc_min: 0.8735 - val_auc_max: 0.8735\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.2601 - acc: 0.8611 - auc_min: 0.9623 - auc_max: 0.9626 - val_loss: 0.4475 - val_acc: 0.7500 - val_auc_min: 0.8920 - val_auc_max: 0.8920\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2464 - acc: 0.8519 - auc_min: 0.9681 - auc_max: 0.9681 - val_loss: 0.4420 - val_acc: 0.7222 - val_auc_min: 0.8951 - val_auc_max: 0.8981\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2500 - acc: 0.8704 - auc_min: 0.9660 - auc_max: 0.9671 - val_loss: 0.4406 - val_acc: 0.7222 - val_auc_min: 0.9105 - val_auc_max: 0.9167\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 748ms/step - loss: 0.2368 - acc: 0.9167 - auc_min: 0.9729 - auc_max: 0.9729 - val_loss: 0.4392 - val_acc: 0.7222 - val_auc_min: 0.9167 - val_auc_max: 0.9167\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.2394 - acc: 0.8796 - auc_min: 0.9709 - auc_max: 0.9719 - val_loss: 0.4388 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 2s 488ms/step - loss: 0.2407 - acc: 0.8889 - auc_min: 0.9715 - auc_max: 0.9722 - val_loss: 0.4382 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 2s 483ms/step - loss: 0.2267 - acc: 0.8889 - auc_min: 0.9733 - auc_max: 0.9736 - val_loss: 0.4327 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 2s 660ms/step - loss: 0.2194 - acc: 0.8889 - auc_min: 0.9739 - auc_max: 0.9743 - val_loss: 0.4296 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.2254 - acc: 0.8796 - auc_min: 0.9715 - auc_max: 0.9722 - val_loss: 0.4304 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2043 - acc: 0.8981 - auc_min: 0.9784 - auc_max: 0.9801 - val_loss: 0.4569 - val_acc: 0.7500 - val_auc_min: 0.9228 - val_auc_max: 0.9259\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2341 - acc: 0.8796 - auc_min: 0.9753 - auc_max: 0.9757 - val_loss: 0.4624 - val_acc: 0.7500 - val_auc_min: 0.9228 - val_auc_max: 0.9259\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2112 - acc: 0.8981 - auc_min: 0.9739 - auc_max: 0.9743 - val_loss: 0.4555 - val_acc: 0.7500 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2334 - acc: 0.8519 - auc_min: 0.9781 - auc_max: 0.9784 - val_loss: 0.4504 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.2107 - acc: 0.8889 - auc_min: 0.9760 - auc_max: 0.9760 - val_loss: 0.4587 - val_acc: 0.7500 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.2039 - acc: 0.9074 - auc_min: 0.9787 - auc_max: 0.9798 - val_loss: 0.4554 - val_acc: 0.7500 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.2075 - acc: 0.9167 - auc_min: 0.9743 - auc_max: 0.9750 - val_loss: 0.4473 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2037 - acc: 0.9167 - auc_min: 0.9781 - auc_max: 0.9781 - val_loss: 0.4426 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9259\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1969 - acc: 0.8981 - auc_min: 0.9781 - auc_max: 0.9781 - val_loss: 0.5090 - val_acc: 0.8889 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.2535 - acc: 0.8889 - auc_min: 0.9743 - auc_max: 0.9753 - val_loss: 0.4801 - val_acc: 0.8611 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2083 - acc: 0.8981 - auc_min: 0.9763 - auc_max: 0.9767 - val_loss: 0.4304 - val_acc: 0.7222 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 3s 778ms/step - loss: 0.1844 - acc: 0.8796 - auc_min: 0.9842 - auc_max: 0.9846 - val_loss: 0.4289 - val_acc: 0.7222 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.1867 - acc: 0.9074 - auc_min: 0.9829 - auc_max: 0.9829 - val_loss: 0.4340 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1925 - acc: 0.8981 - auc_min: 0.9787 - auc_max: 0.9794 - val_loss: 0.4625 - val_acc: 0.8611 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.1983 - acc: 0.8981 - auc_min: 0.9829 - auc_max: 0.9829 - val_loss: 0.4905 - val_acc: 0.8611 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1889 - acc: 0.9444 - auc_min: 0.9829 - auc_max: 0.9829 - val_loss: 0.4367 - val_acc: 0.7222 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2015 - acc: 0.8796 - auc_min: 0.9835 - auc_max: 0.9835 - val_loss: 0.4542 - val_acc: 0.7222 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.1891 - acc: 0.9167 - auc_min: 0.9822 - auc_max: 0.9829 - val_loss: 0.4643 - val_acc: 0.8056 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1995 - acc: 0.8796 - auc_min: 0.9798 - auc_max: 0.9801 - val_loss: 0.5078 - val_acc: 0.8611 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.1820 - acc: 0.9167 - auc_min: 0.9825 - auc_max: 0.9825 - val_loss: 0.4530 - val_acc: 0.7222 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2016 - acc: 0.9167 - auc_min: 0.9815 - auc_max: 0.9818 - val_loss: 0.4572 - val_acc: 0.7222 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1845 - acc: 0.8981 - auc_min: 0.9801 - auc_max: 0.9801 - val_loss: 0.4643 - val_acc: 0.8333 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.1829 - acc: 0.8889 - auc_min: 0.9801 - auc_max: 0.9805 - val_loss: 0.4840 - val_acc: 0.8611 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1785 - acc: 0.9167 - auc_min: 0.9825 - auc_max: 0.9829 - val_loss: 0.4498 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.1729 - acc: 0.9167 - auc_min: 0.9832 - auc_max: 0.9835 - val_loss: 0.4533 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1717 - acc: 0.9074 - auc_min: 0.9846 - auc_max: 0.9849 - val_loss: 0.4737 - val_acc: 0.8611 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1693 - acc: 0.9074 - auc_min: 0.9839 - auc_max: 0.9842 - val_loss: 0.4570 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1632 - acc: 0.9167 - auc_min: 0.9842 - auc_max: 0.9846 - val_loss: 0.4572 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1589 - acc: 0.9074 - auc_min: 0.9866 - auc_max: 0.9866 - val_loss: 0.4622 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.1690 - acc: 0.8981 - auc_min: 0.9835 - auc_max: 0.9842 - val_loss: 0.4918 - val_acc: 0.8611 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1674 - acc: 0.8981 - auc_min: 0.9839 - auc_max: 0.9839 - val_loss: 0.4768 - val_acc: 0.8611 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.1759 - acc: 0.9074 - auc_min: 0.9798 - auc_max: 0.9805 - val_loss: 0.4642 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "2/2 [==============================] - 1s 92ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 880ms/step - loss: 0.6136 - acc: 0.6574 - auc_min: 0.7678 - auc_max: 0.7726 - val_loss: 1.0253 - val_acc: 0.5000 - val_auc_min: 0.4907 - val_auc_max: 0.5463\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.4443 - acc: 0.7315 - auc_min: 0.9743 - auc_max: 0.9757 - val_loss: 0.8475 - val_acc: 0.4444 - val_auc_min: 0.6080 - val_auc_max: 0.6265\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2637 - acc: 0.9444 - auc_min: 0.9928 - auc_max: 0.9938 - val_loss: 0.8560 - val_acc: 0.5833 - val_auc_min: 0.6265 - val_auc_max: 0.6296\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1947 - acc: 0.9352 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 1.1179 - val_acc: 0.4167 - val_auc_min: 0.6111 - val_auc_max: 0.6111\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1383 - acc: 0.9907 - auc_min: 0.9962 - auc_max: 0.9966 - val_loss: 1.5388 - val_acc: 0.4444 - val_auc_min: 0.6111 - val_auc_max: 0.6667\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.1229 - acc: 0.9907 - auc_min: 0.9969 - auc_max: 0.9973 - val_loss: 1.7663 - val_acc: 0.4444 - val_auc_min: 0.5926 - val_auc_max: 0.6667\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.0974 - acc: 0.9907 - auc_min: 0.9942 - auc_max: 0.9949 - val_loss: 1.7581 - val_acc: 0.4444 - val_auc_min: 0.6111 - val_auc_max: 0.6852\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.0921 - acc: 0.9815 - auc_min: 0.9925 - auc_max: 0.9935 - val_loss: 1.7327 - val_acc: 0.4167 - val_auc_min: 0.6358 - val_auc_max: 0.7099\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.0783 - acc: 0.9815 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 1.8808 - val_acc: 0.4167 - val_auc_min: 0.6481 - val_auc_max: 0.7593\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.0661 - acc: 0.9907 - auc_min: 0.9993 - auc_max: 0.9997 - val_loss: 2.1205 - val_acc: 0.4444 - val_auc_min: 0.5185 - val_auc_max: 0.7593\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.0649 - acc: 0.9907 - auc_min: 0.9990 - auc_max: 0.9990 - val_loss: 2.3312 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7593\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0544 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 2.3746 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7593\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.0551 - acc: 0.9907 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 2.3269 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7593\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.0516 - acc: 0.9907 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 2.3713 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7593\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.0512 - acc: 0.9907 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 2.5491 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7963\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.0497 - acc: 0.9907 - auc_min: 0.9983 - auc_max: 0.9983 - val_loss: 2.6692 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7963\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.0449 - acc: 0.9907 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 2.7090 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7963\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.0431 - acc: 0.9907 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 2.6964 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7963\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.0418 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 2.7805 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7963\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0457 - acc: 0.9907 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 2.8907 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7963\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.0420 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 3.0892 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7963\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0347 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 3.0431 - val_acc: 0.4444 - val_auc_min: 0.2778 - val_auc_max: 0.7963\n",
            "2/2 [==============================] - 1s 91ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 797ms/step - loss: 0.7436 - acc: 0.5093 - auc_min: 0.4801 - auc_max: 0.4883 - val_loss: 0.5717 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.4773 - acc: 0.8426 - auc_min: 0.8985 - auc_max: 0.9033 - val_loss: 0.4093 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 490ms/step - loss: 0.3565 - acc: 0.8704 - auc_min: 0.9366 - auc_max: 0.9386 - val_loss: 0.3304 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.3016 - acc: 0.9352 - auc_min: 0.9379 - auc_max: 0.9410 - val_loss: 0.3001 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.2768 - acc: 0.8889 - auc_min: 0.9530 - auc_max: 0.9551 - val_loss: 0.2889 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.2631 - acc: 0.8981 - auc_min: 0.9499 - auc_max: 0.9503 - val_loss: 0.2762 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 489ms/step - loss: 0.2536 - acc: 0.8981 - auc_min: 0.9544 - auc_max: 0.9558 - val_loss: 0.2703 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.2598 - acc: 0.9259 - auc_min: 0.9503 - auc_max: 0.9520 - val_loss: 0.2653 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.2596 - acc: 0.9074 - auc_min: 0.9444 - auc_max: 0.9475 - val_loss: 0.2611 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.2465 - acc: 0.8889 - auc_min: 0.9554 - auc_max: 0.9561 - val_loss: 0.2598 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2708 - acc: 0.9074 - auc_min: 0.9492 - auc_max: 0.9530 - val_loss: 0.2880 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 2s 656ms/step - loss: 0.2636 - acc: 0.9352 - auc_min: 0.9534 - auc_max: 0.9568 - val_loss: 0.2594 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.2559 - acc: 0.9167 - auc_min: 0.9479 - auc_max: 0.9496 - val_loss: 0.2550 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.2526 - acc: 0.8889 - auc_min: 0.9619 - auc_max: 0.9623 - val_loss: 0.2497 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 2s 510ms/step - loss: 0.2325 - acc: 0.8889 - auc_min: 0.9678 - auc_max: 0.9695 - val_loss: 0.2458 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2282 - acc: 0.9074 - auc_min: 0.9674 - auc_max: 0.9684 - val_loss: 0.2591 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2455 - acc: 0.9167 - auc_min: 0.9578 - auc_max: 0.9602 - val_loss: 0.2554 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 2s 491ms/step - loss: 0.2526 - acc: 0.9074 - auc_min: 0.9558 - auc_max: 0.9561 - val_loss: 0.2437 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.2568 - acc: 0.8611 - auc_min: 0.9636 - auc_max: 0.9643 - val_loss: 0.2422 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2112 - acc: 0.9074 - auc_min: 0.9743 - auc_max: 0.9743 - val_loss: 0.2687 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2349 - acc: 0.9352 - auc_min: 0.9630 - auc_max: 0.9643 - val_loss: 0.2621 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2362 - acc: 0.9074 - auc_min: 0.9606 - auc_max: 0.9633 - val_loss: 0.2470 - val_acc: 0.8056 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.2247 - acc: 0.8796 - auc_min: 0.9712 - auc_max: 0.9712 - val_loss: 0.2480 - val_acc: 0.8056 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2323 - acc: 0.8704 - auc_min: 0.9657 - auc_max: 0.9667 - val_loss: 0.2560 - val_acc: 0.8056 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2336 - acc: 0.9167 - auc_min: 0.9671 - auc_max: 0.9678 - val_loss: 0.2841 - val_acc: 0.8056 - val_auc_min: 0.9753 - val_auc_max: 0.9753\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2357 - acc: 0.9074 - auc_min: 0.9643 - auc_max: 0.9660 - val_loss: 0.2509 - val_acc: 0.8056 - val_auc_min: 0.9722 - val_auc_max: 0.9753\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2277 - acc: 0.8889 - auc_min: 0.9664 - auc_max: 0.9674 - val_loss: 0.2488 - val_acc: 0.8056 - val_auc_min: 0.9660 - val_auc_max: 0.9722\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2132 - acc: 0.8981 - auc_min: 0.9715 - auc_max: 0.9722 - val_loss: 0.2541 - val_acc: 0.8056 - val_auc_min: 0.9691 - val_auc_max: 0.9722\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2176 - acc: 0.8981 - auc_min: 0.9705 - auc_max: 0.9719 - val_loss: 0.2676 - val_acc: 0.8056 - val_auc_min: 0.9660 - val_auc_max: 0.9691\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2187 - acc: 0.9167 - auc_min: 0.9695 - auc_max: 0.9695 - val_loss: 0.2628 - val_acc: 0.8056 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2148 - acc: 0.9074 - auc_min: 0.9695 - auc_max: 0.9695 - val_loss: 0.2470 - val_acc: 0.8056 - val_auc_min: 0.9660 - val_auc_max: 0.9691\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2257 - acc: 0.8889 - auc_min: 0.9691 - auc_max: 0.9695 - val_loss: 0.2437 - val_acc: 0.8056 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2070 - acc: 0.8981 - auc_min: 0.9712 - auc_max: 0.9715 - val_loss: 0.2900 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2322 - acc: 0.9259 - auc_min: 0.9688 - auc_max: 0.9702 - val_loss: 0.2731 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.2190 - acc: 0.9259 - auc_min: 0.9674 - auc_max: 0.9688 - val_loss: 0.2492 - val_acc: 0.8056 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 3s 789ms/step - loss: 0.2173 - acc: 0.8981 - auc_min: 0.9698 - auc_max: 0.9709 - val_loss: 0.2376 - val_acc: 0.8333 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.2221 - acc: 0.8704 - auc_min: 0.9691 - auc_max: 0.9695 - val_loss: 0.2356 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9660\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2215 - acc: 0.8981 - auc_min: 0.9722 - auc_max: 0.9726 - val_loss: 0.2517 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9660\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2083 - acc: 0.9074 - auc_min: 0.9760 - auc_max: 0.9760 - val_loss: 0.2523 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2160 - acc: 0.9167 - auc_min: 0.9719 - auc_max: 0.9726 - val_loss: 0.2463 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 2s 492ms/step - loss: 0.2077 - acc: 0.8889 - auc_min: 0.9770 - auc_max: 0.9770 - val_loss: 0.2297 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2074 - acc: 0.8981 - auc_min: 0.9750 - auc_max: 0.9757 - val_loss: 0.2620 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.1957 - acc: 0.9352 - auc_min: 0.9770 - auc_max: 0.9777 - val_loss: 0.2468 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2083 - acc: 0.8796 - auc_min: 0.9760 - auc_max: 0.9760 - val_loss: 0.2416 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2121 - acc: 0.8704 - auc_min: 0.9736 - auc_max: 0.9739 - val_loss: 0.2399 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1964 - acc: 0.8889 - auc_min: 0.9746 - auc_max: 0.9746 - val_loss: 0.2433 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1963 - acc: 0.9167 - auc_min: 0.9739 - auc_max: 0.9739 - val_loss: 0.2483 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2127 - acc: 0.9074 - auc_min: 0.9712 - auc_max: 0.9712 - val_loss: 0.2511 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2008 - acc: 0.9167 - auc_min: 0.9729 - auc_max: 0.9733 - val_loss: 0.2363 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1976 - acc: 0.8796 - auc_min: 0.9781 - auc_max: 0.9781 - val_loss: 0.2298 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2031 - acc: 0.9074 - auc_min: 0.9746 - auc_max: 0.9750 - val_loss: 0.2651 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2096 - acc: 0.9167 - auc_min: 0.9726 - auc_max: 0.9736 - val_loss: 0.2484 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9660\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 2s 737ms/step - loss: 0.2025 - acc: 0.9167 - auc_min: 0.9760 - auc_max: 0.9763 - val_loss: 0.2207 - val_acc: 0.8056 - val_auc_min: 0.9660 - val_auc_max: 0.9722\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.1937 - acc: 0.8981 - auc_min: 0.9763 - auc_max: 0.9767 - val_loss: 0.2175 - val_acc: 0.8056 - val_auc_min: 0.9753 - val_auc_max: 0.9753\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2000 - acc: 0.8981 - auc_min: 0.9770 - auc_max: 0.9770 - val_loss: 0.2386 - val_acc: 0.8056 - val_auc_min: 0.9722 - val_auc_max: 0.9753\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2018 - acc: 0.9259 - auc_min: 0.9739 - auc_max: 0.9757 - val_loss: 0.2536 - val_acc: 0.8333 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.1894 - acc: 0.9167 - auc_min: 0.9798 - auc_max: 0.9798 - val_loss: 0.2094 - val_acc: 0.8056 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 2s 545ms/step - loss: 0.1991 - acc: 0.8796 - auc_min: 0.9791 - auc_max: 0.9794 - val_loss: 0.2081 - val_acc: 0.8056 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2099 - acc: 0.8889 - auc_min: 0.9715 - auc_max: 0.9733 - val_loss: 0.2824 - val_acc: 0.8333 - val_auc_min: 0.9722 - val_auc_max: 0.9753\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.2110 - acc: 0.9352 - auc_min: 0.9746 - auc_max: 0.9750 - val_loss: 0.2728 - val_acc: 0.8333 - val_auc_min: 0.9753 - val_auc_max: 0.9753\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1810 - acc: 0.9167 - auc_min: 0.9794 - auc_max: 0.9798 - val_loss: 0.2087 - val_acc: 0.8333 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1926 - acc: 0.8796 - auc_min: 0.9784 - auc_max: 0.9784 - val_loss: 0.2091 - val_acc: 0.8056 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.1820 - acc: 0.9352 - auc_min: 0.9777 - auc_max: 0.9781 - val_loss: 0.2645 - val_acc: 0.8333 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.1965 - acc: 0.9167 - auc_min: 0.9757 - auc_max: 0.9763 - val_loss: 0.2712 - val_acc: 0.8333 - val_auc_min: 0.9722 - val_auc_max: 0.9753\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2106 - acc: 0.9074 - auc_min: 0.9719 - auc_max: 0.9719 - val_loss: 0.2245 - val_acc: 0.8056 - val_auc_min: 0.9722 - val_auc_max: 0.9753\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1821 - acc: 0.9074 - auc_min: 0.9798 - auc_max: 0.9805 - val_loss: 0.2726 - val_acc: 0.8333 - val_auc_min: 0.9722 - val_auc_max: 0.9753\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1875 - acc: 0.9352 - auc_min: 0.9784 - auc_max: 0.9791 - val_loss: 0.2426 - val_acc: 0.8333 - val_auc_min: 0.9722 - val_auc_max: 0.9753\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1885 - acc: 0.9259 - auc_min: 0.9736 - auc_max: 0.9739 - val_loss: 0.2108 - val_acc: 0.8056 - val_auc_min: 0.9753 - val_auc_max: 0.9753\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 2s 749ms/step - loss: 0.1967 - acc: 0.8796 - auc_min: 0.9750 - auc_max: 0.9753 - val_loss: 0.2032 - val_acc: 0.9444 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1933 - acc: 0.8889 - auc_min: 0.9805 - auc_max: 0.9808 - val_loss: 0.2549 - val_acc: 0.8333 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2045 - acc: 0.9167 - auc_min: 0.9808 - auc_max: 0.9811 - val_loss: 0.3046 - val_acc: 0.8333 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.1868 - acc: 0.9259 - auc_min: 0.9791 - auc_max: 0.9798 - val_loss: 0.1992 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 2s 492ms/step - loss: 0.1837 - acc: 0.8981 - auc_min: 0.9798 - auc_max: 0.9798 - val_loss: 0.1912 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1793 - acc: 0.8981 - auc_min: 0.9825 - auc_max: 0.9829 - val_loss: 0.2246 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1808 - acc: 0.9259 - auc_min: 0.9794 - auc_max: 0.9794 - val_loss: 0.2456 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 76/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1698 - acc: 0.9074 - auc_min: 0.9815 - auc_max: 0.9815 - val_loss: 0.1946 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 77/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1795 - acc: 0.8981 - auc_min: 0.9777 - auc_max: 0.9777 - val_loss: 0.2137 - val_acc: 0.8333 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 78/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1796 - acc: 0.9259 - auc_min: 0.9791 - auc_max: 0.9798 - val_loss: 0.2563 - val_acc: 0.8333 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 79/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1724 - acc: 0.9259 - auc_min: 0.9811 - auc_max: 0.9811 - val_loss: 0.2298 - val_acc: 0.8333 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 80/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.1668 - acc: 0.9167 - auc_min: 0.9863 - auc_max: 0.9863 - val_loss: 0.2728 - val_acc: 0.8333 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 81/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1691 - acc: 0.9259 - auc_min: 0.9825 - auc_max: 0.9835 - val_loss: 0.2570 - val_acc: 0.8333 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 82/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1853 - acc: 0.8981 - auc_min: 0.9777 - auc_max: 0.9777 - val_loss: 0.1925 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 83/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.1690 - acc: 0.8981 - auc_min: 0.9856 - auc_max: 0.9859 - val_loss: 0.2276 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 84/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1566 - acc: 0.9352 - auc_min: 0.9870 - auc_max: 0.9870 - val_loss: 0.3029 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 85/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1759 - acc: 0.9352 - auc_min: 0.9825 - auc_max: 0.9832 - val_loss: 0.2360 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 86/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1697 - acc: 0.9167 - auc_min: 0.9818 - auc_max: 0.9825 - val_loss: 0.2081 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 87/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1607 - acc: 0.9074 - auc_min: 0.9842 - auc_max: 0.9842 - val_loss: 0.2169 - val_acc: 0.8333 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 88/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1706 - acc: 0.8981 - auc_min: 0.9794 - auc_max: 0.9794 - val_loss: 0.2172 - val_acc: 0.8333 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 89/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1601 - acc: 0.9259 - auc_min: 0.9835 - auc_max: 0.9842 - val_loss: 0.2410 - val_acc: 0.8333 - val_auc_min: 0.9753 - val_auc_max: 0.9753\n",
            "Epoch 90/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1793 - acc: 0.9259 - auc_min: 0.9787 - auc_max: 0.9787 - val_loss: 0.2787 - val_acc: 0.8333 - val_auc_min: 0.9753 - val_auc_max: 0.9753\n",
            "Epoch 91/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1469 - acc: 0.9259 - auc_min: 0.9887 - auc_max: 0.9887 - val_loss: 0.1969 - val_acc: 0.8056 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 92/10000\n",
            "4/4 [==============================] - 3s 876ms/step - loss: 0.1947 - acc: 0.8889 - auc_min: 0.9805 - auc_max: 0.9808 - val_loss: 0.1905 - val_acc: 0.9167 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 93/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1656 - acc: 0.9167 - auc_min: 0.9808 - auc_max: 0.9815 - val_loss: 0.3348 - val_acc: 0.8333 - val_auc_min: 0.9846 - val_auc_max: 0.9907\n",
            "Epoch 94/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1899 - acc: 0.9352 - auc_min: 0.9825 - auc_max: 0.9832 - val_loss: 0.2534 - val_acc: 0.8333 - val_auc_min: 0.9938 - val_auc_max: 0.9938\n",
            "Epoch 95/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1490 - acc: 0.8981 - auc_min: 0.9880 - auc_max: 0.9883 - val_loss: 0.1979 - val_acc: 0.8333 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 96/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1590 - acc: 0.8981 - auc_min: 0.9863 - auc_max: 0.9863 - val_loss: 0.2221 - val_acc: 0.8333 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 97/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1578 - acc: 0.9167 - auc_min: 0.9849 - auc_max: 0.9859 - val_loss: 0.2680 - val_acc: 0.8333 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 98/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1613 - acc: 0.9167 - auc_min: 0.9839 - auc_max: 0.9839 - val_loss: 0.2355 - val_acc: 0.8333 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 99/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1365 - acc: 0.9259 - auc_min: 0.9907 - auc_max: 0.9907 - val_loss: 0.2188 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 100/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1549 - acc: 0.9167 - auc_min: 0.9835 - auc_max: 0.9835 - val_loss: 0.2176 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 101/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1435 - acc: 0.9167 - auc_min: 0.9901 - auc_max: 0.9901 - val_loss: 0.2331 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 102/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1445 - acc: 0.9352 - auc_min: 0.9873 - auc_max: 0.9883 - val_loss: 0.2233 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 103/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1406 - acc: 0.9259 - auc_min: 0.9887 - auc_max: 0.9887 - val_loss: 0.2252 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 104/10000\n",
            "4/4 [==============================] - 3s 765ms/step - loss: 0.1441 - acc: 0.9167 - auc_min: 0.9911 - auc_max: 0.9914 - val_loss: 0.1870 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 105/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.1425 - acc: 0.9259 - auc_min: 0.9887 - auc_max: 0.9887 - val_loss: 0.2011 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 106/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1389 - acc: 0.9259 - auc_min: 0.9928 - auc_max: 0.9928 - val_loss: 0.2711 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 107/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1446 - acc: 0.9259 - auc_min: 0.9911 - auc_max: 0.9911 - val_loss: 0.2504 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 108/10000\n",
            "4/4 [==============================] - 2s 492ms/step - loss: 0.1466 - acc: 0.9259 - auc_min: 0.9877 - auc_max: 0.9880 - val_loss: 0.1776 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 109/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1502 - acc: 0.9167 - auc_min: 0.9877 - auc_max: 0.9880 - val_loss: 0.2562 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 110/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1425 - acc: 0.9352 - auc_min: 0.9911 - auc_max: 0.9911 - val_loss: 0.2369 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 111/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.1284 - acc: 0.9352 - auc_min: 0.9901 - auc_max: 0.9901 - val_loss: 0.1752 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 112/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1530 - acc: 0.9074 - auc_min: 0.9894 - auc_max: 0.9894 - val_loss: 0.2803 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 113/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.1322 - acc: 0.9352 - auc_min: 0.9918 - auc_max: 0.9921 - val_loss: 0.2998 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 114/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1235 - acc: 0.9537 - auc_min: 0.9938 - auc_max: 0.9938 - val_loss: 0.1858 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 115/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1318 - acc: 0.9444 - auc_min: 0.9918 - auc_max: 0.9918 - val_loss: 0.2604 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 116/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1300 - acc: 0.9352 - auc_min: 0.9935 - auc_max: 0.9935 - val_loss: 0.3719 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 117/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1269 - acc: 0.9352 - auc_min: 0.9952 - auc_max: 0.9955 - val_loss: 0.2089 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 118/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1191 - acc: 0.9444 - auc_min: 0.9949 - auc_max: 0.9949 - val_loss: 0.2170 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 119/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1249 - acc: 0.9259 - auc_min: 0.9911 - auc_max: 0.9918 - val_loss: 0.3101 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 120/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1406 - acc: 0.9352 - auc_min: 0.9907 - auc_max: 0.9907 - val_loss: 0.2659 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 121/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1098 - acc: 0.9352 - auc_min: 0.9935 - auc_max: 0.9938 - val_loss: 0.2093 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 122/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1130 - acc: 0.9537 - auc_min: 0.9942 - auc_max: 0.9942 - val_loss: 0.3228 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 123/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1013 - acc: 0.9352 - auc_min: 0.9973 - auc_max: 0.9973 - val_loss: 0.3774 - val_acc: 0.8333 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 124/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1279 - acc: 0.9352 - auc_min: 0.9945 - auc_max: 0.9949 - val_loss: 0.2820 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 125/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1089 - acc: 0.9630 - auc_min: 0.9952 - auc_max: 0.9952 - val_loss: 0.2670 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 126/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.0978 - acc: 0.9537 - auc_min: 0.9979 - auc_max: 0.9979 - val_loss: 0.3468 - val_acc: 0.8333 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 127/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1029 - acc: 0.9352 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 0.2829 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 128/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.0952 - acc: 0.9352 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 0.2450 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 129/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.0924 - acc: 0.9537 - auc_min: 0.9949 - auc_max: 0.9955 - val_loss: 0.3811 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 130/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1046 - acc: 0.9444 - auc_min: 0.9969 - auc_max: 0.9969 - val_loss: 0.3808 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 131/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.0890 - acc: 0.9815 - auc_min: 0.9976 - auc_max: 0.9976 - val_loss: 0.2215 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 800ms/step - loss: 0.8782 - acc: 0.5833 - auc_min: 0.5333 - auc_max: 0.5422 - val_loss: 0.6832 - val_acc: 0.5000 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 513ms/step - loss: 0.6242 - acc: 0.5556 - auc_min: 0.8693 - auc_max: 0.8724 - val_loss: 0.5836 - val_acc: 0.7778 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.4158 - acc: 0.8426 - auc_min: 0.9242 - auc_max: 0.9273 - val_loss: 0.6390 - val_acc: 0.4722 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.4096 - acc: 0.8519 - auc_min: 0.9102 - auc_max: 0.9132 - val_loss: 0.6954 - val_acc: 0.4722 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.3708 - acc: 0.8611 - auc_min: 0.9249 - auc_max: 0.9273 - val_loss: 0.5633 - val_acc: 0.6389 - val_auc_min: 0.8519 - val_auc_max: 0.8519\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 496ms/step - loss: 0.3391 - acc: 0.8426 - auc_min: 0.9342 - auc_max: 0.9352 - val_loss: 0.4931 - val_acc: 0.6944 - val_auc_min: 0.8148 - val_auc_max: 0.8210\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 512ms/step - loss: 0.3550 - acc: 0.8148 - auc_min: 0.9246 - auc_max: 0.9270 - val_loss: 0.4897 - val_acc: 0.6944 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3234 - acc: 0.8241 - auc_min: 0.9355 - auc_max: 0.9376 - val_loss: 0.5583 - val_acc: 0.6111 - val_auc_min: 0.8333 - val_auc_max: 0.8364\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3175 - acc: 0.8519 - auc_min: 0.9369 - auc_max: 0.9386 - val_loss: 0.6381 - val_acc: 0.6111 - val_auc_min: 0.8364 - val_auc_max: 0.8488\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2957 - acc: 0.8611 - auc_min: 0.9527 - auc_max: 0.9534 - val_loss: 0.5462 - val_acc: 0.6111 - val_auc_min: 0.8457 - val_auc_max: 0.8519\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2956 - acc: 0.8704 - auc_min: 0.9434 - auc_max: 0.9462 - val_loss: 0.5025 - val_acc: 0.7500 - val_auc_min: 0.8364 - val_auc_max: 0.8488\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2880 - acc: 0.8611 - auc_min: 0.9578 - auc_max: 0.9588 - val_loss: 0.5070 - val_acc: 0.7500 - val_auc_min: 0.8364 - val_auc_max: 0.8488\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2819 - acc: 0.8704 - auc_min: 0.9537 - auc_max: 0.9547 - val_loss: 0.5465 - val_acc: 0.6111 - val_auc_min: 0.8519 - val_auc_max: 0.8704\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2747 - acc: 0.8889 - auc_min: 0.9534 - auc_max: 0.9534 - val_loss: 0.5428 - val_acc: 0.6111 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2657 - acc: 0.8796 - auc_min: 0.9547 - auc_max: 0.9547 - val_loss: 0.5186 - val_acc: 0.6111 - val_auc_min: 0.8704 - val_auc_max: 0.8735\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2675 - acc: 0.8796 - auc_min: 0.9564 - auc_max: 0.9588 - val_loss: 0.5078 - val_acc: 0.6111 - val_auc_min: 0.8549 - val_auc_max: 0.9012\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 3s 851ms/step - loss: 0.2685 - acc: 0.8889 - auc_min: 0.9561 - auc_max: 0.9561 - val_loss: 0.4779 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8981\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2487 - acc: 0.8889 - auc_min: 0.9660 - auc_max: 0.9667 - val_loss: 0.4791 - val_acc: 0.7778 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2660 - acc: 0.8889 - auc_min: 0.9616 - auc_max: 0.9626 - val_loss: 0.5115 - val_acc: 0.6111 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.2713 - acc: 0.8704 - auc_min: 0.9595 - auc_max: 0.9595 - val_loss: 0.4711 - val_acc: 0.7778 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.2443 - acc: 0.8981 - auc_min: 0.9664 - auc_max: 0.9674 - val_loss: 0.4695 - val_acc: 0.7778 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2483 - acc: 0.8981 - auc_min: 0.9582 - auc_max: 0.9599 - val_loss: 0.5281 - val_acc: 0.6111 - val_auc_min: 0.8704 - val_auc_max: 0.8889\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2620 - acc: 0.8704 - auc_min: 0.9606 - auc_max: 0.9623 - val_loss: 0.5473 - val_acc: 0.6111 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 2s 491ms/step - loss: 0.2611 - acc: 0.8519 - auc_min: 0.9612 - auc_max: 0.9619 - val_loss: 0.4345 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 2s 489ms/step - loss: 0.2404 - acc: 0.8889 - auc_min: 0.9705 - auc_max: 0.9715 - val_loss: 0.4152 - val_acc: 0.9167 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2476 - acc: 0.8889 - auc_min: 0.9691 - auc_max: 0.9695 - val_loss: 0.4351 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2664 - acc: 0.8704 - auc_min: 0.9554 - auc_max: 0.9558 - val_loss: 0.4716 - val_acc: 0.7778 - val_auc_min: 0.8858 - val_auc_max: 0.8889\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2423 - acc: 0.8889 - auc_min: 0.9709 - auc_max: 0.9719 - val_loss: 0.4167 - val_acc: 0.9167 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2488 - acc: 0.8889 - auc_min: 0.9619 - auc_max: 0.9626 - val_loss: 0.4163 - val_acc: 0.7778 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2483 - acc: 0.8981 - auc_min: 0.9643 - auc_max: 0.9650 - val_loss: 0.4198 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.2397 - acc: 0.8796 - auc_min: 0.9685 - auc_max: 0.9695 - val_loss: 0.4105 - val_acc: 0.9167 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.2567 - acc: 0.8889 - auc_min: 0.9609 - auc_max: 0.9616 - val_loss: 0.4182 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.2467 - acc: 0.8981 - auc_min: 0.9623 - auc_max: 0.9633 - val_loss: 0.4788 - val_acc: 0.7778 - val_auc_min: 0.8704 - val_auc_max: 0.8889\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2480 - acc: 0.8796 - auc_min: 0.9688 - auc_max: 0.9691 - val_loss: 0.4999 - val_acc: 0.6111 - val_auc_min: 0.8704 - val_auc_max: 0.8889\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2436 - acc: 0.9074 - auc_min: 0.9654 - auc_max: 0.9660 - val_loss: 0.4601 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2500 - acc: 0.8796 - auc_min: 0.9599 - auc_max: 0.9612 - val_loss: 0.4340 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2324 - acc: 0.8981 - auc_min: 0.9664 - auc_max: 0.9678 - val_loss: 0.4574 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2446 - acc: 0.8796 - auc_min: 0.9667 - auc_max: 0.9678 - val_loss: 0.4903 - val_acc: 0.7778 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2365 - acc: 0.8981 - auc_min: 0.9719 - auc_max: 0.9722 - val_loss: 0.4146 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.2479 - acc: 0.8796 - auc_min: 0.9647 - auc_max: 0.9657 - val_loss: 0.4048 - val_acc: 0.9167 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2430 - acc: 0.8889 - auc_min: 0.9619 - auc_max: 0.9626 - val_loss: 0.4957 - val_acc: 0.6389 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2266 - acc: 0.8981 - auc_min: 0.9715 - auc_max: 0.9729 - val_loss: 0.4325 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.2245 - acc: 0.8981 - auc_min: 0.9715 - auc_max: 0.9722 - val_loss: 0.4271 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2314 - acc: 0.8981 - auc_min: 0.9691 - auc_max: 0.9695 - val_loss: 0.4246 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2308 - acc: 0.8889 - auc_min: 0.9695 - auc_max: 0.9698 - val_loss: 0.4577 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2299 - acc: 0.8889 - auc_min: 0.9667 - auc_max: 0.9678 - val_loss: 0.5300 - val_acc: 0.6111 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2367 - acc: 0.8889 - auc_min: 0.9691 - auc_max: 0.9695 - val_loss: 0.4739 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2405 - acc: 0.8981 - auc_min: 0.9616 - auc_max: 0.9633 - val_loss: 0.4365 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.2268 - acc: 0.8796 - auc_min: 0.9684 - auc_max: 0.9695 - val_loss: 0.4568 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2267 - acc: 0.8981 - auc_min: 0.9691 - auc_max: 0.9695 - val_loss: 0.4949 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2328 - acc: 0.9074 - auc_min: 0.9657 - auc_max: 0.9657 - val_loss: 0.5147 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2260 - acc: 0.9074 - auc_min: 0.9702 - auc_max: 0.9702 - val_loss: 0.4397 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.2057 - acc: 0.8889 - auc_min: 0.9753 - auc_max: 0.9757 - val_loss: 0.4397 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.2152 - acc: 0.9074 - auc_min: 0.9709 - auc_max: 0.9722 - val_loss: 0.4411 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2066 - acc: 0.8981 - auc_min: 0.9753 - auc_max: 0.9763 - val_loss: 0.4477 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2203 - acc: 0.8889 - auc_min: 0.9715 - auc_max: 0.9719 - val_loss: 0.4241 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2274 - acc: 0.8981 - auc_min: 0.9667 - auc_max: 0.9678 - val_loss: 0.4220 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.2350 - acc: 0.8981 - auc_min: 0.9664 - auc_max: 0.9667 - val_loss: 0.4568 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2181 - acc: 0.9167 - auc_min: 0.9702 - auc_max: 0.9709 - val_loss: 0.4083 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 3s 883ms/step - loss: 0.2415 - acc: 0.8889 - auc_min: 0.9643 - auc_max: 0.9650 - val_loss: 0.4011 - val_acc: 0.8056 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2140 - acc: 0.8889 - auc_min: 0.9709 - auc_max: 0.9722 - val_loss: 0.4195 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2195 - acc: 0.8981 - auc_min: 0.9695 - auc_max: 0.9698 - val_loss: 0.4794 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.2280 - acc: 0.9167 - auc_min: 0.9698 - auc_max: 0.9709 - val_loss: 0.4659 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2190 - acc: 0.8981 - auc_min: 0.9695 - auc_max: 0.9695 - val_loss: 0.4101 - val_acc: 0.9167 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2416 - acc: 0.8889 - auc_min: 0.9715 - auc_max: 0.9719 - val_loss: 0.4204 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8827\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2146 - acc: 0.8981 - auc_min: 0.9712 - auc_max: 0.9715 - val_loss: 0.5085 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2329 - acc: 0.9074 - auc_min: 0.9691 - auc_max: 0.9695 - val_loss: 0.4880 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2129 - acc: 0.8981 - auc_min: 0.9736 - auc_max: 0.9736 - val_loss: 0.4589 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2118 - acc: 0.9074 - auc_min: 0.9726 - auc_max: 0.9733 - val_loss: 0.4900 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2385 - acc: 0.8889 - auc_min: 0.9650 - auc_max: 0.9650 - val_loss: 0.4399 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.2353 - acc: 0.8889 - auc_min: 0.9688 - auc_max: 0.9698 - val_loss: 0.4322 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2261 - acc: 0.8704 - auc_min: 0.9702 - auc_max: 0.9709 - val_loss: 0.4693 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.2177 - acc: 0.8981 - auc_min: 0.9695 - auc_max: 0.9702 - val_loss: 0.4945 - val_acc: 0.7500 - val_auc_min: 0.8519 - val_auc_max: 0.8704\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.2200 - acc: 0.9074 - auc_min: 0.9733 - auc_max: 0.9736 - val_loss: 0.4877 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1939 - acc: 0.9259 - auc_min: 0.9805 - auc_max: 0.9805 - val_loss: 0.4239 - val_acc: 0.7500 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 76/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.2209 - acc: 0.8796 - auc_min: 0.9698 - auc_max: 0.9702 - val_loss: 0.4111 - val_acc: 0.7778 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 77/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2115 - acc: 0.9074 - auc_min: 0.9733 - auc_max: 0.9733 - val_loss: 0.5082 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8796\n",
            "Epoch 78/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2197 - acc: 0.9167 - auc_min: 0.9726 - auc_max: 0.9729 - val_loss: 0.4731 - val_acc: 0.7500 - val_auc_min: 0.8735 - val_auc_max: 0.8889\n",
            "Epoch 79/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2081 - acc: 0.9074 - auc_min: 0.9722 - auc_max: 0.9726 - val_loss: 0.4919 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 80/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2085 - acc: 0.9167 - auc_min: 0.9726 - auc_max: 0.9729 - val_loss: 0.4838 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 797ms/step - loss: 0.9681 - acc: 0.4815 - auc_min: 0.4883 - auc_max: 0.4969 - val_loss: 0.8538 - val_acc: 0.5000 - val_auc_min: 0.1543 - val_auc_max: 0.2068\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 485ms/step - loss: 0.6632 - acc: 0.5556 - auc_min: 0.8008 - auc_max: 0.8121 - val_loss: 0.7186 - val_acc: 0.4722 - val_auc_min: 0.6420 - val_auc_max: 0.6481\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 487ms/step - loss: 0.3958 - acc: 0.9352 - auc_min: 0.9781 - auc_max: 0.9798 - val_loss: 0.6410 - val_acc: 0.5000 - val_auc_min: 0.6852 - val_auc_max: 0.6975\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3298 - acc: 0.8981 - auc_min: 0.9846 - auc_max: 0.9853 - val_loss: 0.6991 - val_acc: 0.5833 - val_auc_min: 0.7191 - val_auc_max: 0.7222\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2145 - acc: 0.9722 - auc_min: 0.9952 - auc_max: 0.9952 - val_loss: 0.8867 - val_acc: 0.6389 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1885 - acc: 0.9537 - auc_min: 0.9925 - auc_max: 0.9928 - val_loss: 0.9375 - val_acc: 0.6389 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1479 - acc: 0.9722 - auc_min: 0.9962 - auc_max: 0.9962 - val_loss: 0.9100 - val_acc: 0.6111 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1411 - acc: 0.9815 - auc_min: 0.9931 - auc_max: 0.9935 - val_loss: 0.9455 - val_acc: 0.6111 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1283 - acc: 0.9815 - auc_min: 0.9931 - auc_max: 0.9935 - val_loss: 1.0289 - val_acc: 0.6389 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1146 - acc: 0.9815 - auc_min: 0.9945 - auc_max: 0.9945 - val_loss: 1.0942 - val_acc: 0.6389 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1066 - acc: 0.9907 - auc_min: 0.9935 - auc_max: 0.9935 - val_loss: 1.1720 - val_acc: 0.6389 - val_auc_min: 0.7037 - val_auc_max: 0.7222\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.0982 - acc: 0.9907 - auc_min: 0.9949 - auc_max: 0.9952 - val_loss: 1.2106 - val_acc: 0.6389 - val_auc_min: 0.7037 - val_auc_max: 0.7222\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.1035 - acc: 0.9815 - auc_min: 0.9952 - auc_max: 0.9955 - val_loss: 1.2520 - val_acc: 0.6389 - val_auc_min: 0.6883 - val_auc_max: 0.7222\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0971 - acc: 0.9907 - auc_min: 0.9935 - auc_max: 0.9938 - val_loss: 1.2522 - val_acc: 0.6389 - val_auc_min: 0.6914 - val_auc_max: 0.7222\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.0969 - acc: 0.9907 - auc_min: 0.9952 - auc_max: 0.9952 - val_loss: 1.2503 - val_acc: 0.6389 - val_auc_min: 0.6852 - val_auc_max: 0.6914\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0876 - acc: 0.9907 - auc_min: 0.9966 - auc_max: 0.9969 - val_loss: 1.3250 - val_acc: 0.6389 - val_auc_min: 0.6728 - val_auc_max: 0.6914\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.0842 - acc: 0.9907 - auc_min: 0.9949 - auc_max: 0.9955 - val_loss: 1.4761 - val_acc: 0.6389 - val_auc_min: 0.6667 - val_auc_max: 0.6852\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.0893 - acc: 0.9907 - auc_min: 0.9942 - auc_max: 0.9952 - val_loss: 1.5447 - val_acc: 0.6389 - val_auc_min: 0.6667 - val_auc_max: 0.7037\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0792 - acc: 0.9907 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 1.5480 - val_acc: 0.6389 - val_auc_min: 0.6667 - val_auc_max: 0.7037\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.0832 - acc: 0.9907 - auc_min: 0.9955 - auc_max: 0.9959 - val_loss: 1.4390 - val_acc: 0.6389 - val_auc_min: 0.6667 - val_auc_max: 0.6852\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.0751 - acc: 0.9907 - auc_min: 0.9959 - auc_max: 0.9962 - val_loss: 1.5248 - val_acc: 0.6389 - val_auc_min: 0.6821 - val_auc_max: 0.7191\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.0748 - acc: 0.9815 - auc_min: 0.9966 - auc_max: 0.9966 - val_loss: 1.6623 - val_acc: 0.6389 - val_auc_min: 0.6759 - val_auc_max: 0.7130\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.0776 - acc: 0.9815 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 1.7755 - val_acc: 0.6667 - val_auc_min: 0.6111 - val_auc_max: 0.7284\n",
            "2/2 [==============================] - 1s 94ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 886ms/step - loss: 0.7835 - acc: 0.4352 - auc_min: 0.5065 - auc_max: 0.5151 - val_loss: 0.4316 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 510ms/step - loss: 0.5384 - acc: 0.7593 - auc_min: 0.8488 - auc_max: 0.8543 - val_loss: 0.2858 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.4061 - acc: 0.8611 - auc_min: 0.9472 - auc_max: 0.9496 - val_loss: 0.2375 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.3286 - acc: 0.8704 - auc_min: 0.9561 - auc_max: 0.9571 - val_loss: 0.2102 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.2793 - acc: 0.8981 - auc_min: 0.9660 - auc_max: 0.9678 - val_loss: 0.1808 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.2582 - acc: 0.8611 - auc_min: 0.9681 - auc_max: 0.9684 - val_loss: 0.1810 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.2360 - acc: 0.8981 - auc_min: 0.9722 - auc_max: 0.9733 - val_loss: 0.1984 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.2229 - acc: 0.9352 - auc_min: 0.9777 - auc_max: 0.9781 - val_loss: 0.1668 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.2148 - acc: 0.9074 - auc_min: 0.9757 - auc_max: 0.9767 - val_loss: 0.1485 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1934 - acc: 0.9352 - auc_min: 0.9801 - auc_max: 0.9805 - val_loss: 0.1588 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1751 - acc: 0.9259 - auc_min: 0.9839 - auc_max: 0.9846 - val_loss: 0.1762 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1948 - acc: 0.9352 - auc_min: 0.9805 - auc_max: 0.9808 - val_loss: 0.1646 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 2s 659ms/step - loss: 0.1819 - acc: 0.9630 - auc_min: 0.9815 - auc_max: 0.9815 - val_loss: 0.1444 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1886 - acc: 0.9444 - auc_min: 0.9808 - auc_max: 0.9815 - val_loss: 0.1572 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1700 - acc: 0.9630 - auc_min: 0.9849 - auc_max: 0.9853 - val_loss: 0.1699 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.1598 - acc: 0.9722 - auc_min: 0.9863 - auc_max: 0.9863 - val_loss: 0.1561 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1593 - acc: 0.9722 - auc_min: 0.9859 - auc_max: 0.9859 - val_loss: 0.1452 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1646 - acc: 0.9815 - auc_min: 0.9853 - auc_max: 0.9859 - val_loss: 0.1508 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1606 - acc: 0.9722 - auc_min: 0.9856 - auc_max: 0.9856 - val_loss: 0.1713 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1715 - acc: 0.9630 - auc_min: 0.9835 - auc_max: 0.9846 - val_loss: 0.1941 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1619 - acc: 0.9444 - auc_min: 0.9832 - auc_max: 0.9835 - val_loss: 0.1599 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.1433 - acc: 0.9722 - auc_min: 0.9866 - auc_max: 0.9870 - val_loss: 0.1564 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1453 - acc: 0.9630 - auc_min: 0.9853 - auc_max: 0.9856 - val_loss: 0.1644 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1587 - acc: 0.9630 - auc_min: 0.9849 - auc_max: 0.9856 - val_loss: 0.1764 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1619 - acc: 0.9630 - auc_min: 0.9849 - auc_max: 0.9856 - val_loss: 0.1617 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1521 - acc: 0.9815 - auc_min: 0.9853 - auc_max: 0.9856 - val_loss: 0.1827 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1515 - acc: 0.9537 - auc_min: 0.9863 - auc_max: 0.9863 - val_loss: 0.1865 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1353 - acc: 0.9630 - auc_min: 0.9866 - auc_max: 0.9873 - val_loss: 0.1570 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 3s 923ms/step - loss: 0.1396 - acc: 0.9815 - auc_min: 0.9859 - auc_max: 0.9863 - val_loss: 0.1440 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1402 - acc: 0.9722 - auc_min: 0.9866 - auc_max: 0.9866 - val_loss: 0.1681 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9846\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1420 - acc: 0.9630 - auc_min: 0.9859 - auc_max: 0.9863 - val_loss: 0.1920 - val_acc: 0.9167 - val_auc_min: 0.9846 - val_auc_max: 0.9938\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.1508 - acc: 0.9444 - auc_min: 0.9863 - auc_max: 0.9870 - val_loss: 0.1537 - val_acc: 0.9167 - val_auc_min: 0.9877 - val_auc_max: 0.9938\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.1471 - acc: 0.9815 - auc_min: 0.9842 - auc_max: 0.9853 - val_loss: 0.1178 - val_acc: 0.9444 - val_auc_min: 0.9938 - val_auc_max: 0.9969\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1452 - acc: 0.9722 - auc_min: 0.9856 - auc_max: 0.9859 - val_loss: 0.1369 - val_acc: 0.9167 - val_auc_min: 0.9938 - val_auc_max: 0.9969\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1443 - acc: 0.9722 - auc_min: 0.9846 - auc_max: 0.9853 - val_loss: 0.1849 - val_acc: 0.9167 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.1504 - acc: 0.9722 - auc_min: 0.9750 - auc_max: 0.9853 - val_loss: 0.1568 - val_acc: 0.9167 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.1332 - acc: 0.9815 - auc_min: 0.9880 - auc_max: 0.9890 - val_loss: 0.1243 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.1434 - acc: 0.9537 - auc_min: 0.9877 - auc_max: 0.9880 - val_loss: 0.1111 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1525 - acc: 0.9537 - auc_min: 0.9870 - auc_max: 0.9870 - val_loss: 0.1634 - val_acc: 0.9167 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1604 - acc: 0.9537 - auc_min: 0.9746 - auc_max: 0.9849 - val_loss: 0.2127 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.1422 - acc: 0.9630 - auc_min: 0.9866 - auc_max: 0.9870 - val_loss: 0.1153 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 2s 509ms/step - loss: 0.1471 - acc: 0.9722 - auc_min: 0.9863 - auc_max: 0.9863 - val_loss: 0.1088 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1428 - acc: 0.9630 - auc_min: 0.9880 - auc_max: 0.9880 - val_loss: 0.1526 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.1274 - acc: 0.9722 - auc_min: 0.9880 - auc_max: 0.9887 - val_loss: 0.1959 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1545 - acc: 0.9444 - auc_min: 0.9763 - auc_max: 0.9866 - val_loss: 0.1640 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.1239 - acc: 0.9815 - auc_min: 0.9870 - auc_max: 0.9870 - val_loss: 0.1192 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.1311 - acc: 0.9815 - auc_min: 0.9873 - auc_max: 0.9873 - val_loss: 0.1174 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1219 - acc: 0.9815 - auc_min: 0.9901 - auc_max: 0.9901 - val_loss: 0.1320 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.1127 - acc: 0.9815 - auc_min: 0.9873 - auc_max: 0.9873 - val_loss: 0.1614 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1181 - acc: 0.9815 - auc_min: 0.9870 - auc_max: 0.9873 - val_loss: 0.1493 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1178 - acc: 0.9815 - auc_min: 0.9873 - auc_max: 0.9873 - val_loss: 0.1368 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.1211 - acc: 0.9815 - auc_min: 0.9883 - auc_max: 0.9890 - val_loss: 0.1456 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1210 - acc: 0.9815 - auc_min: 0.9894 - auc_max: 0.9897 - val_loss: 0.1505 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1139 - acc: 0.9815 - auc_min: 0.9873 - auc_max: 0.9877 - val_loss: 0.1208 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.1189 - acc: 0.9815 - auc_min: 0.9883 - auc_max: 0.9894 - val_loss: 0.1321 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1212 - acc: 0.9815 - auc_min: 0.9856 - auc_max: 0.9863 - val_loss: 0.1379 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.1116 - acc: 0.9722 - auc_min: 0.9897 - auc_max: 0.9901 - val_loss: 0.1435 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.1152 - acc: 0.9815 - auc_min: 0.9904 - auc_max: 0.9907 - val_loss: 0.1295 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1137 - acc: 0.9722 - auc_min: 0.9890 - auc_max: 0.9894 - val_loss: 0.1222 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1084 - acc: 0.9815 - auc_min: 0.9901 - auc_max: 0.9911 - val_loss: 0.1113 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1143 - acc: 0.9815 - auc_min: 0.9897 - auc_max: 0.9897 - val_loss: 0.1522 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.1032 - acc: 0.9815 - auc_min: 0.9914 - auc_max: 0.9914 - val_loss: 0.1683 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 773ms/step - loss: 0.8939 - acc: 0.4907 - auc_min: 0.4372 - auc_max: 0.4462 - val_loss: 0.6736 - val_acc: 0.5278 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 486ms/step - loss: 0.7119 - acc: 0.6296 - auc_min: 0.6869 - auc_max: 0.6965 - val_loss: 0.4125 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.5341 - acc: 0.7407 - auc_min: 0.8100 - auc_max: 0.8158 - val_loss: 0.2636 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.5295 - acc: 0.7500 - auc_min: 0.8422 - auc_max: 0.8467 - val_loss: 0.2228 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4662 - acc: 0.7130 - auc_min: 0.8567 - auc_max: 0.8611 - val_loss: 0.2800 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.4849 - acc: 0.7500 - auc_min: 0.8690 - auc_max: 0.8728 - val_loss: 0.2662 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 484ms/step - loss: 0.4459 - acc: 0.7315 - auc_min: 0.8800 - auc_max: 0.8813 - val_loss: 0.1502 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.4559 - acc: 0.8148 - auc_min: 0.8632 - auc_max: 0.8649 - val_loss: 0.1107 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.4168 - acc: 0.8056 - auc_min: 0.8951 - auc_max: 0.8988 - val_loss: 0.1404 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.4191 - acc: 0.7963 - auc_min: 0.8961 - auc_max: 0.8978 - val_loss: 0.1501 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 482ms/step - loss: 0.4250 - acc: 0.8241 - auc_min: 0.8841 - auc_max: 0.8858 - val_loss: 0.1071 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3786 - acc: 0.8611 - auc_min: 0.9201 - auc_max: 0.9218 - val_loss: 0.1193 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3727 - acc: 0.8611 - auc_min: 0.9232 - auc_max: 0.9263 - val_loss: 0.1182 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3921 - acc: 0.8333 - auc_min: 0.9088 - auc_max: 0.9122 - val_loss: 0.1141 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.3924 - acc: 0.8519 - auc_min: 0.9081 - auc_max: 0.9095 - val_loss: 0.1066 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 2s 479ms/step - loss: 0.3931 - acc: 0.8704 - auc_min: 0.9071 - auc_max: 0.9081 - val_loss: 0.0813 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3444 - acc: 0.8981 - auc_min: 0.9324 - auc_max: 0.9331 - val_loss: 0.0951 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3651 - acc: 0.8519 - auc_min: 0.9225 - auc_max: 0.9263 - val_loss: 0.1123 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 2s 480ms/step - loss: 0.3638 - acc: 0.8704 - auc_min: 0.9222 - auc_max: 0.9242 - val_loss: 0.0791 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3528 - acc: 0.8426 - auc_min: 0.9266 - auc_max: 0.9290 - val_loss: 0.0860 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3539 - acc: 0.8796 - auc_min: 0.9249 - auc_max: 0.9280 - val_loss: 0.0844 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 2s 485ms/step - loss: 0.3527 - acc: 0.8704 - auc_min: 0.9273 - auc_max: 0.9283 - val_loss: 0.0764 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3383 - acc: 0.8889 - auc_min: 0.9318 - auc_max: 0.9324 - val_loss: 0.0781 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3486 - acc: 0.8704 - auc_min: 0.9256 - auc_max: 0.9273 - val_loss: 0.0967 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3354 - acc: 0.8519 - auc_min: 0.9338 - auc_max: 0.9366 - val_loss: 0.1054 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3816 - acc: 0.8426 - auc_min: 0.9163 - auc_max: 0.9191 - val_loss: 0.1111 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3638 - acc: 0.8611 - auc_min: 0.9218 - auc_max: 0.9252 - val_loss: 0.0977 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.3346 - acc: 0.8519 - auc_min: 0.9366 - auc_max: 0.9396 - val_loss: 0.0736 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 2s 638ms/step - loss: 0.3437 - acc: 0.8889 - auc_min: 0.9335 - auc_max: 0.9359 - val_loss: 0.0594 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3354 - acc: 0.8796 - auc_min: 0.9335 - auc_max: 0.9342 - val_loss: 0.0925 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3663 - acc: 0.8519 - auc_min: 0.9266 - auc_max: 0.9304 - val_loss: 0.1247 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3452 - acc: 0.8611 - auc_min: 0.9338 - auc_max: 0.9376 - val_loss: 0.0682 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.3417 - acc: 0.8704 - auc_min: 0.9342 - auc_max: 0.9369 - val_loss: 0.0392 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3647 - acc: 0.8611 - auc_min: 0.9287 - auc_max: 0.9297 - val_loss: 0.0634 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3401 - acc: 0.8611 - auc_min: 0.9338 - auc_max: 0.9372 - val_loss: 0.1123 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3305 - acc: 0.8519 - auc_min: 0.9427 - auc_max: 0.9475 - val_loss: 0.0613 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3425 - acc: 0.8981 - auc_min: 0.9352 - auc_max: 0.9362 - val_loss: 0.0434 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3486 - acc: 0.8981 - auc_min: 0.9307 - auc_max: 0.9328 - val_loss: 0.0607 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3307 - acc: 0.8889 - auc_min: 0.9335 - auc_max: 0.9369 - val_loss: 0.0951 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3165 - acc: 0.8796 - auc_min: 0.9462 - auc_max: 0.9492 - val_loss: 0.0730 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3289 - acc: 0.8796 - auc_min: 0.9376 - auc_max: 0.9407 - val_loss: 0.0499 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3423 - acc: 0.8704 - auc_min: 0.9448 - auc_max: 0.9472 - val_loss: 0.0549 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3369 - acc: 0.8981 - auc_min: 0.9304 - auc_max: 0.9338 - val_loss: 0.0902 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3129 - acc: 0.8704 - auc_min: 0.9479 - auc_max: 0.9513 - val_loss: 0.0791 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3114 - acc: 0.8704 - auc_min: 0.9468 - auc_max: 0.9482 - val_loss: 0.0518 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3408 - acc: 0.8889 - auc_min: 0.9362 - auc_max: 0.9369 - val_loss: 0.0608 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3218 - acc: 0.8796 - auc_min: 0.9376 - auc_max: 0.9410 - val_loss: 0.0834 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3103 - acc: 0.8796 - auc_min: 0.9455 - auc_max: 0.9482 - val_loss: 0.0651 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2906 - acc: 0.8796 - auc_min: 0.9499 - auc_max: 0.9537 - val_loss: 0.0697 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3143 - acc: 0.8519 - auc_min: 0.9427 - auc_max: 0.9468 - val_loss: 0.0637 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3034 - acc: 0.8889 - auc_min: 0.9458 - auc_max: 0.9489 - val_loss: 0.0591 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3147 - acc: 0.8796 - auc_min: 0.9427 - auc_max: 0.9458 - val_loss: 0.0672 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2974 - acc: 0.8981 - auc_min: 0.9472 - auc_max: 0.9510 - val_loss: 0.0609 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "2/2 [==============================] - 1s 92ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 795ms/step - loss: 0.7536 - acc: 0.5185 - auc_min: 0.5021 - auc_max: 0.5106 - val_loss: 0.4840 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 513ms/step - loss: 0.6021 - acc: 0.6944 - auc_min: 0.7599 - auc_max: 0.7685 - val_loss: 0.3812 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.5144 - acc: 0.7593 - auc_min: 0.8488 - auc_max: 0.8556 - val_loss: 0.3180 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.4592 - acc: 0.7963 - auc_min: 0.8738 - auc_max: 0.8759 - val_loss: 0.2835 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.4280 - acc: 0.8148 - auc_min: 0.8841 - auc_max: 0.8868 - val_loss: 0.2657 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 496ms/step - loss: 0.4326 - acc: 0.8056 - auc_min: 0.8796 - auc_max: 0.8831 - val_loss: 0.2582 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.4178 - acc: 0.8241 - auc_min: 0.8892 - auc_max: 0.8916 - val_loss: 0.2696 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.4058 - acc: 0.8241 - auc_min: 0.9019 - auc_max: 0.9040 - val_loss: 0.2750 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3801 - acc: 0.8611 - auc_min: 0.9115 - auc_max: 0.9129 - val_loss: 0.2885 - val_acc: 0.9722 - val_auc_min: 0.9444 - val_auc_max: 0.9630\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3788 - acc: 0.8611 - auc_min: 0.9064 - auc_max: 0.9081 - val_loss: 0.3006 - val_acc: 0.9722 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3574 - acc: 0.8704 - auc_min: 0.9222 - auc_max: 0.9246 - val_loss: 0.3141 - val_acc: 0.9722 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3745 - acc: 0.8611 - auc_min: 0.9088 - auc_max: 0.9129 - val_loss: 0.3255 - val_acc: 0.9722 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3526 - acc: 0.8889 - auc_min: 0.9198 - auc_max: 0.9215 - val_loss: 0.3413 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3471 - acc: 0.8611 - auc_min: 0.9304 - auc_max: 0.9321 - val_loss: 0.3482 - val_acc: 0.9444 - val_auc_min: 0.9259 - val_auc_max: 0.9321\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3494 - acc: 0.8519 - auc_min: 0.9273 - auc_max: 0.9283 - val_loss: 0.3631 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3702 - acc: 0.8889 - auc_min: 0.9163 - auc_max: 0.9174 - val_loss: 0.3939 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3384 - acc: 0.8796 - auc_min: 0.9376 - auc_max: 0.9379 - val_loss: 0.3714 - val_acc: 0.9444 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3292 - acc: 0.8519 - auc_min: 0.9414 - auc_max: 0.9424 - val_loss: 0.3680 - val_acc: 0.9444 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3308 - acc: 0.8704 - auc_min: 0.9348 - auc_max: 0.9359 - val_loss: 0.4152 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3337 - acc: 0.8981 - auc_min: 0.9276 - auc_max: 0.9287 - val_loss: 0.3799 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3445 - acc: 0.8611 - auc_min: 0.9263 - auc_max: 0.9276 - val_loss: 0.3825 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3154 - acc: 0.8611 - auc_min: 0.9379 - auc_max: 0.9407 - val_loss: 0.3912 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3001 - acc: 0.8796 - auc_min: 0.9492 - auc_max: 0.9499 - val_loss: 0.4203 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3173 - acc: 0.8981 - auc_min: 0.9372 - auc_max: 0.9403 - val_loss: 0.4133 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3068 - acc: 0.8704 - auc_min: 0.9414 - auc_max: 0.9417 - val_loss: 0.4212 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3199 - acc: 0.8704 - auc_min: 0.9366 - auc_max: 0.9383 - val_loss: 0.4283 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "2/2 [==============================] - 1s 97ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 802ms/step - loss: 0.8333 - acc: 0.4167 - auc_min: 0.3807 - auc_max: 0.3885 - val_loss: 0.6849 - val_acc: 0.6389 - val_auc_min: 0.5926 - val_auc_max: 0.5926\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 482ms/step - loss: 0.5962 - acc: 0.6944 - auc_min: 0.8114 - auc_max: 0.8213 - val_loss: 0.5472 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.5156 - acc: 0.7685 - auc_min: 0.8224 - auc_max: 0.8261 - val_loss: 0.4926 - val_acc: 0.8056 - val_auc_min: 0.8951 - val_auc_max: 0.9074\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.4639 - acc: 0.8241 - auc_min: 0.8529 - auc_max: 0.8546 - val_loss: 0.4492 - val_acc: 0.8333 - val_auc_min: 0.9074 - val_auc_max: 0.9259\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 485ms/step - loss: 0.4425 - acc: 0.8611 - auc_min: 0.8447 - auc_max: 0.8460 - val_loss: 0.4381 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4407 - acc: 0.7963 - auc_min: 0.8460 - auc_max: 0.8484 - val_loss: 0.4650 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.4285 - acc: 0.8148 - auc_min: 0.8477 - auc_max: 0.8501 - val_loss: 0.4409 - val_acc: 0.8333 - val_auc_min: 0.8981 - val_auc_max: 0.9105\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.4065 - acc: 0.8426 - auc_min: 0.8601 - auc_max: 0.8642 - val_loss: 0.4327 - val_acc: 0.8333 - val_auc_min: 0.8889 - val_auc_max: 0.9074\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3962 - acc: 0.8519 - auc_min: 0.8721 - auc_max: 0.8755 - val_loss: 0.4543 - val_acc: 0.8056 - val_auc_min: 0.8796 - val_auc_max: 0.8889\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.4109 - acc: 0.8148 - auc_min: 0.8625 - auc_max: 0.8645 - val_loss: 0.4898 - val_acc: 0.8056 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.3712 - acc: 0.8148 - auc_min: 0.8957 - auc_max: 0.8995 - val_loss: 0.4310 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 2s 478ms/step - loss: 0.3752 - acc: 0.8426 - auc_min: 0.8889 - auc_max: 0.8909 - val_loss: 0.4284 - val_acc: 0.6944 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3871 - acc: 0.8519 - auc_min: 0.8810 - auc_max: 0.8834 - val_loss: 0.4459 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3579 - acc: 0.8426 - auc_min: 0.9081 - auc_max: 0.9095 - val_loss: 0.4490 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3811 - acc: 0.8056 - auc_min: 0.9012 - auc_max: 0.9019 - val_loss: 0.4484 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3552 - acc: 0.8426 - auc_min: 0.9122 - auc_max: 0.9143 - val_loss: 0.4342 - val_acc: 0.7222 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3530 - acc: 0.8241 - auc_min: 0.9225 - auc_max: 0.9249 - val_loss: 0.4388 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3619 - acc: 0.8426 - auc_min: 0.9119 - auc_max: 0.9129 - val_loss: 0.4654 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3643 - acc: 0.8056 - auc_min: 0.9098 - auc_max: 0.9119 - val_loss: 0.4370 - val_acc: 0.7222 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3577 - acc: 0.8148 - auc_min: 0.9129 - auc_max: 0.9146 - val_loss: 0.4320 - val_acc: 0.6944 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3348 - acc: 0.8796 - auc_min: 0.9273 - auc_max: 0.9314 - val_loss: 0.4291 - val_acc: 0.6944 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 2s 745ms/step - loss: 0.3308 - acc: 0.8333 - auc_min: 0.9276 - auc_max: 0.9294 - val_loss: 0.4279 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.3459 - acc: 0.8148 - auc_min: 0.9198 - auc_max: 0.9204 - val_loss: 0.4244 - val_acc: 0.6944 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3579 - acc: 0.8333 - auc_min: 0.9036 - auc_max: 0.9067 - val_loss: 0.4395 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3337 - acc: 0.8333 - auc_min: 0.9256 - auc_max: 0.9266 - val_loss: 0.4316 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3122 - acc: 0.8611 - auc_min: 0.9355 - auc_max: 0.9386 - val_loss: 0.4453 - val_acc: 0.8611 - val_auc_min: 0.8765 - val_auc_max: 0.8889\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3217 - acc: 0.8519 - auc_min: 0.9324 - auc_max: 0.9338 - val_loss: 0.4308 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8735\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2951 - acc: 0.8796 - auc_min: 0.9475 - auc_max: 0.9489 - val_loss: 0.4303 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8735\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3167 - acc: 0.8519 - auc_min: 0.9324 - auc_max: 0.9335 - val_loss: 0.4333 - val_acc: 0.8611 - val_auc_min: 0.8549 - val_auc_max: 0.8735\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3231 - acc: 0.8611 - auc_min: 0.9270 - auc_max: 0.9280 - val_loss: 0.4385 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.3270 - acc: 0.8704 - auc_min: 0.9270 - auc_max: 0.9280 - val_loss: 0.4326 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3115 - acc: 0.8611 - auc_min: 0.9393 - auc_max: 0.9407 - val_loss: 0.4352 - val_acc: 0.8611 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3031 - acc: 0.8704 - auc_min: 0.9420 - auc_max: 0.9434 - val_loss: 0.4565 - val_acc: 0.7500 - val_auc_min: 0.8519 - val_auc_max: 0.8519\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3310 - acc: 0.8611 - auc_min: 0.9239 - auc_max: 0.9270 - val_loss: 0.4422 - val_acc: 0.7222 - val_auc_min: 0.8642 - val_auc_max: 0.8704\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2908 - acc: 0.8519 - auc_min: 0.9462 - auc_max: 0.9479 - val_loss: 0.4473 - val_acc: 0.7222 - val_auc_min: 0.8611 - val_auc_max: 0.8704\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3188 - acc: 0.8611 - auc_min: 0.9311 - auc_max: 0.9331 - val_loss: 0.4476 - val_acc: 0.7222 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.2812 - acc: 0.8519 - auc_min: 0.9523 - auc_max: 0.9530 - val_loss: 0.4484 - val_acc: 0.8889 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2925 - acc: 0.8889 - auc_min: 0.9444 - auc_max: 0.9451 - val_loss: 0.4658 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3001 - acc: 0.8796 - auc_min: 0.9475 - auc_max: 0.9489 - val_loss: 0.4597 - val_acc: 0.7222 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2900 - acc: 0.8704 - auc_min: 0.9486 - auc_max: 0.9506 - val_loss: 0.4536 - val_acc: 0.7500 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2908 - acc: 0.8426 - auc_min: 0.9479 - auc_max: 0.9486 - val_loss: 0.4546 - val_acc: 0.8889 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2852 - acc: 0.8611 - auc_min: 0.9506 - auc_max: 0.9520 - val_loss: 0.4892 - val_acc: 0.5833 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2868 - acc: 0.8426 - auc_min: 0.9516 - auc_max: 0.9534 - val_loss: 0.4707 - val_acc: 0.7222 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 907ms/step - loss: 0.6446 - acc: 0.5370 - auc_min: 0.6818 - auc_max: 0.6907 - val_loss: 0.8422 - val_acc: 0.4167 - val_auc_min: 0.4660 - val_auc_max: 0.4722\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3939 - acc: 0.9074 - auc_min: 0.9643 - auc_max: 0.9667 - val_loss: 1.2896 - val_acc: 0.5000 - val_auc_min: 0.3519 - val_auc_max: 0.3519\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3143 - acc: 0.8796 - auc_min: 0.9527 - auc_max: 0.9544 - val_loss: 1.6053 - val_acc: 0.4444 - val_auc_min: 0.3117 - val_auc_max: 0.3302\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2534 - acc: 0.9352 - auc_min: 0.9571 - auc_max: 0.9585 - val_loss: 1.7632 - val_acc: 0.3889 - val_auc_min: 0.3148 - val_auc_max: 0.3241\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2188 - acc: 0.9352 - auc_min: 0.9681 - auc_max: 0.9695 - val_loss: 1.9005 - val_acc: 0.3889 - val_auc_min: 0.3272 - val_auc_max: 0.3333\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2244 - acc: 0.8981 - auc_min: 0.9671 - auc_max: 0.9681 - val_loss: 2.1137 - val_acc: 0.3889 - val_auc_min: 0.3272 - val_auc_max: 0.3457\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2058 - acc: 0.9074 - auc_min: 0.9750 - auc_max: 0.9753 - val_loss: 2.3503 - val_acc: 0.4444 - val_auc_min: 0.3086 - val_auc_max: 0.3642\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2015 - acc: 0.9259 - auc_min: 0.9712 - auc_max: 0.9715 - val_loss: 2.5024 - val_acc: 0.4722 - val_auc_min: 0.3272 - val_auc_max: 0.3827\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1967 - acc: 0.9352 - auc_min: 0.9729 - auc_max: 0.9739 - val_loss: 2.3829 - val_acc: 0.4167 - val_auc_min: 0.3519 - val_auc_max: 0.3611\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1762 - acc: 0.9259 - auc_min: 0.9849 - auc_max: 0.9849 - val_loss: 2.2832 - val_acc: 0.4167 - val_auc_min: 0.3611 - val_auc_max: 0.3796\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1722 - acc: 0.9167 - auc_min: 0.9829 - auc_max: 0.9829 - val_loss: 2.5133 - val_acc: 0.4722 - val_auc_min: 0.3457 - val_auc_max: 0.3827\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1593 - acc: 0.9352 - auc_min: 0.9873 - auc_max: 0.9880 - val_loss: 2.6657 - val_acc: 0.4722 - val_auc_min: 0.3148 - val_auc_max: 0.3642\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1573 - acc: 0.9444 - auc_min: 0.9880 - auc_max: 0.9887 - val_loss: 2.5568 - val_acc: 0.4722 - val_auc_min: 0.3333 - val_auc_max: 0.3519\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.1525 - acc: 0.9352 - auc_min: 0.9911 - auc_max: 0.9914 - val_loss: 2.5714 - val_acc: 0.4722 - val_auc_min: 0.3333 - val_auc_max: 0.3519\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1525 - acc: 0.9444 - auc_min: 0.9925 - auc_max: 0.9925 - val_loss: 2.5614 - val_acc: 0.4444 - val_auc_min: 0.3148 - val_auc_max: 0.3519\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1481 - acc: 0.9444 - auc_min: 0.9907 - auc_max: 0.9907 - val_loss: 2.7499 - val_acc: 0.4722 - val_auc_min: 0.3056 - val_auc_max: 0.3519\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1372 - acc: 0.9444 - auc_min: 0.9938 - auc_max: 0.9938 - val_loss: 2.8820 - val_acc: 0.4722 - val_auc_min: 0.2840 - val_auc_max: 0.3272\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1324 - acc: 0.9352 - auc_min: 0.9949 - auc_max: 0.9952 - val_loss: 2.8436 - val_acc: 0.4722 - val_auc_min: 0.2901 - val_auc_max: 0.3272\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.1268 - acc: 0.9630 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 3.0858 - val_acc: 0.4722 - val_auc_min: 0.2778 - val_auc_max: 0.3488\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1129 - acc: 0.9815 - auc_min: 0.9986 - auc_max: 0.9986 - val_loss: 3.2442 - val_acc: 0.4722 - val_auc_min: 0.2778 - val_auc_max: 0.3519\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1265 - acc: 0.9352 - auc_min: 0.9952 - auc_max: 0.9952 - val_loss: 3.4497 - val_acc: 0.4722 - val_auc_min: 0.2593 - val_auc_max: 0.3457\n",
            "2/2 [==============================] - 1s 102ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 794ms/step - loss: 0.6148 - acc: 0.6481 - auc_min: 0.7233 - auc_max: 0.7346 - val_loss: 0.4772 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.4580 - acc: 0.8796 - auc_min: 0.8861 - auc_max: 0.8879 - val_loss: 0.3321 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.3551 - acc: 0.8611 - auc_min: 0.9228 - auc_max: 0.9252 - val_loss: 0.2853 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.3044 - acc: 0.9259 - auc_min: 0.9379 - auc_max: 0.9403 - val_loss: 0.2722 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.2940 - acc: 0.9167 - auc_min: 0.9294 - auc_max: 0.9335 - val_loss: 0.2488 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 509ms/step - loss: 0.2946 - acc: 0.9074 - auc_min: 0.9273 - auc_max: 0.9307 - val_loss: 0.2457 - val_acc: 0.8056 - val_auc_min: 0.9568 - val_auc_max: 0.9568\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2978 - acc: 0.8889 - auc_min: 0.9338 - auc_max: 0.9359 - val_loss: 0.2632 - val_acc: 0.8333 - val_auc_min: 0.9568 - val_auc_max: 0.9568\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2642 - acc: 0.9167 - auc_min: 0.9444 - auc_max: 0.9468 - val_loss: 0.3146 - val_acc: 0.8333 - val_auc_min: 0.9506 - val_auc_max: 0.9568\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2691 - acc: 0.9352 - auc_min: 0.9403 - auc_max: 0.9427 - val_loss: 0.2919 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.2651 - acc: 0.9074 - auc_min: 0.9465 - auc_max: 0.9486 - val_loss: 0.2797 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2557 - acc: 0.8889 - auc_min: 0.9578 - auc_max: 0.9595 - val_loss: 0.3223 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9475\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 363ms/step - loss: 0.2511 - acc: 0.9259 - auc_min: 0.9551 - auc_max: 0.9575 - val_loss: 0.3346 - val_acc: 0.8333 - val_auc_min: 0.9537 - val_auc_max: 0.9568\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2727 - acc: 0.9074 - auc_min: 0.9479 - auc_max: 0.9492 - val_loss: 0.3082 - val_acc: 0.8056 - val_auc_min: 0.9475 - val_auc_max: 0.9506\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2488 - acc: 0.9074 - auc_min: 0.9561 - auc_max: 0.9585 - val_loss: 0.3203 - val_acc: 0.8056 - val_auc_min: 0.9537 - val_auc_max: 0.9568\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2689 - acc: 0.9074 - auc_min: 0.9479 - auc_max: 0.9496 - val_loss: 0.3149 - val_acc: 0.8056 - val_auc_min: 0.9568 - val_auc_max: 0.9568\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2602 - acc: 0.9074 - auc_min: 0.9547 - auc_max: 0.9575 - val_loss: 0.3058 - val_acc: 0.8056 - val_auc_min: 0.9599 - val_auc_max: 0.9630\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2409 - acc: 0.9074 - auc_min: 0.9650 - auc_max: 0.9664 - val_loss: 0.3065 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2407 - acc: 0.9074 - auc_min: 0.9640 - auc_max: 0.9643 - val_loss: 0.2889 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2226 - acc: 0.9074 - auc_min: 0.9726 - auc_max: 0.9739 - val_loss: 0.3188 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2356 - acc: 0.9074 - auc_min: 0.9667 - auc_max: 0.9674 - val_loss: 0.2949 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2349 - acc: 0.8981 - auc_min: 0.9695 - auc_max: 0.9705 - val_loss: 0.2557 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 3s 784ms/step - loss: 0.2448 - acc: 0.8889 - auc_min: 0.9660 - auc_max: 0.9667 - val_loss: 0.2300 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2341 - acc: 0.9074 - auc_min: 0.9636 - auc_max: 0.9647 - val_loss: 0.2405 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2297 - acc: 0.9074 - auc_min: 0.9667 - auc_max: 0.9674 - val_loss: 0.2537 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2291 - acc: 0.9167 - auc_min: 0.9660 - auc_max: 0.9684 - val_loss: 0.2537 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.2362 - acc: 0.8981 - auc_min: 0.9657 - auc_max: 0.9681 - val_loss: 0.2169 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2410 - acc: 0.8981 - auc_min: 0.9612 - auc_max: 0.9633 - val_loss: 0.2177 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.2076 - acc: 0.9074 - auc_min: 0.9767 - auc_max: 0.9774 - val_loss: 0.2140 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.2265 - acc: 0.9074 - auc_min: 0.9705 - auc_max: 0.9715 - val_loss: 0.2117 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 2s 496ms/step - loss: 0.2310 - acc: 0.9074 - auc_min: 0.9664 - auc_max: 0.9678 - val_loss: 0.2025 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.2172 - acc: 0.8889 - auc_min: 0.9726 - auc_max: 0.9733 - val_loss: 0.1914 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2203 - acc: 0.8981 - auc_min: 0.9729 - auc_max: 0.9739 - val_loss: 0.2090 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2271 - acc: 0.9074 - auc_min: 0.9698 - auc_max: 0.9705 - val_loss: 0.2892 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2287 - acc: 0.9167 - auc_min: 0.9702 - auc_max: 0.9709 - val_loss: 0.2414 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1891 - acc: 0.9074 - auc_min: 0.9774 - auc_max: 0.9774 - val_loss: 0.2267 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2079 - acc: 0.9074 - auc_min: 0.9753 - auc_max: 0.9760 - val_loss: 0.2187 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2074 - acc: 0.8889 - auc_min: 0.9770 - auc_max: 0.9777 - val_loss: 0.2073 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2040 - acc: 0.8981 - auc_min: 0.9757 - auc_max: 0.9760 - val_loss: 0.2571 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2137 - acc: 0.8981 - auc_min: 0.9729 - auc_max: 0.9729 - val_loss: 0.2559 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2203 - acc: 0.9074 - auc_min: 0.9702 - auc_max: 0.9705 - val_loss: 0.2494 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2074 - acc: 0.8981 - auc_min: 0.9726 - auc_max: 0.9736 - val_loss: 0.2230 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.1943 - acc: 0.8981 - auc_min: 0.9767 - auc_max: 0.9777 - val_loss: 0.2544 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2050 - acc: 0.9074 - auc_min: 0.9770 - auc_max: 0.9774 - val_loss: 0.2260 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 3s 746ms/step - loss: 0.1962 - acc: 0.8981 - auc_min: 0.9750 - auc_max: 0.9753 - val_loss: 0.1899 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.2030 - acc: 0.8889 - auc_min: 0.9760 - auc_max: 0.9767 - val_loss: 0.1784 - val_acc: 0.8889 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1854 - acc: 0.8981 - auc_min: 0.9822 - auc_max: 0.9825 - val_loss: 0.2032 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2001 - acc: 0.9074 - auc_min: 0.9750 - auc_max: 0.9753 - val_loss: 0.2627 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.1955 - acc: 0.9259 - auc_min: 0.9801 - auc_max: 0.9801 - val_loss: 0.2475 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 2s 520ms/step - loss: 0.1926 - acc: 0.9074 - auc_min: 0.9784 - auc_max: 0.9798 - val_loss: 0.1715 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2240 - acc: 0.8611 - auc_min: 0.9746 - auc_max: 0.9750 - val_loss: 0.1864 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1777 - acc: 0.9259 - auc_min: 0.9811 - auc_max: 0.9815 - val_loss: 0.2321 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.1807 - acc: 0.9259 - auc_min: 0.9794 - auc_max: 0.9798 - val_loss: 0.2024 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.1707 - acc: 0.9259 - auc_min: 0.9801 - auc_max: 0.9808 - val_loss: 0.1826 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.1878 - acc: 0.9167 - auc_min: 0.9760 - auc_max: 0.9760 - val_loss: 0.2028 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1927 - acc: 0.9074 - auc_min: 0.9767 - auc_max: 0.9770 - val_loss: 0.2163 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1820 - acc: 0.9259 - auc_min: 0.9781 - auc_max: 0.9781 - val_loss: 0.2023 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.1697 - acc: 0.9074 - auc_min: 0.9829 - auc_max: 0.9839 - val_loss: 0.2171 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 358ms/step - loss: 0.1858 - acc: 0.9167 - auc_min: 0.9781 - auc_max: 0.9787 - val_loss: 0.1727 - val_acc: 0.8333 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.1903 - acc: 0.9074 - auc_min: 0.9739 - auc_max: 0.9743 - val_loss: 0.1719 - val_acc: 0.8333 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1587 - acc: 0.9259 - auc_min: 0.9829 - auc_max: 0.9835 - val_loss: 0.2244 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.1774 - acc: 0.9074 - auc_min: 0.9787 - auc_max: 0.9791 - val_loss: 0.2226 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1796 - acc: 0.9352 - auc_min: 0.9808 - auc_max: 0.9811 - val_loss: 0.2876 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.1782 - acc: 0.9167 - auc_min: 0.9805 - auc_max: 0.9805 - val_loss: 0.2015 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.1513 - acc: 0.9352 - auc_min: 0.9839 - auc_max: 0.9846 - val_loss: 0.2145 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1658 - acc: 0.9167 - auc_min: 0.9825 - auc_max: 0.9825 - val_loss: 0.2440 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.1697 - acc: 0.9074 - auc_min: 0.9798 - auc_max: 0.9798 - val_loss: 0.2462 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.1752 - acc: 0.8889 - auc_min: 0.9805 - auc_max: 0.9805 - val_loss: 0.2923 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.1990 - acc: 0.9259 - auc_min: 0.9798 - auc_max: 0.9815 - val_loss: 0.2313 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.1692 - acc: 0.9259 - auc_min: 0.9842 - auc_max: 0.9853 - val_loss: 0.1856 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "2/2 [==============================] - 1s 105ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 7s 824ms/step - loss: 0.7267 - acc: 0.5556 - auc_min: 0.5724 - auc_max: 0.5792 - val_loss: 0.7142 - val_acc: 0.6111 - val_auc_min: 0.5957 - val_auc_max: 0.6204\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 520ms/step - loss: 0.5112 - acc: 0.7685 - auc_min: 0.8879 - auc_max: 0.8940 - val_loss: 0.6603 - val_acc: 0.7778 - val_auc_min: 0.6975 - val_auc_max: 0.7130\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 520ms/step - loss: 0.4796 - acc: 0.7963 - auc_min: 0.8748 - auc_max: 0.8789 - val_loss: 0.6203 - val_acc: 0.7778 - val_auc_min: 0.7377 - val_auc_max: 0.7562\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.4342 - acc: 0.8426 - auc_min: 0.8755 - auc_max: 0.8783 - val_loss: 0.5981 - val_acc: 0.6667 - val_auc_min: 0.7593 - val_auc_max: 0.7685\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4095 - acc: 0.8241 - auc_min: 0.8957 - auc_max: 0.8978 - val_loss: 0.6163 - val_acc: 0.6667 - val_auc_min: 0.7438 - val_auc_max: 0.7593\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3819 - acc: 0.8426 - auc_min: 0.9112 - auc_max: 0.9136 - val_loss: 0.6605 - val_acc: 0.7222 - val_auc_min: 0.7037 - val_auc_max: 0.7253\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3666 - acc: 0.8426 - auc_min: 0.9204 - auc_max: 0.9235 - val_loss: 0.7351 - val_acc: 0.7778 - val_auc_min: 0.6914 - val_auc_max: 0.7068\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3454 - acc: 0.8796 - auc_min: 0.9304 - auc_max: 0.9324 - val_loss: 0.7122 - val_acc: 0.7222 - val_auc_min: 0.6759 - val_auc_max: 0.6914\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3203 - acc: 0.8519 - auc_min: 0.9424 - auc_max: 0.9458 - val_loss: 0.7183 - val_acc: 0.7222 - val_auc_min: 0.6698 - val_auc_max: 0.6852\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3242 - acc: 0.8519 - auc_min: 0.9468 - auc_max: 0.9482 - val_loss: 0.7563 - val_acc: 0.7222 - val_auc_min: 0.6543 - val_auc_max: 0.6636\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3209 - acc: 0.8611 - auc_min: 0.9403 - auc_max: 0.9414 - val_loss: 0.8620 - val_acc: 0.7778 - val_auc_min: 0.6451 - val_auc_max: 0.6543\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3075 - acc: 0.8889 - auc_min: 0.9506 - auc_max: 0.9513 - val_loss: 0.8214 - val_acc: 0.7222 - val_auc_min: 0.6481 - val_auc_max: 0.6481\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2821 - acc: 0.8889 - auc_min: 0.9544 - auc_max: 0.9558 - val_loss: 0.7942 - val_acc: 0.7222 - val_auc_min: 0.6451 - val_auc_max: 0.6451\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2745 - acc: 0.8981 - auc_min: 0.9568 - auc_max: 0.9582 - val_loss: 0.8510 - val_acc: 0.7778 - val_auc_min: 0.6420 - val_auc_max: 0.6451\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2766 - acc: 0.9074 - auc_min: 0.9530 - auc_max: 0.9544 - val_loss: 0.9156 - val_acc: 0.6667 - val_auc_min: 0.6420 - val_auc_max: 0.6451\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2616 - acc: 0.9167 - auc_min: 0.9585 - auc_max: 0.9609 - val_loss: 0.8868 - val_acc: 0.7500 - val_auc_min: 0.6327 - val_auc_max: 0.6451\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2386 - acc: 0.9259 - auc_min: 0.9640 - auc_max: 0.9643 - val_loss: 0.8745 - val_acc: 0.7778 - val_auc_min: 0.6389 - val_auc_max: 0.6451\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2542 - acc: 0.9259 - auc_min: 0.9623 - auc_max: 0.9633 - val_loss: 0.8852 - val_acc: 0.7500 - val_auc_min: 0.6142 - val_auc_max: 0.6358\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2283 - acc: 0.9630 - auc_min: 0.9667 - auc_max: 0.9681 - val_loss: 1.0917 - val_acc: 0.6111 - val_auc_min: 0.6111 - val_auc_max: 0.6296\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2491 - acc: 0.8981 - auc_min: 0.9647 - auc_max: 0.9654 - val_loss: 1.0531 - val_acc: 0.6389 - val_auc_min: 0.6142 - val_auc_max: 0.6296\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2197 - acc: 0.9537 - auc_min: 0.9667 - auc_max: 0.9691 - val_loss: 0.9555 - val_acc: 0.7500 - val_auc_min: 0.6142 - val_auc_max: 0.6327\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2222 - acc: 0.9444 - auc_min: 0.9667 - auc_max: 0.9685 - val_loss: 0.9757 - val_acc: 0.7500 - val_auc_min: 0.6327 - val_auc_max: 0.6389\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2034 - acc: 0.9537 - auc_min: 0.9726 - auc_max: 0.9746 - val_loss: 1.1401 - val_acc: 0.6389 - val_auc_min: 0.6204 - val_auc_max: 0.6389\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2182 - acc: 0.9259 - auc_min: 0.9667 - auc_max: 0.9681 - val_loss: 1.1045 - val_acc: 0.6389 - val_auc_min: 0.6111 - val_auc_max: 0.6389\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 794ms/step - loss: 0.6974 - acc: 0.5370 - auc_min: 0.6053 - auc_max: 0.6128 - val_loss: 0.4002 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.5605 - acc: 0.8148 - auc_min: 0.8069 - auc_max: 0.8110 - val_loss: 0.3210 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 512ms/step - loss: 0.4795 - acc: 0.8148 - auc_min: 0.8573 - auc_max: 0.8611 - val_loss: 0.2144 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 496ms/step - loss: 0.4434 - acc: 0.8796 - auc_min: 0.8656 - auc_max: 0.8676 - val_loss: 0.1606 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.4257 - acc: 0.8519 - auc_min: 0.8783 - auc_max: 0.8820 - val_loss: 0.1567 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.4100 - acc: 0.8519 - auc_min: 0.8837 - auc_max: 0.8858 - val_loss: 0.1748 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.3801 - acc: 0.8519 - auc_min: 0.9043 - auc_max: 0.9081 - val_loss: 0.1543 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.3566 - acc: 0.8796 - auc_min: 0.9139 - auc_max: 0.9187 - val_loss: 0.1483 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3366 - acc: 0.8704 - auc_min: 0.9335 - auc_max: 0.9352 - val_loss: 0.1742 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3212 - acc: 0.8704 - auc_min: 0.9451 - auc_max: 0.9479 - val_loss: 0.1818 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3096 - acc: 0.8889 - auc_min: 0.9486 - auc_max: 0.9496 - val_loss: 0.1731 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2811 - acc: 0.8796 - auc_min: 0.9616 - auc_max: 0.9623 - val_loss: 0.2070 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2643 - acc: 0.8889 - auc_min: 0.9674 - auc_max: 0.9684 - val_loss: 0.2037 - val_acc: 0.9444 - val_auc_min: 0.9660 - val_auc_max: 0.9753\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2532 - acc: 0.9444 - auc_min: 0.9688 - auc_max: 0.9695 - val_loss: 0.2166 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2449 - acc: 0.9444 - auc_min: 0.9743 - auc_max: 0.9750 - val_loss: 0.2340 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2439 - acc: 0.9537 - auc_min: 0.9702 - auc_max: 0.9705 - val_loss: 0.2056 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2464 - acc: 0.9537 - auc_min: 0.9702 - auc_max: 0.9702 - val_loss: 0.2236 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2294 - acc: 0.9259 - auc_min: 0.9743 - auc_max: 0.9757 - val_loss: 0.2436 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2168 - acc: 0.9444 - auc_min: 0.9739 - auc_max: 0.9757 - val_loss: 0.1889 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2299 - acc: 0.8981 - auc_min: 0.9705 - auc_max: 0.9715 - val_loss: 0.1991 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2191 - acc: 0.9352 - auc_min: 0.9674 - auc_max: 0.9678 - val_loss: 0.2297 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9691\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2119 - acc: 0.9444 - auc_min: 0.9743 - auc_max: 0.9753 - val_loss: 0.2408 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.2012 - acc: 0.9537 - auc_min: 0.9746 - auc_max: 0.9753 - val_loss: 0.2046 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1973 - acc: 0.9537 - auc_min: 0.9757 - auc_max: 0.9767 - val_loss: 0.2526 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2133 - acc: 0.9352 - auc_min: 0.9739 - auc_max: 0.9770 - val_loss: 0.2964 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9630\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2056 - acc: 0.9352 - auc_min: 0.9715 - auc_max: 0.9733 - val_loss: 0.2394 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1757 - acc: 0.9537 - auc_min: 0.9774 - auc_max: 0.9798 - val_loss: 0.2456 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9630\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1922 - acc: 0.9537 - auc_min: 0.9733 - auc_max: 0.9767 - val_loss: 0.2432 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9630\n",
            "2/2 [==============================] - 1s 98ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 818ms/step - loss: 0.8704 - acc: 0.4259 - auc_min: 0.3134 - auc_max: 0.3193 - val_loss: 0.7538 - val_acc: 0.5000 - val_auc_min: 0.5000 - val_auc_max: 0.5154\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.6489 - acc: 0.6204 - auc_min: 0.6646 - auc_max: 0.6728 - val_loss: 0.5098 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.4993 - acc: 0.7500 - auc_min: 0.8731 - auc_max: 0.8762 - val_loss: 0.3958 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.4774 - acc: 0.7870 - auc_min: 0.8501 - auc_max: 0.8539 - val_loss: 0.3263 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.4516 - acc: 0.7963 - auc_min: 0.8512 - auc_max: 0.8543 - val_loss: 0.3404 - val_acc: 0.8889 - val_auc_min: 0.9877 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.4531 - acc: 0.7685 - auc_min: 0.8700 - auc_max: 0.8714 - val_loss: 0.3355 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 679ms/step - loss: 0.4443 - acc: 0.7870 - auc_min: 0.8693 - auc_max: 0.8724 - val_loss: 0.2974 - val_acc: 0.8889 - val_auc_min: 0.9877 - val_auc_max: 0.9969\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.4520 - acc: 0.7870 - auc_min: 0.8608 - auc_max: 0.8652 - val_loss: 0.2835 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9877\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4455 - acc: 0.7963 - auc_min: 0.8608 - auc_max: 0.8649 - val_loss: 0.3145 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.4162 - acc: 0.7778 - auc_min: 0.8951 - auc_max: 0.8985 - val_loss: 0.2988 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 518ms/step - loss: 0.4278 - acc: 0.7963 - auc_min: 0.8803 - auc_max: 0.8851 - val_loss: 0.2734 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.4075 - acc: 0.8148 - auc_min: 0.9040 - auc_max: 0.9081 - val_loss: 0.2988 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.4050 - acc: 0.7870 - auc_min: 0.9047 - auc_max: 0.9064 - val_loss: 0.3052 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3838 - acc: 0.8056 - auc_min: 0.9198 - auc_max: 0.9218 - val_loss: 0.2976 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3898 - acc: 0.7870 - auc_min: 0.9102 - auc_max: 0.9136 - val_loss: 0.2941 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3832 - acc: 0.8056 - auc_min: 0.9119 - auc_max: 0.9139 - val_loss: 0.2774 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3981 - acc: 0.8056 - auc_min: 0.9081 - auc_max: 0.9084 - val_loss: 0.2906 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3950 - acc: 0.7963 - auc_min: 0.9053 - auc_max: 0.9081 - val_loss: 0.2923 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.3781 - acc: 0.7963 - auc_min: 0.9187 - auc_max: 0.9218 - val_loss: 0.2434 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3566 - acc: 0.8704 - auc_min: 0.9352 - auc_max: 0.9376 - val_loss: 0.2524 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3478 - acc: 0.8333 - auc_min: 0.9321 - auc_max: 0.9338 - val_loss: 0.2732 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3730 - acc: 0.8056 - auc_min: 0.9194 - auc_max: 0.9211 - val_loss: 0.2760 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3542 - acc: 0.8148 - auc_min: 0.9273 - auc_max: 0.9294 - val_loss: 0.2618 - val_acc: 0.9167 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.3536 - acc: 0.8056 - auc_min: 0.9297 - auc_max: 0.9321 - val_loss: 0.2736 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 360ms/step - loss: 0.3396 - acc: 0.8333 - auc_min: 0.9348 - auc_max: 0.9362 - val_loss: 0.2835 - val_acc: 0.8889 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3388 - acc: 0.8241 - auc_min: 0.9366 - auc_max: 0.9383 - val_loss: 0.2822 - val_acc: 0.8889 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3649 - acc: 0.8241 - auc_min: 0.9215 - auc_max: 0.9249 - val_loss: 0.2619 - val_acc: 0.9167 - val_auc_min: 0.9722 - val_auc_max: 0.9784\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3436 - acc: 0.8241 - auc_min: 0.9300 - auc_max: 0.9307 - val_loss: 0.2716 - val_acc: 0.9167 - val_auc_min: 0.9660 - val_auc_max: 0.9691\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3412 - acc: 0.8241 - auc_min: 0.9283 - auc_max: 0.9294 - val_loss: 0.2563 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3546 - acc: 0.8148 - auc_min: 0.9259 - auc_max: 0.9280 - val_loss: 0.2595 - val_acc: 0.9167 - val_auc_min: 0.9691 - val_auc_max: 0.9691\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3239 - acc: 0.8241 - auc_min: 0.9417 - auc_max: 0.9434 - val_loss: 0.2933 - val_acc: 0.8889 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3236 - acc: 0.8519 - auc_min: 0.9431 - auc_max: 0.9438 - val_loss: 0.2630 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3348 - acc: 0.8426 - auc_min: 0.9386 - auc_max: 0.9410 - val_loss: 0.2663 - val_acc: 0.8889 - val_auc_min: 0.9537 - val_auc_max: 0.9599\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3283 - acc: 0.8519 - auc_min: 0.9338 - auc_max: 0.9355 - val_loss: 0.3111 - val_acc: 0.8889 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3263 - acc: 0.8426 - auc_min: 0.9455 - auc_max: 0.9468 - val_loss: 0.2596 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 3s 850ms/step - loss: 0.3168 - acc: 0.8333 - auc_min: 0.9458 - auc_max: 0.9465 - val_loss: 0.2429 - val_acc: 0.9167 - val_auc_min: 0.9568 - val_auc_max: 0.9630\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3078 - acc: 0.8704 - auc_min: 0.9496 - auc_max: 0.9510 - val_loss: 0.2760 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9753\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3284 - acc: 0.8519 - auc_min: 0.9438 - auc_max: 0.9462 - val_loss: 0.2460 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9691\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.3144 - acc: 0.8611 - auc_min: 0.9475 - auc_max: 0.9492 - val_loss: 0.2414 - val_acc: 0.9167 - val_auc_min: 0.9691 - val_auc_max: 0.9784\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.2888 - acc: 0.8519 - auc_min: 0.9568 - auc_max: 0.9578 - val_loss: 0.2349 - val_acc: 0.9444 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2922 - acc: 0.8796 - auc_min: 0.9527 - auc_max: 0.9551 - val_loss: 0.2500 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3117 - acc: 0.8426 - auc_min: 0.9479 - auc_max: 0.9496 - val_loss: 0.2515 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.2889 - acc: 0.8704 - auc_min: 0.9554 - auc_max: 0.9575 - val_loss: 0.2339 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3033 - acc: 0.8611 - auc_min: 0.9492 - auc_max: 0.9510 - val_loss: 0.2501 - val_acc: 0.9167 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2855 - acc: 0.8611 - auc_min: 0.9575 - auc_max: 0.9588 - val_loss: 0.2483 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2917 - acc: 0.8796 - auc_min: 0.9537 - auc_max: 0.9544 - val_loss: 0.2474 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2893 - acc: 0.8333 - auc_min: 0.9554 - auc_max: 0.9554 - val_loss: 0.2602 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.2810 - acc: 0.8611 - auc_min: 0.9599 - auc_max: 0.9606 - val_loss: 0.2639 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2677 - acc: 0.8611 - auc_min: 0.9650 - auc_max: 0.9667 - val_loss: 0.2755 - val_acc: 0.8889 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2712 - acc: 0.8611 - auc_min: 0.9650 - auc_max: 0.9657 - val_loss: 0.2551 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 379ms/step - loss: 0.2667 - acc: 0.8704 - auc_min: 0.9606 - auc_max: 0.9619 - val_loss: 0.2516 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2690 - acc: 0.8796 - auc_min: 0.9619 - auc_max: 0.9626 - val_loss: 0.2701 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.2606 - acc: 0.8704 - auc_min: 0.9660 - auc_max: 0.9660 - val_loss: 0.2507 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2577 - acc: 0.8611 - auc_min: 0.9619 - auc_max: 0.9623 - val_loss: 0.2413 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2627 - acc: 0.8704 - auc_min: 0.9684 - auc_max: 0.9695 - val_loss: 0.2358 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2406 - acc: 0.9259 - auc_min: 0.9722 - auc_max: 0.9729 - val_loss: 0.2535 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2463 - acc: 0.8981 - auc_min: 0.9726 - auc_max: 0.9736 - val_loss: 0.2391 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2520 - acc: 0.8796 - auc_min: 0.9681 - auc_max: 0.9681 - val_loss: 0.2444 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2523 - acc: 0.8796 - auc_min: 0.9674 - auc_max: 0.9678 - val_loss: 0.2595 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2329 - acc: 0.8889 - auc_min: 0.9739 - auc_max: 0.9746 - val_loss: 0.2673 - val_acc: 0.7778 - val_auc_min: 0.9506 - val_auc_max: 0.9506\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2401 - acc: 0.9074 - auc_min: 0.9684 - auc_max: 0.9684 - val_loss: 0.2489 - val_acc: 0.7778 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2438 - acc: 0.8796 - auc_min: 0.9678 - auc_max: 0.9691 - val_loss: 0.2388 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2381 - acc: 0.8796 - auc_min: 0.9715 - auc_max: 0.9726 - val_loss: 0.2356 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "2/2 [==============================] - 1s 97ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 790ms/step - loss: 0.7723 - acc: 0.4537 - auc_min: 0.4314 - auc_max: 0.4458 - val_loss: 0.6034 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9599\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.5993 - acc: 0.7130 - auc_min: 0.7606 - auc_max: 0.7682 - val_loss: 0.5069 - val_acc: 0.8056 - val_auc_min: 0.8920 - val_auc_max: 0.9074\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.5631 - acc: 0.7685 - auc_min: 0.7853 - auc_max: 0.7888 - val_loss: 0.4469 - val_acc: 0.6944 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 496ms/step - loss: 0.5143 - acc: 0.7500 - auc_min: 0.7987 - auc_max: 0.8028 - val_loss: 0.4222 - val_acc: 0.6944 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 3s 749ms/step - loss: 0.4881 - acc: 0.8148 - auc_min: 0.8014 - auc_max: 0.8062 - val_loss: 0.4138 - val_acc: 0.7222 - val_auc_min: 0.8765 - val_auc_max: 0.8827\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.4552 - acc: 0.8056 - auc_min: 0.8357 - auc_max: 0.8388 - val_loss: 0.4204 - val_acc: 0.7222 - val_auc_min: 0.8519 - val_auc_max: 0.8519\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.4647 - acc: 0.7685 - auc_min: 0.8347 - auc_max: 0.8364 - val_loss: 0.4299 - val_acc: 0.7222 - val_auc_min: 0.8519 - val_auc_max: 0.8519\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.4662 - acc: 0.7685 - auc_min: 0.8340 - auc_max: 0.8357 - val_loss: 0.4524 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.4427 - acc: 0.7778 - auc_min: 0.8443 - auc_max: 0.8481 - val_loss: 0.4779 - val_acc: 0.6944 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3993 - acc: 0.8148 - auc_min: 0.8909 - auc_max: 0.8940 - val_loss: 0.4959 - val_acc: 0.6944 - val_auc_min: 0.7901 - val_auc_max: 0.7932\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.4315 - acc: 0.7685 - auc_min: 0.8783 - auc_max: 0.8817 - val_loss: 0.5221 - val_acc: 0.8056 - val_auc_min: 0.7778 - val_auc_max: 0.7778\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.4120 - acc: 0.8056 - auc_min: 0.8831 - auc_max: 0.8868 - val_loss: 0.5131 - val_acc: 0.6944 - val_auc_min: 0.7870 - val_auc_max: 0.7901\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.3955 - acc: 0.7870 - auc_min: 0.9029 - auc_max: 0.9050 - val_loss: 0.5166 - val_acc: 0.6667 - val_auc_min: 0.7963 - val_auc_max: 0.7963\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.4136 - acc: 0.7500 - auc_min: 0.8933 - auc_max: 0.8971 - val_loss: 0.5230 - val_acc: 0.7500 - val_auc_min: 0.7716 - val_auc_max: 0.7747\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3906 - acc: 0.7685 - auc_min: 0.9023 - auc_max: 0.9047 - val_loss: 0.5243 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7654\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3860 - acc: 0.7963 - auc_min: 0.9108 - auc_max: 0.9132 - val_loss: 0.5195 - val_acc: 0.7500 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3751 - acc: 0.7963 - auc_min: 0.9187 - auc_max: 0.9211 - val_loss: 0.4977 - val_acc: 0.7222 - val_auc_min: 0.7870 - val_auc_max: 0.7932\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.3898 - acc: 0.8333 - auc_min: 0.9163 - auc_max: 0.9180 - val_loss: 0.4879 - val_acc: 0.7222 - val_auc_min: 0.7963 - val_auc_max: 0.8025\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3563 - acc: 0.8241 - auc_min: 0.9424 - auc_max: 0.9438 - val_loss: 0.5058 - val_acc: 0.8056 - val_auc_min: 0.7623 - val_auc_max: 0.7716\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3627 - acc: 0.8056 - auc_min: 0.9239 - auc_max: 0.9283 - val_loss: 0.4693 - val_acc: 0.7500 - val_auc_min: 0.8025 - val_auc_max: 0.8117\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3515 - acc: 0.8056 - auc_min: 0.9297 - auc_max: 0.9314 - val_loss: 0.4590 - val_acc: 0.7778 - val_auc_min: 0.8056 - val_auc_max: 0.8148\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3426 - acc: 0.8333 - auc_min: 0.9331 - auc_max: 0.9348 - val_loss: 0.4493 - val_acc: 0.7500 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3502 - acc: 0.8241 - auc_min: 0.9273 - auc_max: 0.9307 - val_loss: 0.4596 - val_acc: 0.8056 - val_auc_min: 0.7932 - val_auc_max: 0.8025\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3353 - acc: 0.8519 - auc_min: 0.9420 - auc_max: 0.9434 - val_loss: 0.4629 - val_acc: 0.7500 - val_auc_min: 0.7870 - val_auc_max: 0.7901\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3368 - acc: 0.8241 - auc_min: 0.9455 - auc_max: 0.9468 - val_loss: 0.4680 - val_acc: 0.8056 - val_auc_min: 0.7778 - val_auc_max: 0.7778\n",
            "2/2 [==============================] - 1s 100ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 805ms/step - loss: 0.6398 - acc: 0.6667 - auc_min: 0.7222 - auc_max: 0.7339 - val_loss: 1.0553 - val_acc: 0.5000 - val_auc_min: 0.1111 - val_auc_max: 0.1111\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.4424 - acc: 0.8704 - auc_min: 0.9619 - auc_max: 0.9636 - val_loss: 1.2297 - val_acc: 0.4722 - val_auc_min: 0.1543 - val_auc_max: 0.1667\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3252 - acc: 0.9074 - auc_min: 0.9547 - auc_max: 0.9561 - val_loss: 1.3264 - val_acc: 0.4722 - val_auc_min: 0.2253 - val_auc_max: 0.2346\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2968 - acc: 0.8889 - auc_min: 0.9472 - auc_max: 0.9492 - val_loss: 1.6258 - val_acc: 0.4722 - val_auc_min: 0.2346 - val_auc_max: 0.2531\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2555 - acc: 0.9352 - auc_min: 0.9486 - auc_max: 0.9513 - val_loss: 1.8627 - val_acc: 0.4722 - val_auc_min: 0.2346 - val_auc_max: 0.2593\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2724 - acc: 0.8981 - auc_min: 0.9410 - auc_max: 0.9424 - val_loss: 1.9129 - val_acc: 0.4722 - val_auc_min: 0.2253 - val_auc_max: 0.2500\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2319 - acc: 0.9259 - auc_min: 0.9657 - auc_max: 0.9671 - val_loss: 2.1666 - val_acc: 0.4722 - val_auc_min: 0.2068 - val_auc_max: 0.2315\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2359 - acc: 0.9259 - auc_min: 0.9612 - auc_max: 0.9647 - val_loss: 2.3105 - val_acc: 0.4722 - val_auc_min: 0.2099 - val_auc_max: 0.2315\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2370 - acc: 0.9167 - auc_min: 0.9558 - auc_max: 0.9578 - val_loss: 2.1869 - val_acc: 0.4722 - val_auc_min: 0.2130 - val_auc_max: 0.2407\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2382 - acc: 0.9074 - auc_min: 0.9616 - auc_max: 0.9626 - val_loss: 2.1980 - val_acc: 0.4722 - val_auc_min: 0.1944 - val_auc_max: 0.2407\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2331 - acc: 0.9167 - auc_min: 0.9609 - auc_max: 0.9623 - val_loss: 2.4262 - val_acc: 0.4722 - val_auc_min: 0.1667 - val_auc_max: 0.2315\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2276 - acc: 0.9167 - auc_min: 0.9671 - auc_max: 0.9678 - val_loss: 2.4862 - val_acc: 0.4722 - val_auc_min: 0.1389 - val_auc_max: 0.2130\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2289 - acc: 0.9074 - auc_min: 0.9650 - auc_max: 0.9657 - val_loss: 2.4407 - val_acc: 0.4722 - val_auc_min: 0.1265 - val_auc_max: 0.2222\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2232 - acc: 0.9167 - auc_min: 0.9691 - auc_max: 0.9709 - val_loss: 2.5145 - val_acc: 0.4722 - val_auc_min: 0.0864 - val_auc_max: 0.1605\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2369 - acc: 0.9074 - auc_min: 0.9650 - auc_max: 0.9660 - val_loss: 2.4525 - val_acc: 0.4722 - val_auc_min: 0.1049 - val_auc_max: 0.1543\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2206 - acc: 0.8981 - auc_min: 0.9709 - auc_max: 0.9729 - val_loss: 2.5845 - val_acc: 0.4722 - val_auc_min: 0.1019 - val_auc_max: 0.1605\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2320 - acc: 0.9167 - auc_min: 0.9630 - auc_max: 0.9643 - val_loss: 2.7190 - val_acc: 0.4722 - val_auc_min: 0.0895 - val_auc_max: 0.1204\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2203 - acc: 0.9167 - auc_min: 0.9698 - auc_max: 0.9709 - val_loss: 2.5807 - val_acc: 0.4722 - val_auc_min: 0.0926 - val_auc_max: 0.1019\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2139 - acc: 0.8889 - auc_min: 0.9753 - auc_max: 0.9753 - val_loss: 2.7192 - val_acc: 0.4722 - val_auc_min: 0.0833 - val_auc_max: 0.0926\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2066 - acc: 0.9167 - auc_min: 0.9774 - auc_max: 0.9777 - val_loss: 2.8835 - val_acc: 0.4722 - val_auc_min: 0.0926 - val_auc_max: 0.1111\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2273 - acc: 0.9074 - auc_min: 0.9719 - auc_max: 0.9722 - val_loss: 3.0673 - val_acc: 0.4722 - val_auc_min: 0.0833 - val_auc_max: 0.1296\n",
            "2/2 [==============================] - 1s 101ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 796ms/step - loss: 0.4698 - acc: 0.8426 - auc_min: 0.9184 - auc_max: 0.9211 - val_loss: 0.5407 - val_acc: 0.8333 - val_auc_min: 0.7840 - val_auc_max: 0.7870\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.2910 - acc: 0.9537 - auc_min: 0.9835 - auc_max: 0.9839 - val_loss: 0.4645 - val_acc: 0.8056 - val_auc_min: 0.7963 - val_auc_max: 0.8025\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2332 - acc: 0.9352 - auc_min: 0.9859 - auc_max: 0.9866 - val_loss: 0.5979 - val_acc: 0.8333 - val_auc_min: 0.7932 - val_auc_max: 0.8148\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2035 - acc: 0.9352 - auc_min: 0.9870 - auc_max: 0.9877 - val_loss: 0.6110 - val_acc: 0.8333 - val_auc_min: 0.8056 - val_auc_max: 0.8117\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1513 - acc: 0.9722 - auc_min: 0.9962 - auc_max: 0.9966 - val_loss: 0.6405 - val_acc: 0.8333 - val_auc_min: 0.8148 - val_auc_max: 0.8364\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1512 - acc: 0.9444 - auc_min: 0.9928 - auc_max: 0.9928 - val_loss: 0.7072 - val_acc: 0.8333 - val_auc_min: 0.8056 - val_auc_max: 0.8426\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.1312 - acc: 0.9815 - auc_min: 0.9928 - auc_max: 0.9931 - val_loss: 0.7893 - val_acc: 0.8333 - val_auc_min: 0.8179 - val_auc_max: 0.8796\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1153 - acc: 0.9722 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 0.7773 - val_acc: 0.8333 - val_auc_min: 0.8179 - val_auc_max: 0.8704\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.1101 - acc: 0.9815 - auc_min: 0.9952 - auc_max: 0.9959 - val_loss: 0.8353 - val_acc: 0.8333 - val_auc_min: 0.8086 - val_auc_max: 0.8796\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.1154 - acc: 0.9537 - auc_min: 0.9942 - auc_max: 0.9942 - val_loss: 0.9057 - val_acc: 0.8333 - val_auc_min: 0.7500 - val_auc_max: 0.8796\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0988 - acc: 0.9907 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 0.9206 - val_acc: 0.8333 - val_auc_min: 0.6944 - val_auc_max: 0.8488\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1062 - acc: 0.9537 - auc_min: 0.9945 - auc_max: 0.9945 - val_loss: 0.9050 - val_acc: 0.8333 - val_auc_min: 0.7500 - val_auc_max: 0.8796\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.0998 - acc: 0.9815 - auc_min: 0.9949 - auc_max: 0.9955 - val_loss: 0.9984 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9259\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.0954 - acc: 0.9815 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 1.0305 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9259\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.0878 - acc: 0.9815 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 1.0187 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9259\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.0885 - acc: 0.9815 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 1.0745 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9259\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.0900 - acc: 0.9815 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 1.0984 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9259\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.0779 - acc: 0.9815 - auc_min: 0.9966 - auc_max: 0.9966 - val_loss: 1.0887 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9259\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.0846 - acc: 0.9815 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 1.1200 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9259\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.0795 - acc: 0.9815 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 1.2028 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9630\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.0721 - acc: 0.9907 - auc_min: 0.9966 - auc_max: 0.9966 - val_loss: 1.1786 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9630\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.0700 - acc: 0.9907 - auc_min: 0.9973 - auc_max: 0.9973 - val_loss: 1.2015 - val_acc: 0.8333 - val_auc_min: 0.6667 - val_auc_max: 0.9630\n",
            "2/2 [==============================] - 1s 104ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 907ms/step - loss: 0.8345 - acc: 0.5185 - auc_min: 0.5878 - auc_max: 0.5964 - val_loss: 0.7508 - val_acc: 0.5000 - val_auc_min: 0.9259 - val_auc_max: 0.9444\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.6489 - acc: 0.5648 - auc_min: 0.8460 - auc_max: 0.8539 - val_loss: 0.4744 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 519ms/step - loss: 0.4740 - acc: 0.8241 - auc_min: 0.8769 - auc_max: 0.8817 - val_loss: 0.4358 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 510ms/step - loss: 0.4463 - acc: 0.7593 - auc_min: 0.9026 - auc_max: 0.9033 - val_loss: 0.3394 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.3850 - acc: 0.8796 - auc_min: 0.8988 - auc_max: 0.9016 - val_loss: 0.3070 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.3527 - acc: 0.8981 - auc_min: 0.9126 - auc_max: 0.9150 - val_loss: 0.2874 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.3540 - acc: 0.8704 - auc_min: 0.9064 - auc_max: 0.9098 - val_loss: 0.2799 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.3323 - acc: 0.8704 - auc_min: 0.9239 - auc_max: 0.9259 - val_loss: 0.2740 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.3302 - acc: 0.8889 - auc_min: 0.9232 - auc_max: 0.9256 - val_loss: 0.2731 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3048 - acc: 0.8796 - auc_min: 0.9414 - auc_max: 0.9434 - val_loss: 0.2758 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2984 - acc: 0.8889 - auc_min: 0.9462 - auc_max: 0.9482 - val_loss: 0.2827 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2784 - acc: 0.8889 - auc_min: 0.9568 - auc_max: 0.9578 - val_loss: 0.2806 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2698 - acc: 0.8889 - auc_min: 0.9534 - auc_max: 0.9558 - val_loss: 0.2882 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2739 - acc: 0.8889 - auc_min: 0.9540 - auc_max: 0.9554 - val_loss: 0.2877 - val_acc: 0.8889 - val_auc_min: 0.9383 - val_auc_max: 0.9691\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2626 - acc: 0.9074 - auc_min: 0.9568 - auc_max: 0.9578 - val_loss: 0.2944 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2546 - acc: 0.8981 - auc_min: 0.9657 - auc_max: 0.9664 - val_loss: 0.3066 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2460 - acc: 0.8981 - auc_min: 0.9681 - auc_max: 0.9698 - val_loss: 0.2954 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 368ms/step - loss: 0.2360 - acc: 0.9074 - auc_min: 0.9719 - auc_max: 0.9729 - val_loss: 0.2981 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2250 - acc: 0.9537 - auc_min: 0.9736 - auc_max: 0.9746 - val_loss: 0.2913 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2215 - acc: 0.9074 - auc_min: 0.9722 - auc_max: 0.9726 - val_loss: 0.2932 - val_acc: 0.8056 - val_auc_min: 0.9414 - val_auc_max: 0.9444\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2244 - acc: 0.8981 - auc_min: 0.9712 - auc_max: 0.9726 - val_loss: 0.3234 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2333 - acc: 0.8796 - auc_min: 0.9705 - auc_max: 0.9726 - val_loss: 0.2836 - val_acc: 0.8889 - val_auc_min: 0.9352 - val_auc_max: 0.9444\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2160 - acc: 0.9444 - auc_min: 0.9733 - auc_max: 0.9753 - val_loss: 0.2848 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2090 - acc: 0.9259 - auc_min: 0.9729 - auc_max: 0.9750 - val_loss: 0.2788 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2191 - acc: 0.9259 - auc_min: 0.9688 - auc_max: 0.9705 - val_loss: 0.2849 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 3s 912ms/step - loss: 0.2051 - acc: 0.9259 - auc_min: 0.9698 - auc_max: 0.9705 - val_loss: 0.2714 - val_acc: 0.8889 - val_auc_min: 0.9475 - val_auc_max: 0.9537\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.1983 - acc: 0.9444 - auc_min: 0.9746 - auc_max: 0.9763 - val_loss: 0.2677 - val_acc: 0.9167 - val_auc_min: 0.9537 - val_auc_max: 0.9660\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1961 - acc: 0.9259 - auc_min: 0.9805 - auc_max: 0.9815 - val_loss: 0.2737 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9691\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.1849 - acc: 0.9630 - auc_min: 0.9791 - auc_max: 0.9808 - val_loss: 0.2686 - val_acc: 0.8056 - val_auc_min: 0.9722 - val_auc_max: 0.9815\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.1994 - acc: 0.9352 - auc_min: 0.9712 - auc_max: 0.9729 - val_loss: 0.2598 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.1835 - acc: 0.9352 - auc_min: 0.9784 - auc_max: 0.9818 - val_loss: 0.2576 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 2s 506ms/step - loss: 0.1777 - acc: 0.9630 - auc_min: 0.9767 - auc_max: 0.9787 - val_loss: 0.2546 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.1740 - acc: 0.9537 - auc_min: 0.9777 - auc_max: 0.9805 - val_loss: 0.2576 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.1986 - acc: 0.9259 - auc_min: 0.9733 - auc_max: 0.9746 - val_loss: 0.2549 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.1740 - acc: 0.9444 - auc_min: 0.9787 - auc_max: 0.9798 - val_loss: 0.2516 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1796 - acc: 0.9630 - auc_min: 0.9787 - auc_max: 0.9808 - val_loss: 0.2518 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1847 - acc: 0.9444 - auc_min: 0.9726 - auc_max: 0.9757 - val_loss: 0.2651 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.1792 - acc: 0.9259 - auc_min: 0.9760 - auc_max: 0.9777 - val_loss: 0.2724 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.1745 - acc: 0.9259 - auc_min: 0.9791 - auc_max: 0.9815 - val_loss: 0.2535 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1804 - acc: 0.9444 - auc_min: 0.9811 - auc_max: 0.9825 - val_loss: 0.2598 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1805 - acc: 0.9352 - auc_min: 0.9753 - auc_max: 0.9784 - val_loss: 0.3015 - val_acc: 0.8056 - val_auc_min: 0.9722 - val_auc_max: 0.9815\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1902 - acc: 0.9167 - auc_min: 0.9757 - auc_max: 0.9777 - val_loss: 0.2701 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1592 - acc: 0.9352 - auc_min: 0.9808 - auc_max: 0.9822 - val_loss: 0.2594 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1724 - acc: 0.9537 - auc_min: 0.9770 - auc_max: 0.9801 - val_loss: 0.2602 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1589 - acc: 0.9630 - auc_min: 0.9801 - auc_max: 0.9832 - val_loss: 0.2693 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1485 - acc: 0.9630 - auc_min: 0.9842 - auc_max: 0.9853 - val_loss: 0.2702 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1692 - acc: 0.9444 - auc_min: 0.9801 - auc_max: 0.9825 - val_loss: 0.2633 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1543 - acc: 0.9537 - auc_min: 0.9825 - auc_max: 0.9835 - val_loss: 0.2540 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 3s 774ms/step - loss: 0.1404 - acc: 0.9722 - auc_min: 0.9863 - auc_max: 0.9873 - val_loss: 0.2514 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1591 - acc: 0.9444 - auc_min: 0.9832 - auc_max: 0.9842 - val_loss: 0.2537 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1543 - acc: 0.9352 - auc_min: 0.9849 - auc_max: 0.9856 - val_loss: 0.2703 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 2s 486ms/step - loss: 0.1435 - acc: 0.9444 - auc_min: 0.9863 - auc_max: 0.9863 - val_loss: 0.2452 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.1513 - acc: 0.9352 - auc_min: 0.9842 - auc_max: 0.9853 - val_loss: 0.2450 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.1543 - acc: 0.9537 - auc_min: 0.9846 - auc_max: 0.9859 - val_loss: 0.2423 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1766 - acc: 0.9352 - auc_min: 0.9815 - auc_max: 0.9822 - val_loss: 0.2765 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.1438 - acc: 0.9352 - auc_min: 0.9866 - auc_max: 0.9873 - val_loss: 0.2351 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1415 - acc: 0.9537 - auc_min: 0.9890 - auc_max: 0.9897 - val_loss: 0.2489 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1546 - acc: 0.9537 - auc_min: 0.9849 - auc_max: 0.9863 - val_loss: 0.2410 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1474 - acc: 0.9537 - auc_min: 0.9856 - auc_max: 0.9856 - val_loss: 0.2493 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.1501 - acc: 0.9537 - auc_min: 0.9829 - auc_max: 0.9849 - val_loss: 0.2339 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 2s 480ms/step - loss: 0.1447 - acc: 0.9352 - auc_min: 0.9870 - auc_max: 0.9877 - val_loss: 0.2332 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1403 - acc: 0.9537 - auc_min: 0.9863 - auc_max: 0.9877 - val_loss: 0.2371 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1524 - acc: 0.9444 - auc_min: 0.9856 - auc_max: 0.9856 - val_loss: 0.2425 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 2s 478ms/step - loss: 0.1340 - acc: 0.9444 - auc_min: 0.9883 - auc_max: 0.9883 - val_loss: 0.2249 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1454 - acc: 0.9537 - auc_min: 0.9873 - auc_max: 0.9873 - val_loss: 0.2250 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1345 - acc: 0.9630 - auc_min: 0.9901 - auc_max: 0.9907 - val_loss: 0.2261 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1279 - acc: 0.9630 - auc_min: 0.9883 - auc_max: 0.9897 - val_loss: 0.2469 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.1314 - acc: 0.9444 - auc_min: 0.9866 - auc_max: 0.9880 - val_loss: 0.2195 - val_acc: 0.9444 - val_auc_min: 0.9722 - val_auc_max: 0.9815\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1368 - acc: 0.9537 - auc_min: 0.9897 - auc_max: 0.9901 - val_loss: 0.2289 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1260 - acc: 0.9537 - auc_min: 0.9904 - auc_max: 0.9904 - val_loss: 0.2733 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1192 - acc: 0.9537 - auc_min: 0.9918 - auc_max: 0.9918 - val_loss: 0.2667 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1286 - acc: 0.9444 - auc_min: 0.9887 - auc_max: 0.9894 - val_loss: 0.2305 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1286 - acc: 0.9444 - auc_min: 0.9911 - auc_max: 0.9914 - val_loss: 0.2355 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1101 - acc: 0.9722 - auc_min: 0.9925 - auc_max: 0.9925 - val_loss: 0.3715 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.1402 - acc: 0.9444 - auc_min: 0.9904 - auc_max: 0.9907 - val_loss: 0.2412 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 76/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1513 - acc: 0.9352 - auc_min: 0.9863 - auc_max: 0.9866 - val_loss: 0.2485 - val_acc: 0.8889 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 77/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1265 - acc: 0.9444 - auc_min: 0.9931 - auc_max: 0.9931 - val_loss: 0.2787 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 78/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1133 - acc: 0.9537 - auc_min: 0.9928 - auc_max: 0.9931 - val_loss: 0.2953 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 79/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.1299 - acc: 0.9259 - auc_min: 0.9894 - auc_max: 0.9894 - val_loss: 0.2408 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 80/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1281 - acc: 0.9444 - auc_min: 0.9901 - auc_max: 0.9914 - val_loss: 0.2326 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 81/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1116 - acc: 0.9630 - auc_min: 0.9921 - auc_max: 0.9921 - val_loss: 0.2857 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 82/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1047 - acc: 0.9815 - auc_min: 0.9945 - auc_max: 0.9949 - val_loss: 0.3196 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 83/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1178 - acc: 0.9537 - auc_min: 0.9935 - auc_max: 0.9935 - val_loss: 0.2583 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 84/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1069 - acc: 0.9722 - auc_min: 0.9931 - auc_max: 0.9931 - val_loss: 0.2242 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 85/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1176 - acc: 0.9630 - auc_min: 0.9942 - auc_max: 0.9942 - val_loss: 0.2814 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 86/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.1095 - acc: 0.9444 - auc_min: 0.9942 - auc_max: 0.9949 - val_loss: 0.2506 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 87/10000\n",
            "4/4 [==============================] - 3s 774ms/step - loss: 0.0907 - acc: 0.9815 - auc_min: 0.9962 - auc_max: 0.9962 - val_loss: 0.2190 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 88/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1116 - acc: 0.9537 - auc_min: 0.9935 - auc_max: 0.9935 - val_loss: 0.2282 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 89/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1042 - acc: 0.9537 - auc_min: 0.9938 - auc_max: 0.9938 - val_loss: 0.2798 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 90/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.0914 - acc: 0.9815 - auc_min: 0.9969 - auc_max: 0.9969 - val_loss: 0.2224 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 91/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1200 - acc: 0.9444 - auc_min: 0.9931 - auc_max: 0.9938 - val_loss: 0.2433 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 92/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1116 - acc: 0.9537 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 0.2650 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 93/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1195 - acc: 0.9537 - auc_min: 0.9921 - auc_max: 0.9925 - val_loss: 0.3688 - val_acc: 0.6389 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 94/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.0952 - acc: 0.9630 - auc_min: 0.9945 - auc_max: 0.9945 - val_loss: 0.2227 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 95/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.0978 - acc: 0.9630 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 0.2494 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 96/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.0886 - acc: 0.9722 - auc_min: 0.9962 - auc_max: 0.9966 - val_loss: 0.2496 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 97/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.0895 - acc: 0.9722 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 0.3008 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 98/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0933 - acc: 0.9537 - auc_min: 0.9962 - auc_max: 0.9966 - val_loss: 0.2747 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 99/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.0845 - acc: 0.9630 - auc_min: 0.9976 - auc_max: 0.9979 - val_loss: 0.2290 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 100/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.0941 - acc: 0.9537 - auc_min: 0.9979 - auc_max: 0.9979 - val_loss: 0.2580 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 101/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.0857 - acc: 0.9722 - auc_min: 0.9966 - auc_max: 0.9966 - val_loss: 0.3179 - val_acc: 0.6389 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 102/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.0868 - acc: 0.9722 - auc_min: 0.9952 - auc_max: 0.9959 - val_loss: 0.2750 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 103/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.0825 - acc: 0.9815 - auc_min: 0.9973 - auc_max: 0.9973 - val_loss: 0.3744 - val_acc: 0.6389 - val_auc_min: 0.9321 - val_auc_max: 0.9383\n",
            "Epoch 104/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.0766 - acc: 0.9815 - auc_min: 0.9973 - auc_max: 0.9973 - val_loss: 0.2444 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9475\n",
            "Epoch 105/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.0833 - acc: 0.9722 - auc_min: 0.9962 - auc_max: 0.9962 - val_loss: 0.2676 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 106/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.0845 - acc: 0.9537 - auc_min: 0.9955 - auc_max: 0.9959 - val_loss: 0.3923 - val_acc: 0.6389 - val_auc_min: 0.9383 - val_auc_max: 0.9444\n",
            "Epoch 107/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.0735 - acc: 0.9722 - auc_min: 0.9983 - auc_max: 0.9983 - val_loss: 0.2299 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "2/2 [==============================] - 1s 92ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 789ms/step - loss: 0.7834 - acc: 0.5463 - auc_min: 0.5178 - auc_max: 0.5288 - val_loss: 0.8104 - val_acc: 0.5278 - val_auc_min: 0.3148 - val_auc_max: 0.3148\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.5727 - acc: 0.6111 - auc_min: 0.8817 - auc_max: 0.8861 - val_loss: 0.8819 - val_acc: 0.3611 - val_auc_min: 0.3148 - val_auc_max: 0.3241\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.4379 - acc: 0.8426 - auc_min: 0.9012 - auc_max: 0.9040 - val_loss: 1.1865 - val_acc: 0.4444 - val_auc_min: 0.3395 - val_auc_max: 0.3735\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.4170 - acc: 0.8426 - auc_min: 0.9091 - auc_max: 0.9122 - val_loss: 1.1833 - val_acc: 0.4167 - val_auc_min: 0.3827 - val_auc_max: 0.3889\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3507 - acc: 0.8241 - auc_min: 0.9379 - auc_max: 0.9393 - val_loss: 1.1057 - val_acc: 0.3889 - val_auc_min: 0.3920 - val_auc_max: 0.3981\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3430 - acc: 0.8056 - auc_min: 0.9362 - auc_max: 0.9390 - val_loss: 1.1315 - val_acc: 0.5000 - val_auc_min: 0.3920 - val_auc_max: 0.3951\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3366 - acc: 0.7963 - auc_min: 0.9366 - auc_max: 0.9379 - val_loss: 1.2709 - val_acc: 0.3611 - val_auc_min: 0.4074 - val_auc_max: 0.4074\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3269 - acc: 0.8056 - auc_min: 0.9393 - auc_max: 0.9407 - val_loss: 1.3673 - val_acc: 0.3889 - val_auc_min: 0.3951 - val_auc_max: 0.3951\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3311 - acc: 0.8148 - auc_min: 0.9414 - auc_max: 0.9420 - val_loss: 1.3819 - val_acc: 0.3889 - val_auc_min: 0.3827 - val_auc_max: 0.4074\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3118 - acc: 0.8148 - auc_min: 0.9472 - auc_max: 0.9479 - val_loss: 1.4237 - val_acc: 0.3889 - val_auc_min: 0.3796 - val_auc_max: 0.4074\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3026 - acc: 0.8333 - auc_min: 0.9503 - auc_max: 0.9513 - val_loss: 1.5128 - val_acc: 0.4444 - val_auc_min: 0.3796 - val_auc_max: 0.4043\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3040 - acc: 0.8241 - auc_min: 0.9479 - auc_max: 0.9492 - val_loss: 1.4613 - val_acc: 0.4167 - val_auc_min: 0.3704 - val_auc_max: 0.3920\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3111 - acc: 0.8333 - auc_min: 0.9462 - auc_max: 0.9472 - val_loss: 1.5024 - val_acc: 0.4444 - val_auc_min: 0.3889 - val_auc_max: 0.4074\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3255 - acc: 0.8333 - auc_min: 0.9410 - auc_max: 0.9424 - val_loss: 1.5907 - val_acc: 0.4722 - val_auc_min: 0.3519 - val_auc_max: 0.3704\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3106 - acc: 0.8333 - auc_min: 0.9438 - auc_max: 0.9455 - val_loss: 1.6063 - val_acc: 0.4722 - val_auc_min: 0.3457 - val_auc_max: 0.3981\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2869 - acc: 0.8426 - auc_min: 0.9516 - auc_max: 0.9520 - val_loss: 1.6449 - val_acc: 0.4722 - val_auc_min: 0.3549 - val_auc_max: 0.3951\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.2981 - acc: 0.8611 - auc_min: 0.9465 - auc_max: 0.9482 - val_loss: 1.6138 - val_acc: 0.3889 - val_auc_min: 0.3426 - val_auc_max: 0.3673\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.2916 - acc: 0.8519 - auc_min: 0.9561 - auc_max: 0.9564 - val_loss: 1.6982 - val_acc: 0.4444 - val_auc_min: 0.3333 - val_auc_max: 0.3735\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3069 - acc: 0.8519 - auc_min: 0.9527 - auc_max: 0.9540 - val_loss: 1.9382 - val_acc: 0.4722 - val_auc_min: 0.3272 - val_auc_max: 0.3704\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3045 - acc: 0.8333 - auc_min: 0.9523 - auc_max: 0.9534 - val_loss: 1.8998 - val_acc: 0.4722 - val_auc_min: 0.3210 - val_auc_max: 0.3673\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2828 - acc: 0.8611 - auc_min: 0.9564 - auc_max: 0.9575 - val_loss: 1.8989 - val_acc: 0.4167 - val_auc_min: 0.2994 - val_auc_max: 0.3457\n",
            "2/2 [==============================] - 1s 90ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 793ms/step - loss: 0.7038 - acc: 0.5185 - auc_min: 0.5182 - auc_max: 0.5322 - val_loss: 0.5336 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.4568 - acc: 0.8426 - auc_min: 0.9170 - auc_max: 0.9201 - val_loss: 0.4017 - val_acc: 0.8611 - val_auc_min: 0.9290 - val_auc_max: 0.9414\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 491ms/step - loss: 0.3404 - acc: 0.8611 - auc_min: 0.9592 - auc_max: 0.9602 - val_loss: 0.3420 - val_acc: 0.9167 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.2788 - acc: 0.8796 - auc_min: 0.9623 - auc_max: 0.9636 - val_loss: 0.3216 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2699 - acc: 0.8704 - auc_min: 0.9561 - auc_max: 0.9571 - val_loss: 0.3370 - val_acc: 0.9167 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2486 - acc: 0.8704 - auc_min: 0.9654 - auc_max: 0.9660 - val_loss: 0.3806 - val_acc: 0.8611 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2489 - acc: 0.8704 - auc_min: 0.9674 - auc_max: 0.9688 - val_loss: 0.3569 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2093 - acc: 0.8889 - auc_min: 0.9739 - auc_max: 0.9743 - val_loss: 0.3665 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.2208 - acc: 0.8796 - auc_min: 0.9702 - auc_max: 0.9715 - val_loss: 0.3694 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.2159 - acc: 0.8796 - auc_min: 0.9739 - auc_max: 0.9743 - val_loss: 0.3710 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1965 - acc: 0.8981 - auc_min: 0.9770 - auc_max: 0.9777 - val_loss: 0.3901 - val_acc: 0.8889 - val_auc_min: 0.9414 - val_auc_max: 0.9414\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2007 - acc: 0.9074 - auc_min: 0.9760 - auc_max: 0.9760 - val_loss: 0.4187 - val_acc: 0.8611 - val_auc_min: 0.9352 - val_auc_max: 0.9383\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1939 - acc: 0.9074 - auc_min: 0.9784 - auc_max: 0.9784 - val_loss: 0.4099 - val_acc: 0.8889 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1925 - acc: 0.9074 - auc_min: 0.9770 - auc_max: 0.9777 - val_loss: 0.4153 - val_acc: 0.8611 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2203 - acc: 0.9074 - auc_min: 0.9726 - auc_max: 0.9729 - val_loss: 0.4454 - val_acc: 0.8611 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1883 - acc: 0.9074 - auc_min: 0.9811 - auc_max: 0.9815 - val_loss: 0.4331 - val_acc: 0.7222 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1926 - acc: 0.9167 - auc_min: 0.9798 - auc_max: 0.9798 - val_loss: 0.4470 - val_acc: 0.7222 - val_auc_min: 0.9228 - val_auc_max: 0.9228\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.1967 - acc: 0.9167 - auc_min: 0.9791 - auc_max: 0.9798 - val_loss: 0.4704 - val_acc: 0.7500 - val_auc_min: 0.9198 - val_auc_max: 0.9198\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1901 - acc: 0.9259 - auc_min: 0.9801 - auc_max: 0.9808 - val_loss: 0.4745 - val_acc: 0.7222 - val_auc_min: 0.9105 - val_auc_max: 0.9167\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1681 - acc: 0.9167 - auc_min: 0.9859 - auc_max: 0.9863 - val_loss: 0.4870 - val_acc: 0.7500 - val_auc_min: 0.9074 - val_auc_max: 0.9105\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1799 - acc: 0.9167 - auc_min: 0.9829 - auc_max: 0.9829 - val_loss: 0.4986 - val_acc: 0.7500 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1901 - acc: 0.9074 - auc_min: 0.9791 - auc_max: 0.9791 - val_loss: 0.5120 - val_acc: 0.7222 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1691 - acc: 0.9167 - auc_min: 0.9849 - auc_max: 0.9849 - val_loss: 0.5253 - val_acc: 0.7500 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.1748 - acc: 0.9074 - auc_min: 0.9811 - auc_max: 0.9815 - val_loss: 0.5394 - val_acc: 0.7500 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "2/2 [==============================] - 1s 100ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 815ms/step - loss: 0.6541 - acc: 0.5926 - auc_min: 0.6526 - auc_max: 0.6591 - val_loss: 0.5218 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.5737 - acc: 0.6759 - auc_min: 0.7761 - auc_max: 0.7836 - val_loss: 0.4388 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.4829 - acc: 0.8056 - auc_min: 0.8560 - auc_max: 0.8591 - val_loss: 0.4380 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.4840 - acc: 0.8519 - auc_min: 0.8495 - auc_max: 0.8525 - val_loss: 0.3476 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 489ms/step - loss: 0.4574 - acc: 0.8241 - auc_min: 0.8392 - auc_max: 0.8409 - val_loss: 0.3115 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.4182 - acc: 0.8056 - auc_min: 0.8731 - auc_max: 0.8769 - val_loss: 0.2955 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4205 - acc: 0.7870 - auc_min: 0.8687 - auc_max: 0.8711 - val_loss: 0.2959 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.4188 - acc: 0.8056 - auc_min: 0.8645 - auc_max: 0.8697 - val_loss: 0.2889 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3857 - acc: 0.8148 - auc_min: 0.8988 - auc_max: 0.9012 - val_loss: 0.2923 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3937 - acc: 0.8241 - auc_min: 0.8930 - auc_max: 0.8947 - val_loss: 0.3027 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.3833 - acc: 0.8148 - auc_min: 0.9005 - auc_max: 0.9040 - val_loss: 0.3059 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3609 - acc: 0.8426 - auc_min: 0.9287 - auc_max: 0.9297 - val_loss: 0.3124 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3640 - acc: 0.8241 - auc_min: 0.9153 - auc_max: 0.9167 - val_loss: 0.3246 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3665 - acc: 0.8333 - auc_min: 0.9174 - auc_max: 0.9201 - val_loss: 0.3094 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3706 - acc: 0.8148 - auc_min: 0.9246 - auc_max: 0.9256 - val_loss: 0.3135 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.3596 - acc: 0.8426 - auc_min: 0.9252 - auc_max: 0.9280 - val_loss: 0.3655 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 3s 878ms/step - loss: 0.3630 - acc: 0.8148 - auc_min: 0.9235 - auc_max: 0.9266 - val_loss: 0.2761 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.3752 - acc: 0.8241 - auc_min: 0.9167 - auc_max: 0.9184 - val_loss: 0.2666 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3415 - acc: 0.8426 - auc_min: 0.9283 - auc_max: 0.9311 - val_loss: 0.3074 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3509 - acc: 0.8333 - auc_min: 0.9287 - auc_max: 0.9311 - val_loss: 0.2772 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.3497 - acc: 0.8333 - auc_min: 0.9246 - auc_max: 0.9266 - val_loss: 0.2603 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.3328 - acc: 0.8519 - auc_min: 0.9352 - auc_max: 0.9366 - val_loss: 0.2582 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3327 - acc: 0.8611 - auc_min: 0.9359 - auc_max: 0.9386 - val_loss: 0.2874 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3087 - acc: 0.8796 - auc_min: 0.9489 - auc_max: 0.9513 - val_loss: 0.2875 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3205 - acc: 0.8796 - auc_min: 0.9407 - auc_max: 0.9414 - val_loss: 0.2837 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.3254 - acc: 0.8704 - auc_min: 0.9472 - auc_max: 0.9486 - val_loss: 0.2824 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3285 - acc: 0.8519 - auc_min: 0.9386 - auc_max: 0.9407 - val_loss: 0.2953 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3035 - acc: 0.8981 - auc_min: 0.9540 - auc_max: 0.9561 - val_loss: 0.3337 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3117 - acc: 0.8611 - auc_min: 0.9578 - auc_max: 0.9588 - val_loss: 0.3002 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.2884 - acc: 0.9167 - auc_min: 0.9630 - auc_max: 0.9643 - val_loss: 0.2767 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.3248 - acc: 0.8426 - auc_min: 0.9472 - auc_max: 0.9492 - val_loss: 0.2795 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2911 - acc: 0.8981 - auc_min: 0.9558 - auc_max: 0.9571 - val_loss: 0.3527 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3189 - acc: 0.8611 - auc_min: 0.9506 - auc_max: 0.9527 - val_loss: 0.3589 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2847 - acc: 0.8889 - auc_min: 0.9616 - auc_max: 0.9619 - val_loss: 0.2926 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3010 - acc: 0.8889 - auc_min: 0.9496 - auc_max: 0.9513 - val_loss: 0.3011 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.2867 - acc: 0.8889 - auc_min: 0.9554 - auc_max: 0.9575 - val_loss: 0.3566 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9877\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2952 - acc: 0.8981 - auc_min: 0.9568 - auc_max: 0.9575 - val_loss: 0.3552 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2844 - acc: 0.8981 - auc_min: 0.9554 - auc_max: 0.9561 - val_loss: 0.3183 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2872 - acc: 0.8981 - auc_min: 0.9534 - auc_max: 0.9547 - val_loss: 0.3453 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.2756 - acc: 0.9074 - auc_min: 0.9568 - auc_max: 0.9585 - val_loss: 0.4131 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2697 - acc: 0.9167 - auc_min: 0.9558 - auc_max: 0.9575 - val_loss: 0.3413 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2652 - acc: 0.8981 - auc_min: 0.9609 - auc_max: 0.9616 - val_loss: 0.3422 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "2/2 [==============================] - 1s 95ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 805ms/step - loss: 0.7109 - acc: 0.6019 - auc_min: 0.6759 - auc_max: 0.6821 - val_loss: 0.6596 - val_acc: 0.5278 - val_auc_min: 0.7562 - val_auc_max: 0.7654\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 490ms/step - loss: 0.6457 - acc: 0.4907 - auc_min: 0.8498 - auc_max: 0.8546 - val_loss: 0.5587 - val_acc: 0.6389 - val_auc_min: 0.7407 - val_auc_max: 0.7407\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.4770 - acc: 0.8056 - auc_min: 0.8594 - auc_max: 0.8625 - val_loss: 0.6513 - val_acc: 0.6667 - val_auc_min: 0.7346 - val_auc_max: 0.7531\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.5189 - acc: 0.7963 - auc_min: 0.8628 - auc_max: 0.8642 - val_loss: 0.6757 - val_acc: 0.6667 - val_auc_min: 0.7407 - val_auc_max: 0.7407\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.4457 - acc: 0.8611 - auc_min: 0.8772 - auc_max: 0.8796 - val_loss: 0.5775 - val_acc: 0.5833 - val_auc_min: 0.7407 - val_auc_max: 0.7407\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.4148 - acc: 0.8519 - auc_min: 0.8851 - auc_max: 0.8865 - val_loss: 0.5575 - val_acc: 0.7222 - val_auc_min: 0.7346 - val_auc_max: 0.7377\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.4127 - acc: 0.7963 - auc_min: 0.8964 - auc_max: 0.8975 - val_loss: 0.5848 - val_acc: 0.6389 - val_auc_min: 0.7346 - val_auc_max: 0.7377\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3871 - acc: 0.8704 - auc_min: 0.8927 - auc_max: 0.8944 - val_loss: 0.6436 - val_acc: 0.6111 - val_auc_min: 0.7346 - val_auc_max: 0.7377\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3848 - acc: 0.8611 - auc_min: 0.8999 - auc_max: 0.9043 - val_loss: 0.6937 - val_acc: 0.6111 - val_auc_min: 0.7346 - val_auc_max: 0.7377\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3611 - acc: 0.8796 - auc_min: 0.9105 - auc_max: 0.9126 - val_loss: 0.7104 - val_acc: 0.6111 - val_auc_min: 0.7160 - val_auc_max: 0.7284\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3452 - acc: 0.8704 - auc_min: 0.9259 - auc_max: 0.9290 - val_loss: 0.7141 - val_acc: 0.6111 - val_auc_min: 0.7037 - val_auc_max: 0.7037\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3311 - acc: 0.8519 - auc_min: 0.9403 - auc_max: 0.9424 - val_loss: 0.7146 - val_acc: 0.6111 - val_auc_min: 0.6914 - val_auc_max: 0.7006\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3188 - acc: 0.8796 - auc_min: 0.9444 - auc_max: 0.9465 - val_loss: 0.7421 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2971 - acc: 0.8611 - auc_min: 0.9619 - auc_max: 0.9633 - val_loss: 0.7440 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3135 - acc: 0.8611 - auc_min: 0.9462 - auc_max: 0.9482 - val_loss: 0.7604 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2956 - acc: 0.8611 - auc_min: 0.9554 - auc_max: 0.9561 - val_loss: 0.8829 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.2944 - acc: 0.8611 - auc_min: 0.9575 - auc_max: 0.9585 - val_loss: 0.8680 - val_acc: 0.6111 - val_auc_min: 0.6667 - val_auc_max: 0.6883\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2824 - acc: 0.8519 - auc_min: 0.9551 - auc_max: 0.9561 - val_loss: 0.7960 - val_acc: 0.5833 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2734 - acc: 0.8981 - auc_min: 0.9667 - auc_max: 0.9681 - val_loss: 0.8647 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.2541 - acc: 0.8704 - auc_min: 0.9681 - auc_max: 0.9691 - val_loss: 0.9511 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2706 - acc: 0.8796 - auc_min: 0.9640 - auc_max: 0.9650 - val_loss: 0.9492 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.7099\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2560 - acc: 0.8889 - auc_min: 0.9678 - auc_max: 0.9688 - val_loss: 0.9468 - val_acc: 0.6111 - val_auc_min: 0.6975 - val_auc_max: 0.7160\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.2559 - acc: 0.8796 - auc_min: 0.9650 - auc_max: 0.9660 - val_loss: 0.9806 - val_acc: 0.6111 - val_auc_min: 0.7037 - val_auc_max: 0.7222\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2413 - acc: 0.9167 - auc_min: 0.9736 - auc_max: 0.9750 - val_loss: 0.9915 - val_acc: 0.6111 - val_auc_min: 0.7037 - val_auc_max: 0.7222\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.2444 - acc: 0.8889 - auc_min: 0.9739 - auc_max: 0.9753 - val_loss: 0.9895 - val_acc: 0.6111 - val_auc_min: 0.7068 - val_auc_max: 0.7222\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2283 - acc: 0.9537 - auc_min: 0.9791 - auc_max: 0.9798 - val_loss: 0.9423 - val_acc: 0.5556 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "2/2 [==============================] - 1s 103ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 793ms/step - loss: 0.6164 - acc: 0.6481 - auc_min: 0.7466 - auc_max: 0.7507 - val_loss: 0.3438 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.5131 - acc: 0.7963 - auc_min: 0.8364 - auc_max: 0.8395 - val_loss: 0.2886 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.4389 - acc: 0.8611 - auc_min: 0.8669 - auc_max: 0.8707 - val_loss: 0.3533 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.4220 - acc: 0.8426 - auc_min: 0.8879 - auc_max: 0.8903 - val_loss: 0.3107 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.3933 - acc: 0.8796 - auc_min: 0.8865 - auc_max: 0.8885 - val_loss: 0.2730 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3802 - acc: 0.8796 - auc_min: 0.9033 - auc_max: 0.9050 - val_loss: 0.3006 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3692 - acc: 0.8704 - auc_min: 0.9143 - auc_max: 0.9177 - val_loss: 0.3045 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.3496 - acc: 0.8611 - auc_min: 0.9273 - auc_max: 0.9304 - val_loss: 0.2703 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3288 - acc: 0.8889 - auc_min: 0.9307 - auc_max: 0.9348 - val_loss: 0.2718 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 2s 509ms/step - loss: 0.3263 - acc: 0.8611 - auc_min: 0.9383 - auc_max: 0.9400 - val_loss: 0.2669 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.3146 - acc: 0.8704 - auc_min: 0.9427 - auc_max: 0.9441 - val_loss: 0.2062 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3107 - acc: 0.8704 - auc_min: 0.9441 - auc_max: 0.9458 - val_loss: 0.2458 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2874 - acc: 0.8889 - auc_min: 0.9516 - auc_max: 0.9540 - val_loss: 0.2522 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2695 - acc: 0.9352 - auc_min: 0.9551 - auc_max: 0.9575 - val_loss: 0.2165 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2719 - acc: 0.9167 - auc_min: 0.9585 - auc_max: 0.9602 - val_loss: 0.2288 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.2769 - acc: 0.9259 - auc_min: 0.9534 - auc_max: 0.9551 - val_loss: 0.1849 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.2692 - acc: 0.8611 - auc_min: 0.9551 - auc_max: 0.9561 - val_loss: 0.1841 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2386 - acc: 0.9444 - auc_min: 0.9630 - auc_max: 0.9667 - val_loss: 0.2745 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2627 - acc: 0.9259 - auc_min: 0.9599 - auc_max: 0.9623 - val_loss: 0.2176 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 2s 511ms/step - loss: 0.2321 - acc: 0.9352 - auc_min: 0.9630 - auc_max: 0.9640 - val_loss: 0.1835 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.2382 - acc: 0.9352 - auc_min: 0.9636 - auc_max: 0.9657 - val_loss: 0.1543 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2283 - acc: 0.9444 - auc_min: 0.9684 - auc_max: 0.9702 - val_loss: 0.1857 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2285 - acc: 0.9444 - auc_min: 0.9643 - auc_max: 0.9664 - val_loss: 0.1915 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2160 - acc: 0.9352 - auc_min: 0.9691 - auc_max: 0.9698 - val_loss: 0.2036 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2249 - acc: 0.9352 - auc_min: 0.9643 - auc_max: 0.9671 - val_loss: 0.1714 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2083 - acc: 0.9630 - auc_min: 0.9702 - auc_max: 0.9709 - val_loss: 0.1873 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2108 - acc: 0.9630 - auc_min: 0.9681 - auc_max: 0.9691 - val_loss: 0.1805 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2113 - acc: 0.9444 - auc_min: 0.9712 - auc_max: 0.9715 - val_loss: 0.2049 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.2205 - acc: 0.9259 - auc_min: 0.9650 - auc_max: 0.9654 - val_loss: 0.1540 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2072 - acc: 0.9537 - auc_min: 0.9674 - auc_max: 0.9688 - val_loss: 0.1596 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2149 - acc: 0.9444 - auc_min: 0.9657 - auc_max: 0.9702 - val_loss: 0.1887 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2042 - acc: 0.9537 - auc_min: 0.9719 - auc_max: 0.9739 - val_loss: 0.1742 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.2026 - acc: 0.9630 - auc_min: 0.9660 - auc_max: 0.9674 - val_loss: 0.1226 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.2052 - acc: 0.9352 - auc_min: 0.9722 - auc_max: 0.9739 - val_loss: 0.1170 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2015 - acc: 0.9259 - auc_min: 0.9729 - auc_max: 0.9746 - val_loss: 0.1284 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2066 - acc: 0.9352 - auc_min: 0.9671 - auc_max: 0.9705 - val_loss: 0.1578 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 2s 490ms/step - loss: 0.1943 - acc: 0.9537 - auc_min: 0.9729 - auc_max: 0.9753 - val_loss: 0.1150 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.1929 - acc: 0.9444 - auc_min: 0.9715 - auc_max: 0.9736 - val_loss: 0.1041 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2017 - acc: 0.9444 - auc_min: 0.9678 - auc_max: 0.9702 - val_loss: 0.1289 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.1834 - acc: 0.9537 - auc_min: 0.9743 - auc_max: 0.9763 - val_loss: 0.1093 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.1959 - acc: 0.9259 - auc_min: 0.9722 - auc_max: 0.9743 - val_loss: 0.0968 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1801 - acc: 0.9537 - auc_min: 0.9760 - auc_max: 0.9798 - val_loss: 0.1147 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 2s 496ms/step - loss: 0.1760 - acc: 0.9444 - auc_min: 0.9760 - auc_max: 0.9784 - val_loss: 0.0870 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1854 - acc: 0.9352 - auc_min: 0.9722 - auc_max: 0.9733 - val_loss: 0.0959 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1852 - acc: 0.9259 - auc_min: 0.9739 - auc_max: 0.9781 - val_loss: 0.1054 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1738 - acc: 0.9630 - auc_min: 0.9746 - auc_max: 0.9784 - val_loss: 0.0934 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1774 - acc: 0.9537 - auc_min: 0.9787 - auc_max: 0.9794 - val_loss: 0.1012 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1717 - acc: 0.9537 - auc_min: 0.9787 - auc_max: 0.9794 - val_loss: 0.1197 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1760 - acc: 0.9630 - auc_min: 0.9760 - auc_max: 0.9767 - val_loss: 0.1041 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.1751 - acc: 0.9630 - auc_min: 0.9777 - auc_max: 0.9781 - val_loss: 0.1122 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1712 - acc: 0.9444 - auc_min: 0.9798 - auc_max: 0.9805 - val_loss: 0.1353 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1793 - acc: 0.9537 - auc_min: 0.9794 - auc_max: 0.9798 - val_loss: 0.1259 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.1620 - acc: 0.9537 - auc_min: 0.9808 - auc_max: 0.9829 - val_loss: 0.1299 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1596 - acc: 0.9722 - auc_min: 0.9808 - auc_max: 0.9811 - val_loss: 0.0963 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.1683 - acc: 0.9537 - auc_min: 0.9794 - auc_max: 0.9794 - val_loss: 0.1059 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1619 - acc: 0.9630 - auc_min: 0.9777 - auc_max: 0.9787 - val_loss: 0.1074 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1589 - acc: 0.9722 - auc_min: 0.9798 - auc_max: 0.9808 - val_loss: 0.0965 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 3s 803ms/step - loss: 0.1518 - acc: 0.9630 - auc_min: 0.9808 - auc_max: 0.9815 - val_loss: 0.0829 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1690 - acc: 0.9444 - auc_min: 0.9784 - auc_max: 0.9791 - val_loss: 0.0897 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.1558 - acc: 0.9630 - auc_min: 0.9822 - auc_max: 0.9825 - val_loss: 0.1225 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1582 - acc: 0.9444 - auc_min: 0.9835 - auc_max: 0.9849 - val_loss: 0.0978 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.1592 - acc: 0.9444 - auc_min: 0.9822 - auc_max: 0.9822 - val_loss: 0.0688 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1609 - acc: 0.9444 - auc_min: 0.9825 - auc_max: 0.9825 - val_loss: 0.0963 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1575 - acc: 0.9352 - auc_min: 0.9846 - auc_max: 0.9856 - val_loss: 0.1253 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.1584 - acc: 0.9537 - auc_min: 0.9808 - auc_max: 0.9825 - val_loss: 0.0633 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1469 - acc: 0.9630 - auc_min: 0.9859 - auc_max: 0.9866 - val_loss: 0.0748 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1520 - acc: 0.9537 - auc_min: 0.9811 - auc_max: 0.9811 - val_loss: 0.0897 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.1529 - acc: 0.9630 - auc_min: 0.9818 - auc_max: 0.9825 - val_loss: 0.0898 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1509 - acc: 0.9444 - auc_min: 0.9839 - auc_max: 0.9842 - val_loss: 0.0745 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.1525 - acc: 0.9444 - auc_min: 0.9794 - auc_max: 0.9801 - val_loss: 0.0708 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1432 - acc: 0.9444 - auc_min: 0.9846 - auc_max: 0.9846 - val_loss: 0.0738 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1289 - acc: 0.9630 - auc_min: 0.9880 - auc_max: 0.9887 - val_loss: 0.0855 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 3s 978ms/step - loss: 0.1355 - acc: 0.9630 - auc_min: 0.9849 - auc_max: 0.9853 - val_loss: 0.0580 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1462 - acc: 0.9630 - auc_min: 0.9835 - auc_max: 0.9835 - val_loss: 0.0672 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.1294 - acc: 0.9630 - auc_min: 0.9873 - auc_max: 0.9873 - val_loss: 0.1047 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 76/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1467 - acc: 0.9537 - auc_min: 0.9839 - auc_max: 0.9859 - val_loss: 0.0674 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 77/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.1682 - acc: 0.9259 - auc_min: 0.9801 - auc_max: 0.9815 - val_loss: 0.0472 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 78/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1487 - acc: 0.9444 - auc_min: 0.9801 - auc_max: 0.9805 - val_loss: 0.1002 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 79/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.1359 - acc: 0.9444 - auc_min: 0.9870 - auc_max: 0.9880 - val_loss: 0.0469 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 80/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1316 - acc: 0.9537 - auc_min: 0.9856 - auc_max: 0.9870 - val_loss: 0.0597 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 81/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1464 - acc: 0.9537 - auc_min: 0.9829 - auc_max: 0.9835 - val_loss: 0.0682 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 82/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1275 - acc: 0.9630 - auc_min: 0.9859 - auc_max: 0.9859 - val_loss: 0.0509 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 83/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1270 - acc: 0.9722 - auc_min: 0.9853 - auc_max: 0.9853 - val_loss: 0.0513 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 84/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1364 - acc: 0.9722 - auc_min: 0.9825 - auc_max: 0.9829 - val_loss: 0.0724 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 85/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.1166 - acc: 0.9630 - auc_min: 0.9877 - auc_max: 0.9890 - val_loss: 0.0833 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 86/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1240 - acc: 0.9722 - auc_min: 0.9863 - auc_max: 0.9870 - val_loss: 0.0505 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 87/10000\n",
            "4/4 [==============================] - 3s 764ms/step - loss: 0.1300 - acc: 0.9722 - auc_min: 0.9883 - auc_max: 0.9883 - val_loss: 0.0468 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 88/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1313 - acc: 0.9537 - auc_min: 0.9846 - auc_max: 0.9853 - val_loss: 0.0737 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 89/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1350 - acc: 0.9630 - auc_min: 0.9839 - auc_max: 0.9842 - val_loss: 0.0471 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 90/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1092 - acc: 0.9722 - auc_min: 0.9925 - auc_max: 0.9925 - val_loss: 0.0648 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 91/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1269 - acc: 0.9537 - auc_min: 0.9907 - auc_max: 0.9914 - val_loss: 0.1023 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 92/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1224 - acc: 0.9722 - auc_min: 0.9880 - auc_max: 0.9894 - val_loss: 0.0479 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 93/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1210 - acc: 0.9815 - auc_min: 0.9853 - auc_max: 0.9853 - val_loss: 0.0565 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 94/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1175 - acc: 0.9630 - auc_min: 0.9873 - auc_max: 0.9877 - val_loss: 0.0881 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 95/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.1253 - acc: 0.9537 - auc_min: 0.9870 - auc_max: 0.9873 - val_loss: 0.0477 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 96/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.1206 - acc: 0.9630 - auc_min: 0.9880 - auc_max: 0.9887 - val_loss: 0.0389 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 97/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1201 - acc: 0.9815 - auc_min: 0.9887 - auc_max: 0.9887 - val_loss: 0.0416 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 98/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1141 - acc: 0.9722 - auc_min: 0.9890 - auc_max: 0.9890 - val_loss: 0.0588 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 99/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.1062 - acc: 0.9815 - auc_min: 0.9904 - auc_max: 0.9911 - val_loss: 0.0368 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 100/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1011 - acc: 0.9815 - auc_min: 0.9925 - auc_max: 0.9925 - val_loss: 0.0551 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 101/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1034 - acc: 0.9630 - auc_min: 0.9907 - auc_max: 0.9925 - val_loss: 0.0394 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 102/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1078 - acc: 0.9722 - auc_min: 0.9911 - auc_max: 0.9914 - val_loss: 0.0427 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 103/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1048 - acc: 0.9630 - auc_min: 0.9904 - auc_max: 0.9904 - val_loss: 0.0560 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 104/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.1090 - acc: 0.9722 - auc_min: 0.9877 - auc_max: 0.9880 - val_loss: 0.0362 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 105/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.1058 - acc: 0.9815 - auc_min: 0.9870 - auc_max: 0.9880 - val_loss: 0.0340 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 106/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.1018 - acc: 0.9722 - auc_min: 0.9918 - auc_max: 0.9925 - val_loss: 0.0306 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 107/10000\n",
            "4/4 [==============================] - 2s 492ms/step - loss: 0.0903 - acc: 0.9722 - auc_min: 0.9931 - auc_max: 0.9935 - val_loss: 0.0262 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 108/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.0988 - acc: 0.9722 - auc_min: 0.9942 - auc_max: 0.9945 - val_loss: 0.0387 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 109/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.0994 - acc: 0.9630 - auc_min: 0.9907 - auc_max: 0.9911 - val_loss: 0.0209 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 110/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1084 - acc: 0.9630 - auc_min: 0.9925 - auc_max: 0.9928 - val_loss: 0.0515 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 111/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.1057 - acc: 0.9630 - auc_min: 0.9897 - auc_max: 0.9914 - val_loss: 0.0441 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 112/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.0919 - acc: 0.9815 - auc_min: 0.9921 - auc_max: 0.9928 - val_loss: 0.0211 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 113/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.1022 - acc: 0.9815 - auc_min: 0.9890 - auc_max: 0.9894 - val_loss: 0.0333 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 114/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.0963 - acc: 0.9815 - auc_min: 0.9897 - auc_max: 0.9897 - val_loss: 0.0304 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 115/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.1141 - acc: 0.9630 - auc_min: 0.9880 - auc_max: 0.9880 - val_loss: 0.0246 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 116/10000\n",
            "4/4 [==============================] - 3s 781ms/step - loss: 0.0857 - acc: 0.9815 - auc_min: 0.9938 - auc_max: 0.9952 - val_loss: 0.0168 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 117/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1163 - acc: 0.9630 - auc_min: 0.9883 - auc_max: 0.9883 - val_loss: 0.0222 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 118/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.0996 - acc: 0.9722 - auc_min: 0.9907 - auc_max: 0.9911 - val_loss: 0.0313 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 119/10000\n",
            "4/4 [==============================] - 2s 510ms/step - loss: 0.1007 - acc: 0.9815 - auc_min: 0.9901 - auc_max: 0.9901 - val_loss: 0.0135 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 120/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.0971 - acc: 0.9630 - auc_min: 0.9928 - auc_max: 0.9931 - val_loss: 0.0429 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 121/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.0976 - acc: 0.9630 - auc_min: 0.9955 - auc_max: 0.9959 - val_loss: 0.0166 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 122/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.0888 - acc: 0.9815 - auc_min: 0.9907 - auc_max: 0.9925 - val_loss: 0.0153 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 123/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.0920 - acc: 0.9815 - auc_min: 0.9914 - auc_max: 0.9928 - val_loss: 0.0181 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 124/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.0743 - acc: 0.9907 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 0.0189 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 125/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.0977 - acc: 0.9630 - auc_min: 0.9904 - auc_max: 0.9914 - val_loss: 0.0238 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 126/10000\n",
            "4/4 [==============================] - 3s 787ms/step - loss: 0.0785 - acc: 0.9907 - auc_min: 0.9911 - auc_max: 0.9914 - val_loss: 0.0120 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 127/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.0581 - acc: 0.9907 - auc_min: 0.9986 - auc_max: 0.9986 - val_loss: 0.0327 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 128/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.0969 - acc: 0.9537 - auc_min: 0.9966 - auc_max: 0.9969 - val_loss: 0.0160 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 129/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.0766 - acc: 0.9815 - auc_min: 0.9979 - auc_max: 0.9979 - val_loss: 0.0078 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 130/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1273 - acc: 0.9444 - auc_min: 0.9873 - auc_max: 0.9887 - val_loss: 0.0369 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 131/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.0951 - acc: 0.9630 - auc_min: 0.9918 - auc_max: 0.9921 - val_loss: 0.0038 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 132/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.0892 - acc: 0.9722 - auc_min: 0.9959 - auc_max: 0.9959 - val_loss: 0.0287 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 133/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.1119 - acc: 0.9630 - auc_min: 0.9959 - auc_max: 0.9962 - val_loss: 0.0183 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 134/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.0783 - acc: 0.9722 - auc_min: 0.9959 - auc_max: 0.9962 - val_loss: 0.0046 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 135/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.0756 - acc: 0.9815 - auc_min: 0.9969 - auc_max: 0.9969 - val_loss: 0.0084 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 136/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.0691 - acc: 0.9815 - auc_min: 0.9966 - auc_max: 0.9966 - val_loss: 0.0064 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 137/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.0751 - acc: 0.9815 - auc_min: 0.9955 - auc_max: 0.9955 - val_loss: 0.0075 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 138/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.0800 - acc: 0.9722 - auc_min: 0.9962 - auc_max: 0.9962 - val_loss: 0.0063 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 139/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.0626 - acc: 0.9907 - auc_min: 0.9983 - auc_max: 0.9983 - val_loss: 0.0115 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 140/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.0668 - acc: 0.9722 - auc_min: 0.9976 - auc_max: 0.9976 - val_loss: 0.0098 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 141/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.0619 - acc: 0.9907 - auc_min: 0.9979 - auc_max: 0.9979 - val_loss: 0.0038 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 142/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.0626 - acc: 0.9907 - auc_min: 0.9986 - auc_max: 0.9986 - val_loss: 0.0125 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 143/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.0809 - acc: 0.9815 - auc_min: 0.9949 - auc_max: 0.9952 - val_loss: 0.0124 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 144/10000\n",
            "4/4 [==============================] - 3s 845ms/step - loss: 0.0918 - acc: 0.9722 - auc_min: 0.9931 - auc_max: 0.9931 - val_loss: 0.0020 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 145/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1088 - acc: 0.9722 - auc_min: 0.9914 - auc_max: 0.9914 - val_loss: 0.0204 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 146/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.0806 - acc: 0.9630 - auc_min: 0.9979 - auc_max: 0.9983 - val_loss: 0.0024 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 147/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.0753 - acc: 0.9630 - auc_min: 0.9979 - auc_max: 0.9979 - val_loss: 0.0029 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 148/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.0442 - acc: 0.9815 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0102 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 149/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.0674 - acc: 0.9722 - auc_min: 0.9990 - auc_max: 0.9990 - val_loss: 0.0056 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 150/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.0560 - acc: 0.9815 - auc_min: 0.9993 - auc_max: 0.9993 - val_loss: 0.0032 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 151/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.0621 - acc: 0.9815 - auc_min: 0.9979 - auc_max: 0.9979 - val_loss: 0.0095 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 152/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.0594 - acc: 0.9815 - auc_min: 0.9959 - auc_max: 0.9962 - val_loss: 0.0023 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 153/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.0441 - acc: 0.9907 - auc_min: 0.9997 - auc_max: 1.0000 - val_loss: 0.0053 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 154/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.0579 - acc: 0.9722 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0046 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 155/10000\n",
            "4/4 [==============================] - 3s 989ms/step - loss: 0.0449 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 7.4045e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 156/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.0711 - acc: 0.9722 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 0.0037 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 157/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0507 - acc: 0.9815 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 0.0069 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 158/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.0634 - acc: 0.9722 - auc_min: 0.9979 - auc_max: 0.9983 - val_loss: 0.0015 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 159/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0446 - acc: 0.9907 - auc_min: 0.9990 - auc_max: 0.9993 - val_loss: 0.0039 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 160/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.0481 - acc: 0.9815 - auc_min: 0.9990 - auc_max: 0.9990 - val_loss: 0.0014 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 161/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0421 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0024 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 162/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0346 - acc: 0.9815 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0011 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 163/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.0565 - acc: 0.9630 - auc_min: 0.9990 - auc_max: 0.9990 - val_loss: 0.0014 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 164/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.0417 - acc: 0.9815 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 0.0048 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 165/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.0485 - acc: 0.9815 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0011 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 166/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.0384 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 9.7013e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 167/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.0301 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0023 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 168/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.0457 - acc: 0.9815 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 7.6346e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 169/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0853 - acc: 0.9630 - auc_min: 0.9986 - auc_max: 0.9990 - val_loss: 0.0011 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 170/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.0461 - acc: 0.9815 - auc_min: 0.9990 - auc_max: 0.9990 - val_loss: 0.0077 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 171/10000\n",
            "4/4 [==============================] - 3s 843ms/step - loss: 0.0813 - acc: 0.9537 - auc_min: 0.9993 - auc_max: 0.9993 - val_loss: 6.5855e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 172/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.0472 - acc: 0.9630 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 5.7379e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 173/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.0274 - acc: 0.9815 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 6.9636e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 174/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.0327 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 3.4460e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 175/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.0293 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0010 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 176/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.0297 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0011 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 177/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.0252 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 6.4272e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 178/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.0310 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 5.4527e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 179/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0327 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 4.5299e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 180/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.0451 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0010 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 181/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0511 - acc: 0.9630 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0033 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 182/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.0385 - acc: 0.9815 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 1.7846e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 183/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.0664 - acc: 0.9630 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0027 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 184/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1233 - acc: 0.9722 - auc_min: 0.9815 - auc_max: 0.9986 - val_loss: 0.0028 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 185/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.0237 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 2.6502e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 186/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.0400 - acc: 0.9722 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 4.3493e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 187/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.0376 - acc: 0.9815 - auc_min: 0.9997 - auc_max: 0.9997 - val_loss: 0.0012 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 188/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.0300 - acc: 0.9907 - auc_min: 0.9997 - auc_max: 1.0000 - val_loss: 5.2017e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 189/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0148 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0014 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 190/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.0369 - acc: 0.9722 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 9.4719e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 191/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.0316 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 4.7410e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 192/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.0327 - acc: 0.9907 - auc_min: 0.9993 - auc_max: 0.9993 - val_loss: 0.0012 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 193/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.0299 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 5.6716e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 194/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0137 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0014 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 195/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.0246 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 8.6126e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 196/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.0279 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 5.4677e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 197/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.0188 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0030 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 198/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.0180 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0021 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 199/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0186 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 7.5192e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 200/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.0184 - acc: 1.0000 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0018 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 201/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.0262 - acc: 0.9907 - auc_min: 1.0000 - auc_max: 1.0000 - val_loss: 0.0013 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 202/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.0467 - acc: 0.9815 - auc_min: 0.9990 - auc_max: 0.9990 - val_loss: 5.0808e-04 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "2/2 [==============================] - 1s 97ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 805ms/step - loss: 0.8475 - acc: 0.3981 - auc_min: 0.3402 - auc_max: 0.3498 - val_loss: 0.6682 - val_acc: 0.6389 - val_auc_min: 0.6142 - val_auc_max: 0.6512\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.6724 - acc: 0.5741 - auc_min: 0.6125 - auc_max: 0.6248 - val_loss: 0.5805 - val_acc: 0.7222 - val_auc_min: 0.8117 - val_auc_max: 0.8272\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.6605 - acc: 0.6574 - auc_min: 0.7023 - auc_max: 0.7082 - val_loss: 0.5354 - val_acc: 0.6944 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.5554 - acc: 0.7870 - auc_min: 0.8330 - auc_max: 0.8368 - val_loss: 0.5196 - val_acc: 0.7222 - val_auc_min: 0.8457 - val_auc_max: 0.8580\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 488ms/step - loss: 0.5571 - acc: 0.7963 - auc_min: 0.8326 - auc_max: 0.8354 - val_loss: 0.5105 - val_acc: 0.7222 - val_auc_min: 0.8302 - val_auc_max: 0.8549\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 511ms/step - loss: 0.5499 - acc: 0.8056 - auc_min: 0.8495 - auc_max: 0.8512 - val_loss: 0.5096 - val_acc: 0.7222 - val_auc_min: 0.8148 - val_auc_max: 0.8210\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 483ms/step - loss: 0.5208 - acc: 0.8056 - auc_min: 0.8474 - auc_max: 0.8498 - val_loss: 0.5089 - val_acc: 0.7778 - val_auc_min: 0.7963 - val_auc_max: 0.7994\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4971 - acc: 0.8333 - auc_min: 0.8474 - auc_max: 0.8498 - val_loss: 0.5118 - val_acc: 0.7778 - val_auc_min: 0.7840 - val_auc_max: 0.7901\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.5168 - acc: 0.8241 - auc_min: 0.8392 - auc_max: 0.8422 - val_loss: 0.5009 - val_acc: 0.7778 - val_auc_min: 0.7778 - val_auc_max: 0.7778\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.5179 - acc: 0.7685 - auc_min: 0.8395 - auc_max: 0.8405 - val_loss: 0.4978 - val_acc: 0.7778 - val_auc_min: 0.7716 - val_auc_max: 0.7716\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.5049 - acc: 0.8333 - auc_min: 0.8429 - auc_max: 0.8447 - val_loss: 0.5153 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7654\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 2s 476ms/step - loss: 0.4930 - acc: 0.8148 - auc_min: 0.8505 - auc_max: 0.8529 - val_loss: 0.4914 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7654\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.4664 - acc: 0.8426 - auc_min: 0.8615 - auc_max: 0.8649 - val_loss: 0.4914 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4807 - acc: 0.8148 - auc_min: 0.8501 - auc_max: 0.8543 - val_loss: 0.4959 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.4814 - acc: 0.8241 - auc_min: 0.8453 - auc_max: 0.8484 - val_loss: 0.4964 - val_acc: 0.7778 - val_auc_min: 0.7623 - val_auc_max: 0.7623\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4582 - acc: 0.8611 - auc_min: 0.8591 - auc_max: 0.8618 - val_loss: 0.5072 - val_acc: 0.7778 - val_auc_min: 0.7685 - val_auc_max: 0.7685\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.4455 - acc: 0.8241 - auc_min: 0.8807 - auc_max: 0.8834 - val_loss: 0.4897 - val_acc: 0.7778 - val_auc_min: 0.7809 - val_auc_max: 0.7901\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4498 - acc: 0.8241 - auc_min: 0.8817 - auc_max: 0.8848 - val_loss: 0.4947 - val_acc: 0.7500 - val_auc_min: 0.7840 - val_auc_max: 0.8025\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4446 - acc: 0.8056 - auc_min: 0.8820 - auc_max: 0.8848 - val_loss: 0.5218 - val_acc: 0.8056 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.4508 - acc: 0.8056 - auc_min: 0.8765 - auc_max: 0.8796 - val_loss: 0.5120 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.4292 - acc: 0.8426 - auc_min: 0.8896 - auc_max: 0.8933 - val_loss: 0.5075 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4227 - acc: 0.8519 - auc_min: 0.8957 - auc_max: 0.8964 - val_loss: 0.5096 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4117 - acc: 0.8241 - auc_min: 0.8999 - auc_max: 0.9040 - val_loss: 0.5286 - val_acc: 0.7778 - val_auc_min: 0.7562 - val_auc_max: 0.7593\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4254 - acc: 0.8148 - auc_min: 0.8844 - auc_max: 0.8865 - val_loss: 0.5270 - val_acc: 0.7778 - val_auc_min: 0.7562 - val_auc_max: 0.7593\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.4002 - acc: 0.8333 - auc_min: 0.9033 - auc_max: 0.9060 - val_loss: 0.5259 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3914 - acc: 0.8426 - auc_min: 0.9153 - auc_max: 0.9174 - val_loss: 0.5083 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4048 - acc: 0.8148 - auc_min: 0.9132 - auc_max: 0.9167 - val_loss: 0.5154 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4056 - acc: 0.8056 - auc_min: 0.9005 - auc_max: 0.9053 - val_loss: 0.5425 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4014 - acc: 0.8148 - auc_min: 0.9126 - auc_max: 0.9167 - val_loss: 0.5537 - val_acc: 0.8056 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3890 - acc: 0.8426 - auc_min: 0.9160 - auc_max: 0.9201 - val_loss: 0.5046 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3905 - acc: 0.8333 - auc_min: 0.9239 - auc_max: 0.9276 - val_loss: 0.5033 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7623\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3640 - acc: 0.8241 - auc_min: 0.9355 - auc_max: 0.9369 - val_loss: 0.5270 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3692 - acc: 0.8241 - auc_min: 0.9324 - auc_max: 0.9342 - val_loss: 0.5509 - val_acc: 0.8056 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3914 - acc: 0.8056 - auc_min: 0.9143 - auc_max: 0.9180 - val_loss: 0.5167 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7654\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3603 - acc: 0.8426 - auc_min: 0.9379 - auc_max: 0.9400 - val_loss: 0.5446 - val_acc: 0.8056 - val_auc_min: 0.7593 - val_auc_max: 0.7654\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3593 - acc: 0.8611 - auc_min: 0.9431 - auc_max: 0.9475 - val_loss: 0.5356 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7623\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3654 - acc: 0.8333 - auc_min: 0.9362 - auc_max: 0.9396 - val_loss: 0.5239 - val_acc: 0.7778 - val_auc_min: 0.7593 - val_auc_max: 0.7685\n",
            "2/2 [==============================] - 1s 95ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 813ms/step - loss: 0.6913 - acc: 0.5926 - auc_min: 0.6012 - auc_max: 0.6073 - val_loss: 0.6462 - val_acc: 0.5278 - val_auc_min: 0.7160 - val_auc_max: 0.7346\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.5433 - acc: 0.7222 - auc_min: 0.8577 - auc_max: 0.8621 - val_loss: 0.5860 - val_acc: 0.7500 - val_auc_min: 0.7407 - val_auc_max: 0.7562\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 490ms/step - loss: 0.4772 - acc: 0.7963 - auc_min: 0.8964 - auc_max: 0.8988 - val_loss: 0.5708 - val_acc: 0.8056 - val_auc_min: 0.7840 - val_auc_max: 0.7963\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 513ms/step - loss: 0.4580 - acc: 0.7870 - auc_min: 0.8676 - auc_max: 0.8697 - val_loss: 0.5225 - val_acc: 0.7500 - val_auc_min: 0.8179 - val_auc_max: 0.8241\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4080 - acc: 0.8333 - auc_min: 0.9033 - auc_max: 0.9064 - val_loss: 0.5335 - val_acc: 0.7500 - val_auc_min: 0.8086 - val_auc_max: 0.8086\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4008 - acc: 0.8426 - auc_min: 0.9029 - auc_max: 0.9060 - val_loss: 0.5591 - val_acc: 0.7500 - val_auc_min: 0.7932 - val_auc_max: 0.8056\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3894 - acc: 0.8333 - auc_min: 0.9053 - auc_max: 0.9095 - val_loss: 0.5981 - val_acc: 0.7500 - val_auc_min: 0.7901 - val_auc_max: 0.7963\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3848 - acc: 0.8333 - auc_min: 0.9084 - auc_max: 0.9102 - val_loss: 0.6076 - val_acc: 0.7500 - val_auc_min: 0.7901 - val_auc_max: 0.7963\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.3527 - acc: 0.8333 - auc_min: 0.9280 - auc_max: 0.9294 - val_loss: 0.6132 - val_acc: 0.7500 - val_auc_min: 0.7716 - val_auc_max: 0.7840\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3702 - acc: 0.8148 - auc_min: 0.9218 - auc_max: 0.9246 - val_loss: 0.6490 - val_acc: 0.7500 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3666 - acc: 0.8333 - auc_min: 0.9160 - auc_max: 0.9177 - val_loss: 0.7195 - val_acc: 0.7500 - val_auc_min: 0.7377 - val_auc_max: 0.7562\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.3352 - acc: 0.8519 - auc_min: 0.9359 - auc_max: 0.9369 - val_loss: 0.6901 - val_acc: 0.7500 - val_auc_min: 0.7438 - val_auc_max: 0.7562\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3342 - acc: 0.8241 - auc_min: 0.9328 - auc_max: 0.9338 - val_loss: 0.6982 - val_acc: 0.7500 - val_auc_min: 0.7160 - val_auc_max: 0.7284\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.3302 - acc: 0.8241 - auc_min: 0.9314 - auc_max: 0.9324 - val_loss: 0.7608 - val_acc: 0.7500 - val_auc_min: 0.6914 - val_auc_max: 0.7068\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3237 - acc: 0.8333 - auc_min: 0.9372 - auc_max: 0.9400 - val_loss: 0.7602 - val_acc: 0.7500 - val_auc_min: 0.6975 - val_auc_max: 0.7037\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3198 - acc: 0.8148 - auc_min: 0.9379 - auc_max: 0.9386 - val_loss: 0.7772 - val_acc: 0.7500 - val_auc_min: 0.6852 - val_auc_max: 0.6975\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3057 - acc: 0.8981 - auc_min: 0.9489 - auc_max: 0.9496 - val_loss: 0.7943 - val_acc: 0.7500 - val_auc_min: 0.6852 - val_auc_max: 0.6914\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.2937 - acc: 0.8611 - auc_min: 0.9537 - auc_max: 0.9547 - val_loss: 0.8137 - val_acc: 0.7222 - val_auc_min: 0.6821 - val_auc_max: 0.6883\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.2677 - acc: 0.9074 - auc_min: 0.9698 - auc_max: 0.9698 - val_loss: 0.8766 - val_acc: 0.7500 - val_auc_min: 0.6852 - val_auc_max: 0.6883\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3082 - acc: 0.8241 - auc_min: 0.9506 - auc_max: 0.9520 - val_loss: 0.8350 - val_acc: 0.7222 - val_auc_min: 0.6883 - val_auc_max: 0.7006\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.2941 - acc: 0.8519 - auc_min: 0.9482 - auc_max: 0.9492 - val_loss: 0.8279 - val_acc: 0.7222 - val_auc_min: 0.6914 - val_auc_max: 0.7006\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2934 - acc: 0.8704 - auc_min: 0.9516 - auc_max: 0.9530 - val_loss: 0.8618 - val_acc: 0.7222 - val_auc_min: 0.6944 - val_auc_max: 0.7037\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.2823 - acc: 0.8704 - auc_min: 0.9513 - auc_max: 0.9530 - val_loss: 0.9131 - val_acc: 0.7500 - val_auc_min: 0.6883 - val_auc_max: 0.7037\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2836 - acc: 0.8704 - auc_min: 0.9544 - auc_max: 0.9554 - val_loss: 0.8527 - val_acc: 0.7222 - val_auc_min: 0.7006 - val_auc_max: 0.7130\n",
            "2/2 [==============================] - 1s 104ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 903ms/step - loss: 0.9223 - acc: 0.4907 - auc_min: 0.4307 - auc_max: 0.4407 - val_loss: 0.6680 - val_acc: 0.5000 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 509ms/step - loss: 0.7168 - acc: 0.5185 - auc_min: 0.7565 - auc_max: 0.7685 - val_loss: 0.4954 - val_acc: 0.8889 - val_auc_min: 0.9630 - val_auc_max: 0.9815\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.5464 - acc: 0.7870 - auc_min: 0.8124 - auc_max: 0.8165 - val_loss: 0.4970 - val_acc: 0.6389 - val_auc_min: 0.9537 - val_auc_max: 0.9630\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 525ms/step - loss: 0.5366 - acc: 0.7778 - auc_min: 0.8261 - auc_max: 0.8296 - val_loss: 0.4522 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.4559 - acc: 0.8056 - auc_min: 0.8546 - auc_max: 0.8608 - val_loss: 0.4271 - val_acc: 0.9167 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.4463 - acc: 0.7870 - auc_min: 0.8721 - auc_max: 0.8752 - val_loss: 0.4376 - val_acc: 0.8611 - val_auc_min: 0.9321 - val_auc_max: 0.9444\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4393 - acc: 0.7870 - auc_min: 0.8652 - auc_max: 0.8676 - val_loss: 0.4492 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3928 - acc: 0.8333 - auc_min: 0.8954 - auc_max: 0.8981 - val_loss: 0.4860 - val_acc: 0.6389 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.4007 - acc: 0.8333 - auc_min: 0.8762 - auc_max: 0.8796 - val_loss: 0.4810 - val_acc: 0.7778 - val_auc_min: 0.8889 - val_auc_max: 0.8920\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3944 - acc: 0.8148 - auc_min: 0.8892 - auc_max: 0.8933 - val_loss: 0.4962 - val_acc: 0.7778 - val_auc_min: 0.8519 - val_auc_max: 0.8519\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3673 - acc: 0.8148 - auc_min: 0.9108 - auc_max: 0.9139 - val_loss: 0.5638 - val_acc: 0.6389 - val_auc_min: 0.8364 - val_auc_max: 0.8457\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.3564 - acc: 0.8426 - auc_min: 0.9246 - auc_max: 0.9273 - val_loss: 0.6017 - val_acc: 0.6389 - val_auc_min: 0.7963 - val_auc_max: 0.7963\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.3568 - acc: 0.8333 - auc_min: 0.9280 - auc_max: 0.9300 - val_loss: 0.5874 - val_acc: 0.6111 - val_auc_min: 0.7809 - val_auc_max: 0.7809\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3374 - acc: 0.8611 - auc_min: 0.9403 - auc_max: 0.9438 - val_loss: 0.6107 - val_acc: 0.6111 - val_auc_min: 0.7778 - val_auc_max: 0.7778\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.3512 - acc: 0.8981 - auc_min: 0.9314 - auc_max: 0.9348 - val_loss: 0.6683 - val_acc: 0.6389 - val_auc_min: 0.7469 - val_auc_max: 0.7562\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3487 - acc: 0.8519 - auc_min: 0.9280 - auc_max: 0.9307 - val_loss: 0.7488 - val_acc: 0.6389 - val_auc_min: 0.7407 - val_auc_max: 0.7407\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3210 - acc: 0.8519 - auc_min: 0.9468 - auc_max: 0.9486 - val_loss: 0.7258 - val_acc: 0.6389 - val_auc_min: 0.7130 - val_auc_max: 0.7253\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3407 - acc: 0.8704 - auc_min: 0.9328 - auc_max: 0.9342 - val_loss: 0.7089 - val_acc: 0.5556 - val_auc_min: 0.6605 - val_auc_max: 0.6759\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3111 - acc: 0.8796 - auc_min: 0.9520 - auc_max: 0.9534 - val_loss: 0.7876 - val_acc: 0.6389 - val_auc_min: 0.6512 - val_auc_max: 0.6574\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.3144 - acc: 0.8889 - auc_min: 0.9455 - auc_max: 0.9472 - val_loss: 0.8306 - val_acc: 0.6389 - val_auc_min: 0.6481 - val_auc_max: 0.6512\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3017 - acc: 0.8981 - auc_min: 0.9475 - auc_max: 0.9503 - val_loss: 0.8787 - val_acc: 0.6389 - val_auc_min: 0.6451 - val_auc_max: 0.6481\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3180 - acc: 0.8889 - auc_min: 0.9386 - auc_max: 0.9400 - val_loss: 0.8427 - val_acc: 0.5833 - val_auc_min: 0.6173 - val_auc_max: 0.6358\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3045 - acc: 0.9074 - auc_min: 0.9427 - auc_max: 0.9448 - val_loss: 0.9010 - val_acc: 0.6389 - val_auc_min: 0.6049 - val_auc_max: 0.6111\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2830 - acc: 0.9074 - auc_min: 0.9585 - auc_max: 0.9602 - val_loss: 0.9204 - val_acc: 0.6111 - val_auc_min: 0.5926 - val_auc_max: 0.5926\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3025 - acc: 0.8889 - auc_min: 0.9414 - auc_max: 0.9427 - val_loss: 1.0094 - val_acc: 0.6389 - val_auc_min: 0.5556 - val_auc_max: 0.5926\n",
            "2/2 [==============================] - 1s 106ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 828ms/step - loss: 0.8242 - acc: 0.4907 - auc_min: 0.4575 - auc_max: 0.4654 - val_loss: 0.8469 - val_acc: 0.2500 - val_auc_min: 0.1296 - val_auc_max: 0.1296\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.6156 - acc: 0.6944 - auc_min: 0.7754 - auc_max: 0.7819 - val_loss: 1.0956 - val_acc: 0.4722 - val_auc_min: 0.0741 - val_auc_max: 0.1019\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4893 - acc: 0.8056 - auc_min: 0.8721 - auc_max: 0.8765 - val_loss: 1.3756 - val_acc: 0.5000 - val_auc_min: 0.1481 - val_auc_max: 0.1574\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3929 - acc: 0.8333 - auc_min: 0.9170 - auc_max: 0.9180 - val_loss: 1.2867 - val_acc: 0.4444 - val_auc_min: 0.2037 - val_auc_max: 0.2037\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3650 - acc: 0.8241 - auc_min: 0.9249 - auc_max: 0.9256 - val_loss: 1.3152 - val_acc: 0.4167 - val_auc_min: 0.2037 - val_auc_max: 0.2037\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3624 - acc: 0.8056 - auc_min: 0.9119 - auc_max: 0.9136 - val_loss: 1.5017 - val_acc: 0.4722 - val_auc_min: 0.2222 - val_auc_max: 0.2284\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3257 - acc: 0.8241 - auc_min: 0.9400 - auc_max: 0.9410 - val_loss: 1.6806 - val_acc: 0.5000 - val_auc_min: 0.2068 - val_auc_max: 0.2160\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3152 - acc: 0.8333 - auc_min: 0.9359 - auc_max: 0.9372 - val_loss: 1.6961 - val_acc: 0.5000 - val_auc_min: 0.2037 - val_auc_max: 0.2407\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2959 - acc: 0.8611 - auc_min: 0.9503 - auc_max: 0.9520 - val_loss: 1.6845 - val_acc: 0.5000 - val_auc_min: 0.2346 - val_auc_max: 0.2685\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2822 - acc: 0.8519 - auc_min: 0.9595 - auc_max: 0.9599 - val_loss: 1.8181 - val_acc: 0.5000 - val_auc_min: 0.2222 - val_auc_max: 0.2778\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2937 - acc: 0.8519 - auc_min: 0.9523 - auc_max: 0.9530 - val_loss: 1.9757 - val_acc: 0.5000 - val_auc_min: 0.2284 - val_auc_max: 0.2963\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2934 - acc: 0.8519 - auc_min: 0.9537 - auc_max: 0.9558 - val_loss: 1.9375 - val_acc: 0.5000 - val_auc_min: 0.2407 - val_auc_max: 0.3056\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2614 - acc: 0.8519 - auc_min: 0.9691 - auc_max: 0.9709 - val_loss: 1.9234 - val_acc: 0.5000 - val_auc_min: 0.2315 - val_auc_max: 0.3025\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2880 - acc: 0.8519 - auc_min: 0.9588 - auc_max: 0.9599 - val_loss: 2.0467 - val_acc: 0.5000 - val_auc_min: 0.2222 - val_auc_max: 0.2870\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2510 - acc: 0.8611 - auc_min: 0.9726 - auc_max: 0.9733 - val_loss: 2.1411 - val_acc: 0.5000 - val_auc_min: 0.2160 - val_auc_max: 0.2778\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2352 - acc: 0.8611 - auc_min: 0.9757 - auc_max: 0.9767 - val_loss: 2.3463 - val_acc: 0.5000 - val_auc_min: 0.2130 - val_auc_max: 0.2716\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2540 - acc: 0.8519 - auc_min: 0.9681 - auc_max: 0.9695 - val_loss: 2.2846 - val_acc: 0.5000 - val_auc_min: 0.2315 - val_auc_max: 0.2870\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2528 - acc: 0.8981 - auc_min: 0.9681 - auc_max: 0.9684 - val_loss: 2.1875 - val_acc: 0.4167 - val_auc_min: 0.2346 - val_auc_max: 0.2963\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2563 - acc: 0.8611 - auc_min: 0.9636 - auc_max: 0.9643 - val_loss: 2.5361 - val_acc: 0.5000 - val_auc_min: 0.2099 - val_auc_max: 0.2747\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2666 - acc: 0.8426 - auc_min: 0.9606 - auc_max: 0.9616 - val_loss: 2.5195 - val_acc: 0.5000 - val_auc_min: 0.2037 - val_auc_max: 0.2654\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 357ms/step - loss: 0.2472 - acc: 0.8519 - auc_min: 0.9671 - auc_max: 0.9681 - val_loss: 2.6210 - val_acc: 0.5000 - val_auc_min: 0.1944 - val_auc_max: 0.2593\n",
            "2/2 [==============================] - 1s 106ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 809ms/step - loss: 0.8667 - acc: 0.4907 - auc_min: 0.4811 - auc_max: 0.4877 - val_loss: 0.9507 - val_acc: 0.3889 - val_auc_min: 0.2593 - val_auc_max: 0.2778\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.7606 - acc: 0.5278 - auc_min: 0.5021 - auc_max: 0.5158 - val_loss: 0.5558 - val_acc: 0.7222 - val_auc_min: 0.9568 - val_auc_max: 0.9660\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.5976 - acc: 0.5648 - auc_min: 0.7877 - auc_max: 0.7949 - val_loss: 0.4957 - val_acc: 0.6389 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.4924 - acc: 0.7407 - auc_min: 0.9146 - auc_max: 0.9170 - val_loss: 0.3713 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.4747 - acc: 0.7407 - auc_min: 0.8940 - auc_max: 0.8971 - val_loss: 0.3443 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.4367 - acc: 0.7963 - auc_min: 0.9180 - auc_max: 0.9228 - val_loss: 0.4660 - val_acc: 0.7500 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.4369 - acc: 0.8056 - auc_min: 0.8892 - auc_max: 0.8909 - val_loss: 0.5479 - val_acc: 0.7222 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3953 - acc: 0.8241 - auc_min: 0.9177 - auc_max: 0.9208 - val_loss: 0.4591 - val_acc: 0.7500 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3671 - acc: 0.8241 - auc_min: 0.9180 - auc_max: 0.9211 - val_loss: 0.3892 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3591 - acc: 0.8333 - auc_min: 0.9328 - auc_max: 0.9342 - val_loss: 0.3624 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3603 - acc: 0.8241 - auc_min: 0.9259 - auc_max: 0.9266 - val_loss: 0.3665 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 360ms/step - loss: 0.3427 - acc: 0.8333 - auc_min: 0.9345 - auc_max: 0.9369 - val_loss: 0.3461 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 3s 768ms/step - loss: 0.3413 - acc: 0.8611 - auc_min: 0.9352 - auc_max: 0.9372 - val_loss: 0.3137 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.3462 - acc: 0.8426 - auc_min: 0.9352 - auc_max: 0.9362 - val_loss: 0.3058 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3208 - acc: 0.8796 - auc_min: 0.9424 - auc_max: 0.9444 - val_loss: 0.3515 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3195 - acc: 0.8981 - auc_min: 0.9424 - auc_max: 0.9455 - val_loss: 0.3538 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3115 - acc: 0.8796 - auc_min: 0.9472 - auc_max: 0.9479 - val_loss: 0.3650 - val_acc: 0.7778 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3041 - acc: 0.8981 - auc_min: 0.9486 - auc_max: 0.9492 - val_loss: 0.3279 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3106 - acc: 0.8981 - auc_min: 0.9458 - auc_max: 0.9468 - val_loss: 0.3124 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3043 - acc: 0.8981 - auc_min: 0.9468 - auc_max: 0.9486 - val_loss: 0.3285 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3040 - acc: 0.8889 - auc_min: 0.9479 - auc_max: 0.9486 - val_loss: 0.3418 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2993 - acc: 0.8981 - auc_min: 0.9486 - auc_max: 0.9496 - val_loss: 0.3244 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 3s 741ms/step - loss: 0.3026 - acc: 0.9074 - auc_min: 0.9451 - auc_max: 0.9465 - val_loss: 0.2916 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.2954 - acc: 0.9167 - auc_min: 0.9475 - auc_max: 0.9482 - val_loss: 0.3021 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2926 - acc: 0.8981 - auc_min: 0.9482 - auc_max: 0.9486 - val_loss: 0.4016 - val_acc: 0.7778 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3128 - acc: 0.8796 - auc_min: 0.9434 - auc_max: 0.9451 - val_loss: 0.3807 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 358ms/step - loss: 0.2835 - acc: 0.8981 - auc_min: 0.9482 - auc_max: 0.9499 - val_loss: 0.3058 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2880 - acc: 0.9074 - auc_min: 0.9492 - auc_max: 0.9506 - val_loss: 0.3089 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2854 - acc: 0.9167 - auc_min: 0.9520 - auc_max: 0.9527 - val_loss: 0.3033 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2669 - acc: 0.9074 - auc_min: 0.9595 - auc_max: 0.9602 - val_loss: 0.3265 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2932 - acc: 0.8704 - auc_min: 0.9537 - auc_max: 0.9544 - val_loss: 0.3479 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2813 - acc: 0.8796 - auc_min: 0.9582 - auc_max: 0.9595 - val_loss: 0.3021 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 3s 743ms/step - loss: 0.2898 - acc: 0.9074 - auc_min: 0.9479 - auc_max: 0.9492 - val_loss: 0.2537 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2867 - acc: 0.9074 - auc_min: 0.9486 - auc_max: 0.9496 - val_loss: 0.3590 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2742 - acc: 0.8889 - auc_min: 0.9540 - auc_max: 0.9544 - val_loss: 0.3441 - val_acc: 0.8333 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2691 - acc: 0.8981 - auc_min: 0.9558 - auc_max: 0.9568 - val_loss: 0.2843 - val_acc: 0.8611 - val_auc_min: 0.9938 - val_auc_max: 0.9969\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2682 - acc: 0.9167 - auc_min: 0.9575 - auc_max: 0.9585 - val_loss: 0.3288 - val_acc: 0.8333 - val_auc_min: 0.9907 - val_auc_max: 0.9938\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2802 - acc: 0.8704 - auc_min: 0.9544 - auc_max: 0.9551 - val_loss: 0.3756 - val_acc: 0.8333 - val_auc_min: 0.9784 - val_auc_max: 0.9846\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2772 - acc: 0.8796 - auc_min: 0.9534 - auc_max: 0.9544 - val_loss: 0.3384 - val_acc: 0.8333 - val_auc_min: 0.9846 - val_auc_max: 0.9877\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2605 - acc: 0.9167 - auc_min: 0.9554 - auc_max: 0.9561 - val_loss: 0.2840 - val_acc: 0.8611 - val_auc_min: 0.9846 - val_auc_max: 0.9846\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2588 - acc: 0.9167 - auc_min: 0.9609 - auc_max: 0.9616 - val_loss: 0.3415 - val_acc: 0.8056 - val_auc_min: 0.9691 - val_auc_max: 0.9753\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 359ms/step - loss: 0.2776 - acc: 0.8889 - auc_min: 0.9527 - auc_max: 0.9540 - val_loss: 0.3782 - val_acc: 0.8056 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2789 - acc: 0.9074 - auc_min: 0.9534 - auc_max: 0.9537 - val_loss: 0.2919 - val_acc: 0.8889 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2513 - acc: 0.9167 - auc_min: 0.9633 - auc_max: 0.9636 - val_loss: 0.3477 - val_acc: 0.8056 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2790 - acc: 0.8611 - auc_min: 0.9578 - auc_max: 0.9588 - val_loss: 0.4168 - val_acc: 0.7778 - val_auc_min: 0.9660 - val_auc_max: 0.9691\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2628 - acc: 0.8519 - auc_min: 0.9575 - auc_max: 0.9578 - val_loss: 0.3290 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2398 - acc: 0.9074 - auc_min: 0.9619 - auc_max: 0.9623 - val_loss: 0.3191 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 357ms/step - loss: 0.2570 - acc: 0.8981 - auc_min: 0.9599 - auc_max: 0.9602 - val_loss: 0.3710 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2450 - acc: 0.8889 - auc_min: 0.9609 - auc_max: 0.9612 - val_loss: 0.3726 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2569 - acc: 0.9074 - auc_min: 0.9568 - auc_max: 0.9578 - val_loss: 0.3215 - val_acc: 0.8611 - val_auc_min: 0.9599 - val_auc_max: 0.9599\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2522 - acc: 0.8981 - auc_min: 0.9599 - auc_max: 0.9619 - val_loss: 0.3893 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2418 - acc: 0.8981 - auc_min: 0.9606 - auc_max: 0.9616 - val_loss: 0.4495 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2493 - acc: 0.8611 - auc_min: 0.9660 - auc_max: 0.9674 - val_loss: 0.3650 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "2/2 [==============================] - 1s 106ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 826ms/step - loss: 0.8165 - acc: 0.5093 - auc_min: 0.5926 - auc_max: 0.5977 - val_loss: 0.7690 - val_acc: 0.5000 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.7100 - acc: 0.6019 - auc_min: 0.6951 - auc_max: 0.7085 - val_loss: 0.4788 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.5537 - acc: 0.7037 - auc_min: 0.8302 - auc_max: 0.8357 - val_loss: 0.4859 - val_acc: 0.6667 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.5300 - acc: 0.7315 - auc_min: 0.8426 - auc_max: 0.8467 - val_loss: 0.3555 - val_acc: 0.9444 - val_auc_min: 0.9938 - val_auc_max: 0.9969\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.4936 - acc: 0.7870 - auc_min: 0.8515 - auc_max: 0.8560 - val_loss: 0.3114 - val_acc: 0.9722 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 360ms/step - loss: 0.4523 - acc: 0.8333 - auc_min: 0.8707 - auc_max: 0.8731 - val_loss: 0.3329 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.4484 - acc: 0.7778 - auc_min: 0.8772 - auc_max: 0.8793 - val_loss: 0.3480 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 518ms/step - loss: 0.4231 - acc: 0.7870 - auc_min: 0.8858 - auc_max: 0.8875 - val_loss: 0.3005 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.4066 - acc: 0.8333 - auc_min: 0.8851 - auc_max: 0.8872 - val_loss: 0.2733 - val_acc: 0.8889 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.3988 - acc: 0.8148 - auc_min: 0.8848 - auc_max: 0.8882 - val_loss: 0.2704 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3861 - acc: 0.8426 - auc_min: 0.8903 - auc_max: 0.8923 - val_loss: 0.2739 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3753 - acc: 0.8148 - auc_min: 0.9040 - auc_max: 0.9057 - val_loss: 0.2778 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3742 - acc: 0.8148 - auc_min: 0.9071 - auc_max: 0.9091 - val_loss: 0.2756 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.3614 - acc: 0.8333 - auc_min: 0.9115 - auc_max: 0.9143 - val_loss: 0.2315 - val_acc: 0.9722 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3565 - acc: 0.8426 - auc_min: 0.9122 - auc_max: 0.9150 - val_loss: 0.2463 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.3556 - acc: 0.8148 - auc_min: 0.9108 - auc_max: 0.9129 - val_loss: 0.2306 - val_acc: 0.9722 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 2s 521ms/step - loss: 0.3609 - acc: 0.8241 - auc_min: 0.9170 - auc_max: 0.9187 - val_loss: 0.2227 - val_acc: 0.9722 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3437 - acc: 0.8241 - auc_min: 0.9235 - auc_max: 0.9246 - val_loss: 0.2279 - val_acc: 0.9722 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.3315 - acc: 0.8333 - auc_min: 0.9352 - auc_max: 0.9362 - val_loss: 0.2198 - val_acc: 0.9722 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3489 - acc: 0.8148 - auc_min: 0.9225 - auc_max: 0.9239 - val_loss: 0.2470 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3291 - acc: 0.8426 - auc_min: 0.9321 - auc_max: 0.9335 - val_loss: 0.2234 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.3056 - acc: 0.8426 - auc_min: 0.9537 - auc_max: 0.9551 - val_loss: 0.2147 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.3232 - acc: 0.8333 - auc_min: 0.9369 - auc_max: 0.9396 - val_loss: 0.2114 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3223 - acc: 0.8426 - auc_min: 0.9352 - auc_max: 0.9362 - val_loss: 0.2221 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 2s 506ms/step - loss: 0.3121 - acc: 0.8519 - auc_min: 0.9355 - auc_max: 0.9372 - val_loss: 0.2008 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.3062 - acc: 0.8426 - auc_min: 0.9407 - auc_max: 0.9417 - val_loss: 0.1986 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 2s 519ms/step - loss: 0.2890 - acc: 0.8519 - auc_min: 0.9496 - auc_max: 0.9506 - val_loss: 0.1970 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 2s 523ms/step - loss: 0.2934 - acc: 0.8241 - auc_min: 0.9393 - auc_max: 0.9410 - val_loss: 0.1917 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.2862 - acc: 0.8889 - auc_min: 0.9492 - auc_max: 0.9506 - val_loss: 0.1889 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.3178 - acc: 0.8611 - auc_min: 0.9345 - auc_max: 0.9355 - val_loss: 0.1880 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2923 - acc: 0.8519 - auc_min: 0.9438 - auc_max: 0.9448 - val_loss: 0.1915 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 2s 518ms/step - loss: 0.2812 - acc: 0.8148 - auc_min: 0.9513 - auc_max: 0.9513 - val_loss: 0.1807 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.2830 - acc: 0.8426 - auc_min: 0.9510 - auc_max: 0.9523 - val_loss: 0.1803 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2975 - acc: 0.8333 - auc_min: 0.9396 - auc_max: 0.9403 - val_loss: 0.1816 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.2749 - acc: 0.8519 - auc_min: 0.9530 - auc_max: 0.9544 - val_loss: 0.1810 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2854 - acc: 0.8519 - auc_min: 0.9472 - auc_max: 0.9486 - val_loss: 0.1819 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3019 - acc: 0.8241 - auc_min: 0.9396 - auc_max: 0.9407 - val_loss: 0.1819 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2707 - acc: 0.8611 - auc_min: 0.9499 - auc_max: 0.9506 - val_loss: 0.1854 - val_acc: 0.9722 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2590 - acc: 0.8611 - auc_min: 0.9619 - auc_max: 0.9626 - val_loss: 0.1831 - val_acc: 0.9722 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2566 - acc: 0.8611 - auc_min: 0.9660 - auc_max: 0.9664 - val_loss: 0.1852 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2719 - acc: 0.8796 - auc_min: 0.9599 - auc_max: 0.9599 - val_loss: 0.1856 - val_acc: 0.9722 - val_auc_min: 0.9846 - val_auc_max: 0.9877\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2679 - acc: 0.8704 - auc_min: 0.9582 - auc_max: 0.9588 - val_loss: 0.1984 - val_acc: 0.8333 - val_auc_min: 0.9846 - val_auc_max: 0.9846\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2588 - acc: 0.8426 - auc_min: 0.9578 - auc_max: 0.9592 - val_loss: 0.1833 - val_acc: 0.9444 - val_auc_min: 0.9846 - val_auc_max: 0.9877\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.2794 - acc: 0.8519 - auc_min: 0.9544 - auc_max: 0.9547 - val_loss: 0.1810 - val_acc: 0.9444 - val_auc_min: 0.9938 - val_auc_max: 0.9938\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2549 - acc: 0.8704 - auc_min: 0.9626 - auc_max: 0.9636 - val_loss: 0.1857 - val_acc: 0.8611 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 3s 762ms/step - loss: 0.2782 - acc: 0.8241 - auc_min: 0.9489 - auc_max: 0.9496 - val_loss: 0.1749 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2634 - acc: 0.8611 - auc_min: 0.9592 - auc_max: 0.9609 - val_loss: 0.1785 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 2s 518ms/step - loss: 0.2679 - acc: 0.8426 - auc_min: 0.9585 - auc_max: 0.9585 - val_loss: 0.1736 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.2553 - acc: 0.8426 - auc_min: 0.9558 - auc_max: 0.9571 - val_loss: 0.1703 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.2716 - acc: 0.8796 - auc_min: 0.9650 - auc_max: 0.9664 - val_loss: 0.1657 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2519 - acc: 0.8796 - auc_min: 0.9612 - auc_max: 0.9616 - val_loss: 0.2055 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9907\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.2607 - acc: 0.8611 - auc_min: 0.9626 - auc_max: 0.9654 - val_loss: 0.1638 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 2s 518ms/step - loss: 0.2294 - acc: 0.9074 - auc_min: 0.9726 - auc_max: 0.9736 - val_loss: 0.1541 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.2287 - acc: 0.8889 - auc_min: 0.9691 - auc_max: 0.9698 - val_loss: 0.1529 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.2523 - acc: 0.8611 - auc_min: 0.9612 - auc_max: 0.9616 - val_loss: 0.1487 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2488 - acc: 0.8426 - auc_min: 0.9588 - auc_max: 0.9592 - val_loss: 0.1506 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2373 - acc: 0.8519 - auc_min: 0.9643 - auc_max: 0.9647 - val_loss: 0.1502 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2357 - acc: 0.8611 - auc_min: 0.9650 - auc_max: 0.9657 - val_loss: 0.1612 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2457 - acc: 0.8704 - auc_min: 0.9650 - auc_max: 0.9657 - val_loss: 0.1718 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2363 - acc: 0.8704 - auc_min: 0.9640 - auc_max: 0.9657 - val_loss: 0.1547 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2617 - acc: 0.8796 - auc_min: 0.9588 - auc_max: 0.9588 - val_loss: 0.1518 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 357ms/step - loss: 0.2267 - acc: 0.8889 - auc_min: 0.9671 - auc_max: 0.9691 - val_loss: 0.1668 - val_acc: 0.9167 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.2440 - acc: 0.8704 - auc_min: 0.9647 - auc_max: 0.9657 - val_loss: 0.1549 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 0.9969\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2388 - acc: 0.8889 - auc_min: 0.9664 - auc_max: 0.9664 - val_loss: 0.1587 - val_acc: 0.9444 - val_auc_min: 0.9938 - val_auc_max: 0.9969\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2529 - acc: 0.8889 - auc_min: 0.9612 - auc_max: 0.9623 - val_loss: 0.1687 - val_acc: 0.9444 - val_auc_min: 0.9722 - val_auc_max: 0.9753\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2362 - acc: 0.8889 - auc_min: 0.9667 - auc_max: 0.9681 - val_loss: 0.2342 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2709 - acc: 0.8519 - auc_min: 0.9681 - auc_max: 0.9691 - val_loss: 0.2325 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2383 - acc: 0.8704 - auc_min: 0.9660 - auc_max: 0.9664 - val_loss: 0.1668 - val_acc: 0.9444 - val_auc_min: 0.9907 - val_auc_max: 0.9938\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3506 - acc: 0.8519 - auc_min: 0.9585 - auc_max: 0.9602 - val_loss: 0.1618 - val_acc: 0.9444 - val_auc_min: 0.9907 - val_auc_max: 0.9907\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2065 - acc: 0.9259 - auc_min: 0.9750 - auc_max: 0.9757 - val_loss: 0.2964 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2898 - acc: 0.8611 - auc_min: 0.9660 - auc_max: 0.9678 - val_loss: 0.1536 - val_acc: 0.9444 - val_auc_min: 0.9969 - val_auc_max: 1.0000\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.2556 - acc: 0.8981 - auc_min: 0.9678 - auc_max: 0.9688 - val_loss: 0.1633 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2469 - acc: 0.8611 - auc_min: 0.9684 - auc_max: 0.9702 - val_loss: 0.2314 - val_acc: 0.8333 - val_auc_min: 0.9691 - val_auc_max: 0.9691\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2664 - acc: 0.8704 - auc_min: 0.9660 - auc_max: 0.9678 - val_loss: 0.1975 - val_acc: 0.8333 - val_auc_min: 0.9660 - val_auc_max: 0.9660\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.2084 - acc: 0.8981 - auc_min: 0.9739 - auc_max: 0.9743 - val_loss: 0.1669 - val_acc: 0.9444 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "2/2 [==============================] - 1s 105ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 907ms/step - loss: 0.6439 - acc: 0.6204 - auc_min: 0.7370 - auc_max: 0.7411 - val_loss: 0.7866 - val_acc: 0.4444 - val_auc_min: 0.6111 - val_auc_max: 0.6111\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.6088 - acc: 0.6759 - auc_min: 0.8138 - auc_max: 0.8213 - val_loss: 0.6949 - val_acc: 0.6667 - val_auc_min: 0.6667 - val_auc_max: 0.6667\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.5278 - acc: 0.7315 - auc_min: 0.8313 - auc_max: 0.8364 - val_loss: 0.8003 - val_acc: 0.5556 - val_auc_min: 0.6358 - val_auc_max: 0.6389\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.4676 - acc: 0.7315 - auc_min: 0.8793 - auc_max: 0.8807 - val_loss: 0.7644 - val_acc: 0.6667 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.4376 - acc: 0.8056 - auc_min: 0.8837 - auc_max: 0.8855 - val_loss: 0.7984 - val_acc: 0.6944 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.4702 - acc: 0.8148 - auc_min: 0.8669 - auc_max: 0.8724 - val_loss: 0.8029 - val_acc: 0.6667 - val_auc_min: 0.6451 - val_auc_max: 0.6543\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.4202 - acc: 0.7870 - auc_min: 0.8913 - auc_max: 0.8933 - val_loss: 0.8300 - val_acc: 0.6389 - val_auc_min: 0.6605 - val_auc_max: 0.6852\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 358ms/step - loss: 0.4440 - acc: 0.7778 - auc_min: 0.8759 - auc_max: 0.8786 - val_loss: 0.8348 - val_acc: 0.6389 - val_auc_min: 0.6852 - val_auc_max: 0.7037\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.4235 - acc: 0.7778 - auc_min: 0.8923 - auc_max: 0.8933 - val_loss: 0.8167 - val_acc: 0.6944 - val_auc_min: 0.6759 - val_auc_max: 0.7037\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4032 - acc: 0.7963 - auc_min: 0.9078 - auc_max: 0.9115 - val_loss: 0.8009 - val_acc: 0.6944 - val_auc_min: 0.7037 - val_auc_max: 0.7037\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4130 - acc: 0.8148 - auc_min: 0.8988 - auc_max: 0.9016 - val_loss: 0.7923 - val_acc: 0.6944 - val_auc_min: 0.7037 - val_auc_max: 0.7222\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3922 - acc: 0.7870 - auc_min: 0.9053 - auc_max: 0.9081 - val_loss: 0.7937 - val_acc: 0.6667 - val_auc_min: 0.7037 - val_auc_max: 0.7222\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.4055 - acc: 0.7870 - auc_min: 0.9033 - auc_max: 0.9053 - val_loss: 0.7851 - val_acc: 0.6667 - val_auc_min: 0.7068 - val_auc_max: 0.7130\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.4037 - acc: 0.8056 - auc_min: 0.9081 - auc_max: 0.9098 - val_loss: 0.7784 - val_acc: 0.6944 - val_auc_min: 0.7006 - val_auc_max: 0.7037\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3919 - acc: 0.7870 - auc_min: 0.8971 - auc_max: 0.8995 - val_loss: 0.7894 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.7037\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4115 - acc: 0.7870 - auc_min: 0.8947 - auc_max: 0.8954 - val_loss: 0.7511 - val_acc: 0.6944 - val_auc_min: 0.7037 - val_auc_max: 0.7037\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3920 - acc: 0.8056 - auc_min: 0.8995 - auc_max: 0.9043 - val_loss: 0.7463 - val_acc: 0.6667 - val_auc_min: 0.7037 - val_auc_max: 0.7037\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3892 - acc: 0.7870 - auc_min: 0.9095 - auc_max: 0.9112 - val_loss: 0.7474 - val_acc: 0.6667 - val_auc_min: 0.7037 - val_auc_max: 0.7068\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.3727 - acc: 0.8056 - auc_min: 0.9132 - auc_max: 0.9146 - val_loss: 0.7257 - val_acc: 0.6944 - val_auc_min: 0.7099 - val_auc_max: 0.7253\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3768 - acc: 0.8056 - auc_min: 0.9139 - auc_max: 0.9156 - val_loss: 0.7211 - val_acc: 0.6944 - val_auc_min: 0.7284 - val_auc_max: 0.7407\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3869 - acc: 0.7870 - auc_min: 0.9043 - auc_max: 0.9064 - val_loss: 0.7187 - val_acc: 0.6944 - val_auc_min: 0.7407 - val_auc_max: 0.7407\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3655 - acc: 0.8056 - auc_min: 0.9174 - auc_max: 0.9187 - val_loss: 0.7173 - val_acc: 0.6944 - val_auc_min: 0.7407 - val_auc_max: 0.7407\n",
            "2/2 [==============================] - 1s 101ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 805ms/step - loss: 0.6775 - acc: 0.5741 - auc_min: 0.6667 - auc_max: 0.6773 - val_loss: 0.6049 - val_acc: 0.5000 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 489ms/step - loss: 0.5778 - acc: 0.7222 - auc_min: 0.8165 - auc_max: 0.8213 - val_loss: 0.4768 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.5058 - acc: 0.7593 - auc_min: 0.8357 - auc_max: 0.8385 - val_loss: 0.4563 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.4668 - acc: 0.7778 - auc_min: 0.8495 - auc_max: 0.8522 - val_loss: 0.4223 - val_acc: 0.9167 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.4409 - acc: 0.8056 - auc_min: 0.8577 - auc_max: 0.8621 - val_loss: 0.4264 - val_acc: 0.7778 - val_auc_min: 0.9290 - val_auc_max: 0.9414\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.4489 - acc: 0.8148 - auc_min: 0.8597 - auc_max: 0.8652 - val_loss: 0.4089 - val_acc: 0.8889 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.4477 - acc: 0.7778 - auc_min: 0.8567 - auc_max: 0.8615 - val_loss: 0.4118 - val_acc: 0.8611 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.4143 - acc: 0.8241 - auc_min: 0.8762 - auc_max: 0.8789 - val_loss: 0.4135 - val_acc: 0.8611 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4171 - acc: 0.8426 - auc_min: 0.8827 - auc_max: 0.8848 - val_loss: 0.4358 - val_acc: 0.7778 - val_auc_min: 0.9043 - val_auc_max: 0.9228\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.4045 - acc: 0.8426 - auc_min: 0.8841 - auc_max: 0.8865 - val_loss: 0.4310 - val_acc: 0.8889 - val_auc_min: 0.8889 - val_auc_max: 0.8889\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.4070 - acc: 0.8241 - auc_min: 0.8837 - auc_max: 0.8872 - val_loss: 0.4551 - val_acc: 0.7500 - val_auc_min: 0.8796 - val_auc_max: 0.8889\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3599 - acc: 0.8333 - auc_min: 0.9290 - auc_max: 0.9304 - val_loss: 0.4646 - val_acc: 0.7222 - val_auc_min: 0.8519 - val_auc_max: 0.8549\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.4014 - acc: 0.8241 - auc_min: 0.8930 - auc_max: 0.8944 - val_loss: 0.4745 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3780 - acc: 0.8333 - auc_min: 0.9040 - auc_max: 0.9060 - val_loss: 0.4870 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8395\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3767 - acc: 0.8241 - auc_min: 0.9150 - auc_max: 0.9167 - val_loss: 0.4937 - val_acc: 0.7500 - val_auc_min: 0.8395 - val_auc_max: 0.8457\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3796 - acc: 0.8056 - auc_min: 0.9132 - auc_max: 0.9153 - val_loss: 0.5165 - val_acc: 0.5833 - val_auc_min: 0.8364 - val_auc_max: 0.8364\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3897 - acc: 0.8148 - auc_min: 0.9078 - auc_max: 0.9129 - val_loss: 0.5197 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3472 - acc: 0.8611 - auc_min: 0.9290 - auc_max: 0.9307 - val_loss: 0.5252 - val_acc: 0.7222 - val_auc_min: 0.8210 - val_auc_max: 0.8272\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3564 - acc: 0.8333 - auc_min: 0.9177 - auc_max: 0.9191 - val_loss: 0.5783 - val_acc: 0.5833 - val_auc_min: 0.8302 - val_auc_max: 0.8333\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3575 - acc: 0.8611 - auc_min: 0.9201 - auc_max: 0.9208 - val_loss: 0.5456 - val_acc: 0.5556 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3335 - acc: 0.8519 - auc_min: 0.9345 - auc_max: 0.9372 - val_loss: 0.5509 - val_acc: 0.5556 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3345 - acc: 0.8889 - auc_min: 0.9328 - auc_max: 0.9345 - val_loss: 0.5340 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3320 - acc: 0.8796 - auc_min: 0.9297 - auc_max: 0.9321 - val_loss: 0.5460 - val_acc: 0.5556 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3364 - acc: 0.8519 - auc_min: 0.9307 - auc_max: 0.9321 - val_loss: 0.5237 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3365 - acc: 0.8519 - auc_min: 0.9342 - auc_max: 0.9372 - val_loss: 0.5370 - val_acc: 0.6111 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3176 - acc: 0.8704 - auc_min: 0.9403 - auc_max: 0.9410 - val_loss: 0.5406 - val_acc: 0.7500 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "2/2 [==============================] - 1s 94ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 794ms/step - loss: 0.6775 - acc: 0.6111 - auc_min: 0.6722 - auc_max: 0.6787 - val_loss: 0.6867 - val_acc: 0.5556 - val_auc_min: 0.8765 - val_auc_max: 0.9136\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.6115 - acc: 0.6389 - auc_min: 0.8337 - auc_max: 0.8412 - val_loss: 0.4866 - val_acc: 0.8056 - val_auc_min: 0.8827 - val_auc_max: 0.8889\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.5296 - acc: 0.6944 - auc_min: 0.8447 - auc_max: 0.8495 - val_loss: 0.4903 - val_acc: 0.7222 - val_auc_min: 0.8673 - val_auc_max: 0.8858\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.4749 - acc: 0.7963 - auc_min: 0.8601 - auc_max: 0.8621 - val_loss: 0.4741 - val_acc: 0.8056 - val_auc_min: 0.8457 - val_auc_max: 0.8611\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.4644 - acc: 0.7870 - auc_min: 0.8635 - auc_max: 0.8676 - val_loss: 0.5252 - val_acc: 0.8056 - val_auc_min: 0.8364 - val_auc_max: 0.8426\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.4428 - acc: 0.8148 - auc_min: 0.8690 - auc_max: 0.8721 - val_loss: 0.4718 - val_acc: 0.8056 - val_auc_min: 0.8364 - val_auc_max: 0.8426\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3895 - acc: 0.8148 - auc_min: 0.9071 - auc_max: 0.9105 - val_loss: 0.4758 - val_acc: 0.7500 - val_auc_min: 0.8272 - val_auc_max: 0.8272\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3915 - acc: 0.7778 - auc_min: 0.9170 - auc_max: 0.9180 - val_loss: 0.4979 - val_acc: 0.8056 - val_auc_min: 0.7963 - val_auc_max: 0.8117\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3527 - acc: 0.8148 - auc_min: 0.9280 - auc_max: 0.9300 - val_loss: 0.5749 - val_acc: 0.8056 - val_auc_min: 0.7685 - val_auc_max: 0.7840\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3482 - acc: 0.8241 - auc_min: 0.9335 - auc_max: 0.9335 - val_loss: 0.5493 - val_acc: 0.8056 - val_auc_min: 0.7562 - val_auc_max: 0.7654\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3334 - acc: 0.8519 - auc_min: 0.9328 - auc_max: 0.9352 - val_loss: 0.5586 - val_acc: 0.8056 - val_auc_min: 0.7500 - val_auc_max: 0.7562\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.3414 - acc: 0.8611 - auc_min: 0.9362 - auc_max: 0.9383 - val_loss: 0.5706 - val_acc: 0.7778 - val_auc_min: 0.7315 - val_auc_max: 0.7500\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3257 - acc: 0.8519 - auc_min: 0.9434 - auc_max: 0.9448 - val_loss: 0.6345 - val_acc: 0.7778 - val_auc_min: 0.7284 - val_auc_max: 0.7377\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2941 - acc: 0.8333 - auc_min: 0.9609 - auc_max: 0.9616 - val_loss: 0.6564 - val_acc: 0.7222 - val_auc_min: 0.7222 - val_auc_max: 0.7315\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3155 - acc: 0.8241 - auc_min: 0.9489 - auc_max: 0.9510 - val_loss: 0.6448 - val_acc: 0.7500 - val_auc_min: 0.7130 - val_auc_max: 0.7160\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2818 - acc: 0.8519 - auc_min: 0.9623 - auc_max: 0.9626 - val_loss: 0.7211 - val_acc: 0.6389 - val_auc_min: 0.6975 - val_auc_max: 0.7099\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2876 - acc: 0.8426 - auc_min: 0.9544 - auc_max: 0.9561 - val_loss: 0.7567 - val_acc: 0.6389 - val_auc_min: 0.6914 - val_auc_max: 0.7099\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2902 - acc: 0.8519 - auc_min: 0.9482 - auc_max: 0.9499 - val_loss: 0.7410 - val_acc: 0.6111 - val_auc_min: 0.6759 - val_auc_max: 0.7006\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2816 - acc: 0.8704 - auc_min: 0.9561 - auc_max: 0.9571 - val_loss: 0.7708 - val_acc: 0.6111 - val_auc_min: 0.6728 - val_auc_max: 0.6944\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2797 - acc: 0.8519 - auc_min: 0.9595 - auc_max: 0.9609 - val_loss: 0.7490 - val_acc: 0.6111 - val_auc_min: 0.6914 - val_auc_max: 0.7006\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2654 - acc: 0.8426 - auc_min: 0.9619 - auc_max: 0.9626 - val_loss: 0.8613 - val_acc: 0.6389 - val_auc_min: 0.6821 - val_auc_max: 0.6975\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2715 - acc: 0.8426 - auc_min: 0.9595 - auc_max: 0.9612 - val_loss: 0.8269 - val_acc: 0.6111 - val_auc_min: 0.6944 - val_auc_max: 0.7037\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2617 - acc: 0.8519 - auc_min: 0.9650 - auc_max: 0.9654 - val_loss: 0.8057 - val_acc: 0.6111 - val_auc_min: 0.6975 - val_auc_max: 0.7130\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2707 - acc: 0.8519 - auc_min: 0.9578 - auc_max: 0.9585 - val_loss: 0.7045 - val_acc: 0.6667 - val_auc_min: 0.7160 - val_auc_max: 0.7284\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.2807 - acc: 0.8611 - auc_min: 0.9534 - auc_max: 0.9537 - val_loss: 0.7930 - val_acc: 0.6111 - val_auc_min: 0.7160 - val_auc_max: 0.7284\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2676 - acc: 0.8426 - auc_min: 0.9585 - auc_max: 0.9606 - val_loss: 0.8118 - val_acc: 0.6111 - val_auc_min: 0.7099 - val_auc_max: 0.7160\n",
            "2/2 [==============================] - 1s 97ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 808ms/step - loss: 0.7446 - acc: 0.5185 - auc_min: 0.5271 - auc_max: 0.5384 - val_loss: 0.6586 - val_acc: 0.5000 - val_auc_min: 0.6296 - val_auc_max: 0.6667\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.5844 - acc: 0.6944 - auc_min: 0.7870 - auc_max: 0.7936 - val_loss: 0.6899 - val_acc: 0.6111 - val_auc_min: 0.6111 - val_auc_max: 0.6111\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.5059 - acc: 0.7593 - auc_min: 0.8858 - auc_max: 0.8916 - val_loss: 0.6782 - val_acc: 0.7778 - val_auc_min: 0.6111 - val_auc_max: 0.6204\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.4528 - acc: 0.8519 - auc_min: 0.8858 - auc_max: 0.8899 - val_loss: 0.6430 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3871 - acc: 0.8704 - auc_min: 0.9150 - auc_max: 0.9156 - val_loss: 0.6683 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3967 - acc: 0.8519 - auc_min: 0.8930 - auc_max: 0.8961 - val_loss: 0.7571 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3480 - acc: 0.8981 - auc_min: 0.9321 - auc_max: 0.9342 - val_loss: 0.8008 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3369 - acc: 0.8889 - auc_min: 0.9273 - auc_max: 0.9300 - val_loss: 0.8145 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3320 - acc: 0.8704 - auc_min: 0.9355 - auc_max: 0.9366 - val_loss: 0.8853 - val_acc: 0.7500 - val_auc_min: 0.6265 - val_auc_max: 0.6296\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3169 - acc: 0.8704 - auc_min: 0.9376 - auc_max: 0.9393 - val_loss: 0.9324 - val_acc: 0.7500 - val_auc_min: 0.6204 - val_auc_max: 0.6265\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3139 - acc: 0.8796 - auc_min: 0.9414 - auc_max: 0.9434 - val_loss: 1.0143 - val_acc: 0.7500 - val_auc_min: 0.6204 - val_auc_max: 0.6296\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.2990 - acc: 0.9167 - auc_min: 0.9516 - auc_max: 0.9527 - val_loss: 1.0019 - val_acc: 0.7500 - val_auc_min: 0.6327 - val_auc_max: 0.6451\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2921 - acc: 0.8889 - auc_min: 0.9492 - auc_max: 0.9506 - val_loss: 1.0311 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6420\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2742 - acc: 0.8981 - auc_min: 0.9558 - auc_max: 0.9575 - val_loss: 1.0932 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6389\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2728 - acc: 0.8981 - auc_min: 0.9568 - auc_max: 0.9575 - val_loss: 1.1178 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6451\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2795 - acc: 0.8704 - auc_min: 0.9544 - auc_max: 0.9554 - val_loss: 1.1287 - val_acc: 0.7222 - val_auc_min: 0.6389 - val_auc_max: 0.6481\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2572 - acc: 0.8796 - auc_min: 0.9643 - auc_max: 0.9650 - val_loss: 1.1856 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6481\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2634 - acc: 0.8889 - auc_min: 0.9602 - auc_max: 0.9612 - val_loss: 1.2456 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6389\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2348 - acc: 0.8981 - auc_min: 0.9702 - auc_max: 0.9712 - val_loss: 1.2378 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6481\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2661 - acc: 0.8611 - auc_min: 0.9595 - auc_max: 0.9599 - val_loss: 1.2609 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6481\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2220 - acc: 0.9074 - auc_min: 0.9736 - auc_max: 0.9743 - val_loss: 1.3224 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6852\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2140 - acc: 0.9167 - auc_min: 0.9798 - auc_max: 0.9808 - val_loss: 1.3475 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6852\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2228 - acc: 0.8981 - auc_min: 0.9715 - auc_max: 0.9722 - val_loss: 1.3442 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6667\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.2253 - acc: 0.8889 - auc_min: 0.9746 - auc_max: 0.9750 - val_loss: 1.3738 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6852\n",
            "2/2 [==============================] - 1s 91ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 796ms/step - loss: 0.6997 - acc: 0.5833 - auc_min: 0.5840 - auc_max: 0.5940 - val_loss: 0.8192 - val_acc: 0.4722 - val_auc_min: 0.3827 - val_auc_max: 0.3889\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.5304 - acc: 0.7315 - auc_min: 0.8512 - auc_max: 0.8594 - val_loss: 0.8795 - val_acc: 0.3611 - val_auc_min: 0.3457 - val_auc_max: 0.3519\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3998 - acc: 0.8148 - auc_min: 0.9297 - auc_max: 0.9311 - val_loss: 1.1240 - val_acc: 0.4444 - val_auc_min: 0.3272 - val_auc_max: 0.3333\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3535 - acc: 0.8519 - auc_min: 0.9331 - auc_max: 0.9352 - val_loss: 1.4595 - val_acc: 0.4444 - val_auc_min: 0.3148 - val_auc_max: 0.3333\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3121 - acc: 0.8611 - auc_min: 0.9496 - auc_max: 0.9506 - val_loss: 1.5719 - val_acc: 0.4444 - val_auc_min: 0.3148 - val_auc_max: 0.3179\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2874 - acc: 0.8333 - auc_min: 0.9582 - auc_max: 0.9588 - val_loss: 1.5737 - val_acc: 0.3889 - val_auc_min: 0.3272 - val_auc_max: 0.3580\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2921 - acc: 0.8519 - auc_min: 0.9592 - auc_max: 0.9599 - val_loss: 1.7080 - val_acc: 0.3889 - val_auc_min: 0.3519 - val_auc_max: 0.3519\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.2699 - acc: 0.8611 - auc_min: 0.9588 - auc_max: 0.9595 - val_loss: 2.0629 - val_acc: 0.4167 - val_auc_min: 0.3333 - val_auc_max: 0.3704\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2618 - acc: 0.8519 - auc_min: 0.9678 - auc_max: 0.9685 - val_loss: 2.1312 - val_acc: 0.4167 - val_auc_min: 0.3272 - val_auc_max: 0.3704\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2707 - acc: 0.8611 - auc_min: 0.9595 - auc_max: 0.9609 - val_loss: 2.0662 - val_acc: 0.4167 - val_auc_min: 0.3086 - val_auc_max: 0.3519\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2272 - acc: 0.9074 - auc_min: 0.9739 - auc_max: 0.9750 - val_loss: 2.2926 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.3519\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2327 - acc: 0.9074 - auc_min: 0.9715 - auc_max: 0.9719 - val_loss: 2.4227 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.3519\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2519 - acc: 0.8981 - auc_min: 0.9633 - auc_max: 0.9636 - val_loss: 2.3878 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.3519\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2225 - acc: 0.9167 - auc_min: 0.9750 - auc_max: 0.9753 - val_loss: 2.3618 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.3519\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2268 - acc: 0.8981 - auc_min: 0.9733 - auc_max: 0.9733 - val_loss: 2.5477 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.3704\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2431 - acc: 0.8981 - auc_min: 0.9674 - auc_max: 0.9688 - val_loss: 2.7733 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.4074\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2276 - acc: 0.9074 - auc_min: 0.9698 - auc_max: 0.9709 - val_loss: 2.5157 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.3519\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2206 - acc: 0.9352 - auc_min: 0.9750 - auc_max: 0.9767 - val_loss: 2.6622 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.3889\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2037 - acc: 0.9074 - auc_min: 0.9757 - auc_max: 0.9760 - val_loss: 3.0427 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.4074\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2061 - acc: 0.9167 - auc_min: 0.9777 - auc_max: 0.9787 - val_loss: 3.0654 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.4074\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.2115 - acc: 0.9074 - auc_min: 0.9750 - auc_max: 0.9760 - val_loss: 3.0207 - val_acc: 0.4167 - val_auc_min: 0.2963 - val_auc_max: 0.4074\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 805ms/step - loss: 0.7831 - acc: 0.6111 - auc_min: 0.5641 - auc_max: 0.5713 - val_loss: 0.9003 - val_acc: 0.4722 - val_auc_min: 0.3889 - val_auc_max: 0.3951\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 479ms/step - loss: 0.4862 - acc: 0.7870 - auc_min: 0.9297 - auc_max: 0.9328 - val_loss: 0.8027 - val_acc: 0.3333 - val_auc_min: 0.4444 - val_auc_max: 0.4444\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2932 - acc: 0.9167 - auc_min: 0.9832 - auc_max: 0.9846 - val_loss: 0.8645 - val_acc: 0.5000 - val_auc_min: 0.4537 - val_auc_max: 0.4630\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2052 - acc: 0.9444 - auc_min: 0.9894 - auc_max: 0.9894 - val_loss: 1.1293 - val_acc: 0.4444 - val_auc_min: 0.5370 - val_auc_max: 0.5370\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1610 - acc: 0.9630 - auc_min: 0.9928 - auc_max: 0.9928 - val_loss: 1.4044 - val_acc: 0.4444 - val_auc_min: 0.5278 - val_auc_max: 0.5370\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1371 - acc: 0.9815 - auc_min: 0.9904 - auc_max: 0.9907 - val_loss: 1.4402 - val_acc: 0.4444 - val_auc_min: 0.5062 - val_auc_max: 0.5370\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1108 - acc: 0.9722 - auc_min: 0.9955 - auc_max: 0.9959 - val_loss: 1.4591 - val_acc: 0.6111 - val_auc_min: 0.5370 - val_auc_max: 0.5556\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1033 - acc: 0.9722 - auc_min: 0.9921 - auc_max: 0.9935 - val_loss: 1.5528 - val_acc: 0.6111 - val_auc_min: 0.5370 - val_auc_max: 0.5556\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1217 - acc: 0.9722 - auc_min: 0.9877 - auc_max: 0.9883 - val_loss: 1.7410 - val_acc: 0.4444 - val_auc_min: 0.4938 - val_auc_max: 0.5556\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.0958 - acc: 0.9722 - auc_min: 0.9907 - auc_max: 0.9911 - val_loss: 1.8555 - val_acc: 0.4444 - val_auc_min: 0.5278 - val_auc_max: 0.5926\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.0957 - acc: 0.9722 - auc_min: 0.9904 - auc_max: 0.9914 - val_loss: 1.8993 - val_acc: 0.4444 - val_auc_min: 0.5185 - val_auc_max: 0.5926\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.0927 - acc: 0.9815 - auc_min: 0.9911 - auc_max: 0.9911 - val_loss: 1.9215 - val_acc: 0.4444 - val_auc_min: 0.4630 - val_auc_max: 0.5741\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.0952 - acc: 0.9722 - auc_min: 0.9904 - auc_max: 0.9904 - val_loss: 1.8997 - val_acc: 0.6111 - val_auc_min: 0.4815 - val_auc_max: 0.5802\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.0989 - acc: 0.9815 - auc_min: 0.9877 - auc_max: 0.9890 - val_loss: 1.9484 - val_acc: 0.6111 - val_auc_min: 0.4074 - val_auc_max: 0.5556\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.0909 - acc: 0.9722 - auc_min: 0.9918 - auc_max: 0.9918 - val_loss: 2.0116 - val_acc: 0.6111 - val_auc_min: 0.4444 - val_auc_max: 0.5926\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.0857 - acc: 0.9815 - auc_min: 0.9918 - auc_max: 0.9918 - val_loss: 2.0726 - val_acc: 0.5833 - val_auc_min: 0.3951 - val_auc_max: 0.5926\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.0938 - acc: 0.9815 - auc_min: 0.9883 - auc_max: 0.9894 - val_loss: 2.0871 - val_acc: 0.6111 - val_auc_min: 0.3457 - val_auc_max: 0.5926\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.0819 - acc: 0.9722 - auc_min: 0.9942 - auc_max: 0.9952 - val_loss: 2.0662 - val_acc: 0.6111 - val_auc_min: 0.4444 - val_auc_max: 0.5926\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.0783 - acc: 0.9815 - auc_min: 0.9931 - auc_max: 0.9945 - val_loss: 2.1520 - val_acc: 0.6111 - val_auc_min: 0.2963 - val_auc_max: 0.5926\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.0767 - acc: 0.9815 - auc_min: 0.9935 - auc_max: 0.9942 - val_loss: 2.1811 - val_acc: 0.6111 - val_auc_min: 0.2963 - val_auc_max: 0.5926\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.0808 - acc: 0.9815 - auc_min: 0.9925 - auc_max: 0.9938 - val_loss: 2.1687 - val_acc: 0.6111 - val_auc_min: 0.2963 - val_auc_max: 0.5926\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.0736 - acc: 0.9815 - auc_min: 0.9952 - auc_max: 0.9955 - val_loss: 2.1738 - val_acc: 0.6111 - val_auc_min: 0.2963 - val_auc_max: 0.5926\n",
            "2/2 [==============================] - 1s 92ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 790ms/step - loss: 0.6851 - acc: 0.5556 - auc_min: 0.5919 - auc_max: 0.6029 - val_loss: 0.3713 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 506ms/step - loss: 0.5091 - acc: 0.8056 - auc_min: 0.8481 - auc_max: 0.8536 - val_loss: 0.2887 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.4281 - acc: 0.8704 - auc_min: 0.8824 - auc_max: 0.8858 - val_loss: 0.2442 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.3671 - acc: 0.8889 - auc_min: 0.9156 - auc_max: 0.9180 - val_loss: 0.2161 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 486ms/step - loss: 0.3429 - acc: 0.8981 - auc_min: 0.9218 - auc_max: 0.9242 - val_loss: 0.1952 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3431 - acc: 0.9074 - auc_min: 0.9036 - auc_max: 0.9098 - val_loss: 0.2084 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.3103 - acc: 0.8611 - auc_min: 0.9475 - auc_max: 0.9492 - val_loss: 0.2484 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3270 - acc: 0.8611 - auc_min: 0.9438 - auc_max: 0.9475 - val_loss: 0.2045 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.2911 - acc: 0.8611 - auc_min: 0.9564 - auc_max: 0.9575 - val_loss: 0.1665 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.2615 - acc: 0.8981 - auc_min: 0.9609 - auc_max: 0.9626 - val_loss: 0.1709 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2404 - acc: 0.8704 - auc_min: 0.9636 - auc_max: 0.9647 - val_loss: 0.1838 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2524 - acc: 0.8889 - auc_min: 0.9616 - auc_max: 0.9636 - val_loss: 0.1947 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.2431 - acc: 0.9259 - auc_min: 0.9650 - auc_max: 0.9678 - val_loss: 0.1910 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.2335 - acc: 0.9259 - auc_min: 0.9681 - auc_max: 0.9688 - val_loss: 0.1537 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2322 - acc: 0.9167 - auc_min: 0.9685 - auc_max: 0.9698 - val_loss: 0.1585 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.2113 - acc: 0.9444 - auc_min: 0.9781 - auc_max: 0.9791 - val_loss: 0.1710 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.2057 - acc: 0.9259 - auc_min: 0.9746 - auc_max: 0.9763 - val_loss: 0.1759 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.2149 - acc: 0.9352 - auc_min: 0.9709 - auc_max: 0.9726 - val_loss: 0.1507 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.2006 - acc: 0.9444 - auc_min: 0.9760 - auc_max: 0.9770 - val_loss: 0.1221 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1977 - acc: 0.9352 - auc_min: 0.9746 - auc_max: 0.9763 - val_loss: 0.1727 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.2077 - acc: 0.9259 - auc_min: 0.9739 - auc_max: 0.9753 - val_loss: 0.1542 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 2s 506ms/step - loss: 0.1764 - acc: 0.9537 - auc_min: 0.9808 - auc_max: 0.9825 - val_loss: 0.1179 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.1943 - acc: 0.9630 - auc_min: 0.9777 - auc_max: 0.9787 - val_loss: 0.1245 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1677 - acc: 0.9444 - auc_min: 0.9822 - auc_max: 0.9842 - val_loss: 0.1822 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1841 - acc: 0.9444 - auc_min: 0.9760 - auc_max: 0.9781 - val_loss: 0.1354 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.1775 - acc: 0.9722 - auc_min: 0.9811 - auc_max: 0.9829 - val_loss: 0.1215 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1797 - acc: 0.9722 - auc_min: 0.9808 - auc_max: 0.9829 - val_loss: 0.1382 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1729 - acc: 0.9537 - auc_min: 0.9853 - auc_max: 0.9859 - val_loss: 0.1329 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.1535 - acc: 0.9630 - auc_min: 0.9849 - auc_max: 0.9856 - val_loss: 0.1178 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1615 - acc: 0.9815 - auc_min: 0.9818 - auc_max: 0.9825 - val_loss: 0.1431 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1564 - acc: 0.9630 - auc_min: 0.9801 - auc_max: 0.9849 - val_loss: 0.1476 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.1598 - acc: 0.9630 - auc_min: 0.9829 - auc_max: 0.9856 - val_loss: 0.1122 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1524 - acc: 0.9630 - auc_min: 0.9859 - auc_max: 0.9863 - val_loss: 0.1268 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1460 - acc: 0.9815 - auc_min: 0.9791 - auc_max: 0.9842 - val_loss: 0.1662 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.1485 - acc: 0.9630 - auc_min: 0.9846 - auc_max: 0.9856 - val_loss: 0.1287 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 2s 483ms/step - loss: 0.1490 - acc: 0.9630 - auc_min: 0.9825 - auc_max: 0.9832 - val_loss: 0.1082 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1554 - acc: 0.9630 - auc_min: 0.9801 - auc_max: 0.9825 - val_loss: 0.1517 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.1509 - acc: 0.9722 - auc_min: 0.9777 - auc_max: 0.9849 - val_loss: 0.1270 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1435 - acc: 0.9815 - auc_min: 0.9815 - auc_max: 0.9822 - val_loss: 0.1541 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.1454 - acc: 0.9630 - auc_min: 0.9825 - auc_max: 0.9842 - val_loss: 0.1334 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1521 - acc: 0.9630 - auc_min: 0.9818 - auc_max: 0.9832 - val_loss: 0.1291 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1442 - acc: 0.9815 - auc_min: 0.9839 - auc_max: 0.9842 - val_loss: 0.1252 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.1350 - acc: 0.9722 - auc_min: 0.9846 - auc_max: 0.9859 - val_loss: 0.1641 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.1338 - acc: 0.9722 - auc_min: 0.9825 - auc_max: 0.9849 - val_loss: 0.1558 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1316 - acc: 0.9722 - auc_min: 0.9856 - auc_max: 0.9863 - val_loss: 0.1137 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.1314 - acc: 0.9815 - auc_min: 0.9835 - auc_max: 0.9842 - val_loss: 0.1391 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1455 - acc: 0.9722 - auc_min: 0.9822 - auc_max: 0.9835 - val_loss: 0.1682 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1481 - acc: 0.9537 - auc_min: 0.9808 - auc_max: 0.9818 - val_loss: 0.1100 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1250 - acc: 0.9815 - auc_min: 0.9829 - auc_max: 0.9846 - val_loss: 0.1438 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.1494 - acc: 0.9630 - auc_min: 0.9763 - auc_max: 0.9835 - val_loss: 0.1401 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 3s 919ms/step - loss: 0.1440 - acc: 0.9537 - auc_min: 0.9849 - auc_max: 0.9849 - val_loss: 0.0942 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.1107 - acc: 0.9722 - auc_min: 0.9873 - auc_max: 0.9883 - val_loss: 0.2218 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.1483 - acc: 0.9537 - auc_min: 0.9822 - auc_max: 0.9846 - val_loss: 0.1253 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1264 - acc: 0.9815 - auc_min: 0.9863 - auc_max: 0.9870 - val_loss: 0.1007 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.1352 - acc: 0.9722 - auc_min: 0.9846 - auc_max: 0.9856 - val_loss: 0.1530 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.1377 - acc: 0.9722 - auc_min: 0.9829 - auc_max: 0.9842 - val_loss: 0.1083 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1100 - acc: 0.9815 - auc_min: 0.9880 - auc_max: 0.9890 - val_loss: 0.1625 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1199 - acc: 0.9722 - auc_min: 0.9883 - auc_max: 0.9901 - val_loss: 0.1433 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1274 - acc: 0.9722 - auc_min: 0.9859 - auc_max: 0.9870 - val_loss: 0.0984 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1183 - acc: 0.9815 - auc_min: 0.9856 - auc_max: 0.9870 - val_loss: 0.1711 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1371 - acc: 0.9630 - auc_min: 0.9863 - auc_max: 0.9877 - val_loss: 0.1849 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 3s 750ms/step - loss: 0.1109 - acc: 0.9815 - auc_min: 0.9873 - auc_max: 0.9901 - val_loss: 0.0705 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1497 - acc: 0.9352 - auc_min: 0.9897 - auc_max: 0.9897 - val_loss: 0.1148 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.1136 - acc: 0.9815 - auc_min: 0.9859 - auc_max: 0.9883 - val_loss: 0.2227 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1301 - acc: 0.9630 - auc_min: 0.9911 - auc_max: 0.9928 - val_loss: 0.1284 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 2s 512ms/step - loss: 0.1307 - acc: 0.9259 - auc_min: 0.9887 - auc_max: 0.9887 - val_loss: 0.0600 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1216 - acc: 0.9722 - auc_min: 0.9887 - auc_max: 0.9897 - val_loss: 0.1669 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.1428 - acc: 0.9537 - auc_min: 0.9853 - auc_max: 0.9870 - val_loss: 0.1514 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.1320 - acc: 0.9722 - auc_min: 0.9832 - auc_max: 0.9839 - val_loss: 0.0730 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.0989 - acc: 0.9815 - auc_min: 0.9925 - auc_max: 0.9928 - val_loss: 0.1452 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.1112 - acc: 0.9722 - auc_min: 0.9925 - auc_max: 0.9928 - val_loss: 0.2103 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.1293 - acc: 0.9630 - auc_min: 0.9887 - auc_max: 0.9904 - val_loss: 0.1189 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.0972 - acc: 0.9815 - auc_min: 0.9904 - auc_max: 0.9907 - val_loss: 0.0909 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1071 - acc: 0.9722 - auc_min: 0.9894 - auc_max: 0.9904 - val_loss: 0.1351 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1033 - acc: 0.9722 - auc_min: 0.9921 - auc_max: 0.9925 - val_loss: 0.1548 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 76/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.1035 - acc: 0.9722 - auc_min: 0.9907 - auc_max: 0.9911 - val_loss: 0.1292 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 77/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1174 - acc: 0.9815 - auc_min: 0.9877 - auc_max: 0.9887 - val_loss: 0.0988 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 78/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.1012 - acc: 0.9815 - auc_min: 0.9911 - auc_max: 0.9914 - val_loss: 0.1409 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 79/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1005 - acc: 0.9722 - auc_min: 0.9894 - auc_max: 0.9918 - val_loss: 0.1039 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 80/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.0924 - acc: 0.9722 - auc_min: 0.9928 - auc_max: 0.9928 - val_loss: 0.0810 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 81/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.1059 - acc: 0.9722 - auc_min: 0.9901 - auc_max: 0.9907 - val_loss: 0.1020 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 82/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1357 - acc: 0.9722 - auc_min: 0.9829 - auc_max: 0.9846 - val_loss: 0.1638 - val_acc: 0.9167 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 83/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.0932 - acc: 0.9722 - auc_min: 0.9918 - auc_max: 0.9921 - val_loss: 0.0764 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 84/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.1119 - acc: 0.9815 - auc_min: 0.9925 - auc_max: 0.9928 - val_loss: 0.1159 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 85/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.0886 - acc: 0.9722 - auc_min: 0.9931 - auc_max: 0.9938 - val_loss: 0.1499 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 86/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.0934 - acc: 0.9722 - auc_min: 0.9935 - auc_max: 0.9938 - val_loss: 0.1156 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "2/2 [==============================] - 1s 101ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 7s 825ms/step - loss: 0.7318 - acc: 0.6019 - auc_min: 0.5394 - auc_max: 0.5460 - val_loss: 0.5416 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9815\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.6125 - acc: 0.6204 - auc_min: 0.6955 - auc_max: 0.7016 - val_loss: 0.4895 - val_acc: 0.7500 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.5802 - acc: 0.6574 - auc_min: 0.7709 - auc_max: 0.7764 - val_loss: 0.4258 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.5612 - acc: 0.7685 - auc_min: 0.7929 - auc_max: 0.7980 - val_loss: 0.3647 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.5183 - acc: 0.7685 - auc_min: 0.7984 - auc_max: 0.8032 - val_loss: 0.3764 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9753\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 523ms/step - loss: 0.5292 - acc: 0.7407 - auc_min: 0.8059 - auc_max: 0.8090 - val_loss: 0.3383 - val_acc: 0.9444 - val_auc_min: 0.9506 - val_auc_max: 0.9630\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.5102 - acc: 0.7778 - auc_min: 0.8011 - auc_max: 0.8056 - val_loss: 0.3263 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.4721 - acc: 0.7685 - auc_min: 0.8381 - auc_max: 0.8433 - val_loss: 0.3263 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4778 - acc: 0.7963 - auc_min: 0.8354 - auc_max: 0.8392 - val_loss: 0.3397 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4709 - acc: 0.7685 - auc_min: 0.8447 - auc_max: 0.8488 - val_loss: 0.3276 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.4822 - acc: 0.7685 - auc_min: 0.8299 - auc_max: 0.8344 - val_loss: 0.3375 - val_acc: 0.8056 - val_auc_min: 0.9414 - val_auc_max: 0.9444\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.4857 - acc: 0.7685 - auc_min: 0.8306 - auc_max: 0.8361 - val_loss: 0.3455 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.4768 - acc: 0.7500 - auc_min: 0.8419 - auc_max: 0.8460 - val_loss: 0.3457 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.4474 - acc: 0.7963 - auc_min: 0.8827 - auc_max: 0.8872 - val_loss: 0.3319 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.4497 - acc: 0.7500 - auc_min: 0.8762 - auc_max: 0.8800 - val_loss: 0.3260 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.4454 - acc: 0.7778 - auc_min: 0.8683 - auc_max: 0.8728 - val_loss: 0.3167 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.4667 - acc: 0.7685 - auc_min: 0.8532 - auc_max: 0.8553 - val_loss: 0.3107 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.4668 - acc: 0.7778 - auc_min: 0.8608 - auc_max: 0.8621 - val_loss: 0.3054 - val_acc: 0.9444 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.4376 - acc: 0.7407 - auc_min: 0.8762 - auc_max: 0.8793 - val_loss: 0.2917 - val_acc: 0.9722 - val_auc_min: 0.9444 - val_auc_max: 0.9475\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.4675 - acc: 0.7407 - auc_min: 0.8567 - auc_max: 0.8597 - val_loss: 0.2826 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.4512 - acc: 0.7407 - auc_min: 0.8673 - auc_max: 0.8714 - val_loss: 0.2942 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.4213 - acc: 0.7685 - auc_min: 0.8937 - auc_max: 0.8961 - val_loss: 0.2869 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.4357 - acc: 0.7315 - auc_min: 0.8813 - auc_max: 0.8848 - val_loss: 0.2855 - val_acc: 0.9722 - val_auc_min: 0.9599 - val_auc_max: 0.9630\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.4288 - acc: 0.7593 - auc_min: 0.8896 - auc_max: 0.8933 - val_loss: 0.2965 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.4257 - acc: 0.7870 - auc_min: 0.8933 - auc_max: 0.8961 - val_loss: 0.3247 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.4326 - acc: 0.8056 - auc_min: 0.8896 - auc_max: 0.8913 - val_loss: 0.2947 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 3s 790ms/step - loss: 0.4124 - acc: 0.8056 - auc_min: 0.8964 - auc_max: 0.8971 - val_loss: 0.2798 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.3814 - acc: 0.7963 - auc_min: 0.9150 - auc_max: 0.9167 - val_loss: 0.2785 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 2s 506ms/step - loss: 0.3990 - acc: 0.7685 - auc_min: 0.9194 - auc_max: 0.9232 - val_loss: 0.2756 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4110 - acc: 0.7593 - auc_min: 0.8968 - auc_max: 0.9005 - val_loss: 0.2834 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.4491 - acc: 0.7593 - auc_min: 0.8697 - auc_max: 0.8738 - val_loss: 0.3105 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 2s 511ms/step - loss: 0.4056 - acc: 0.7870 - auc_min: 0.8961 - auc_max: 0.8985 - val_loss: 0.2644 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.4314 - acc: 0.7500 - auc_min: 0.8940 - auc_max: 0.8995 - val_loss: 0.2630 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4234 - acc: 0.7685 - auc_min: 0.8813 - auc_max: 0.8855 - val_loss: 0.2818 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4461 - acc: 0.7407 - auc_min: 0.8735 - auc_max: 0.8769 - val_loss: 0.2705 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.4130 - acc: 0.7778 - auc_min: 0.8954 - auc_max: 0.8978 - val_loss: 0.2507 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.4241 - acc: 0.7593 - auc_min: 0.8930 - auc_max: 0.8964 - val_loss: 0.2528 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.4107 - acc: 0.8056 - auc_min: 0.8937 - auc_max: 0.8968 - val_loss: 0.2751 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.4032 - acc: 0.7870 - auc_min: 0.9071 - auc_max: 0.9078 - val_loss: 0.2714 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4208 - acc: 0.7593 - auc_min: 0.8841 - auc_max: 0.8875 - val_loss: 0.2719 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.4320 - acc: 0.7593 - auc_min: 0.8817 - auc_max: 0.8865 - val_loss: 0.2681 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.4172 - acc: 0.7870 - auc_min: 0.8892 - auc_max: 0.8920 - val_loss: 0.2653 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4151 - acc: 0.7500 - auc_min: 0.8906 - auc_max: 0.8927 - val_loss: 0.2653 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4198 - acc: 0.8148 - auc_min: 0.8824 - auc_max: 0.8855 - val_loss: 0.2690 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4091 - acc: 0.8426 - auc_min: 0.8978 - auc_max: 0.9012 - val_loss: 0.2675 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.3962 - acc: 0.8056 - auc_min: 0.9071 - auc_max: 0.9091 - val_loss: 0.2624 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.3816 - acc: 0.8148 - auc_min: 0.9112 - auc_max: 0.9143 - val_loss: 0.2618 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3792 - acc: 0.8519 - auc_min: 0.9194 - auc_max: 0.9228 - val_loss: 0.2546 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3719 - acc: 0.8426 - auc_min: 0.9167 - auc_max: 0.9184 - val_loss: 0.2683 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4172 - acc: 0.7963 - auc_min: 0.8954 - auc_max: 0.8981 - val_loss: 0.2539 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3689 - acc: 0.8241 - auc_min: 0.9225 - auc_max: 0.9256 - val_loss: 0.2514 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.3954 - acc: 0.7778 - auc_min: 0.9023 - auc_max: 0.9040 - val_loss: 0.2596 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3903 - acc: 0.8148 - auc_min: 0.9115 - auc_max: 0.9132 - val_loss: 0.2566 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3947 - acc: 0.8056 - auc_min: 0.9009 - auc_max: 0.9040 - val_loss: 0.2509 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3772 - acc: 0.8241 - auc_min: 0.9252 - auc_max: 0.9283 - val_loss: 0.2513 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3634 - acc: 0.8426 - auc_min: 0.9222 - auc_max: 0.9228 - val_loss: 0.2594 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "2/2 [==============================] - 1s 105ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 833ms/step - loss: 0.7391 - acc: 0.5185 - auc_min: 0.5662 - auc_max: 0.5751 - val_loss: 0.5390 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.6214 - acc: 0.6389 - auc_min: 0.6941 - auc_max: 0.7030 - val_loss: 0.4577 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 510ms/step - loss: 0.5409 - acc: 0.7778 - auc_min: 0.8025 - auc_max: 0.8083 - val_loss: 0.4250 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 520ms/step - loss: 0.4995 - acc: 0.7870 - auc_min: 0.8320 - auc_max: 0.8344 - val_loss: 0.4023 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.5112 - acc: 0.7500 - auc_min: 0.8093 - auc_max: 0.8128 - val_loss: 0.3918 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9691\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.4629 - acc: 0.8056 - auc_min: 0.8381 - auc_max: 0.8419 - val_loss: 0.3958 - val_acc: 0.8333 - val_auc_min: 0.9228 - val_auc_max: 0.9290\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.4513 - acc: 0.8241 - auc_min: 0.8556 - auc_max: 0.8573 - val_loss: 0.4085 - val_acc: 0.8333 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.4287 - acc: 0.8056 - auc_min: 0.8683 - auc_max: 0.8700 - val_loss: 0.4390 - val_acc: 0.8333 - val_auc_min: 0.8642 - val_auc_max: 0.8704\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.4194 - acc: 0.8241 - auc_min: 0.8707 - auc_max: 0.8748 - val_loss: 0.4655 - val_acc: 0.8333 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.4225 - acc: 0.8056 - auc_min: 0.8717 - auc_max: 0.8748 - val_loss: 0.4891 - val_acc: 0.8333 - val_auc_min: 0.7963 - val_auc_max: 0.7963\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 359ms/step - loss: 0.4145 - acc: 0.8056 - auc_min: 0.8786 - auc_max: 0.8827 - val_loss: 0.5477 - val_acc: 0.8333 - val_auc_min: 0.7253 - val_auc_max: 0.7407\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.3999 - acc: 0.8241 - auc_min: 0.8889 - auc_max: 0.8920 - val_loss: 0.5701 - val_acc: 0.8333 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3800 - acc: 0.8148 - auc_min: 0.9180 - auc_max: 0.9211 - val_loss: 0.6050 - val_acc: 0.8333 - val_auc_min: 0.6883 - val_auc_max: 0.6975\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3876 - acc: 0.7963 - auc_min: 0.9084 - auc_max: 0.9105 - val_loss: 0.6593 - val_acc: 0.8333 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3783 - acc: 0.8333 - auc_min: 0.9201 - auc_max: 0.9222 - val_loss: 0.6706 - val_acc: 0.8333 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 356ms/step - loss: 0.3844 - acc: 0.8333 - auc_min: 0.9139 - auc_max: 0.9163 - val_loss: 0.8171 - val_acc: 0.5000 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3639 - acc: 0.8148 - auc_min: 0.9208 - auc_max: 0.9232 - val_loss: 0.7297 - val_acc: 0.8056 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 344ms/step - loss: 0.3783 - acc: 0.8519 - auc_min: 0.9204 - auc_max: 0.9239 - val_loss: 0.7509 - val_acc: 0.8056 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3578 - acc: 0.8426 - auc_min: 0.9249 - auc_max: 0.9270 - val_loss: 0.9379 - val_acc: 0.5000 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3532 - acc: 0.8241 - auc_min: 0.9252 - auc_max: 0.9273 - val_loss: 0.8616 - val_acc: 0.6667 - val_auc_min: 0.6821 - val_auc_max: 0.6852\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3537 - acc: 0.8519 - auc_min: 0.9263 - auc_max: 0.9287 - val_loss: 0.8759 - val_acc: 0.6667 - val_auc_min: 0.6698 - val_auc_max: 0.6759\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3349 - acc: 0.9074 - auc_min: 0.9328 - auc_max: 0.9355 - val_loss: 0.9686 - val_acc: 0.5000 - val_auc_min: 0.6667 - val_auc_max: 0.6667\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3380 - acc: 0.8519 - auc_min: 0.9324 - auc_max: 0.9348 - val_loss: 1.0780 - val_acc: 0.5000 - val_auc_min: 0.6667 - val_auc_max: 0.6667\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3461 - acc: 0.8333 - auc_min: 0.9304 - auc_max: 0.9314 - val_loss: 0.9083 - val_acc: 0.6389 - val_auc_min: 0.6667 - val_auc_max: 0.6667\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 358ms/step - loss: 0.3356 - acc: 0.8611 - auc_min: 0.9328 - auc_max: 0.9342 - val_loss: 0.9466 - val_acc: 0.6389 - val_auc_min: 0.6667 - val_auc_max: 0.6667\n",
            "2/2 [==============================] - 1s 103ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 919ms/step - loss: 0.6845 - acc: 0.4815 - auc_min: 0.6125 - auc_max: 0.6204 - val_loss: 0.6386 - val_acc: 0.6389 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.4432 - acc: 0.8889 - auc_min: 0.9523 - auc_max: 0.9544 - val_loss: 1.0289 - val_acc: 0.5000 - val_auc_min: 0.4877 - val_auc_max: 0.5154\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3175 - acc: 0.9167 - auc_min: 0.9856 - auc_max: 0.9859 - val_loss: 1.2737 - val_acc: 0.5000 - val_auc_min: 0.3519 - val_auc_max: 0.3889\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2418 - acc: 0.9537 - auc_min: 0.9907 - auc_max: 0.9907 - val_loss: 1.5696 - val_acc: 0.5000 - val_auc_min: 0.3333 - val_auc_max: 0.3333\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2064 - acc: 0.9444 - auc_min: 0.9870 - auc_max: 0.9873 - val_loss: 1.9103 - val_acc: 0.5000 - val_auc_min: 0.3179 - val_auc_max: 0.3272\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.1747 - acc: 0.9352 - auc_min: 0.9894 - auc_max: 0.9894 - val_loss: 2.2514 - val_acc: 0.5000 - val_auc_min: 0.2099 - val_auc_max: 0.3210\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1629 - acc: 0.9352 - auc_min: 0.9890 - auc_max: 0.9897 - val_loss: 2.4581 - val_acc: 0.5000 - val_auc_min: 0.2870 - val_auc_max: 0.4074\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1583 - acc: 0.9444 - auc_min: 0.9887 - auc_max: 0.9887 - val_loss: 2.6410 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.3796\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.1389 - acc: 0.9630 - auc_min: 0.9921 - auc_max: 0.9925 - val_loss: 2.9421 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.4506\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1391 - acc: 0.9444 - auc_min: 0.9918 - auc_max: 0.9921 - val_loss: 3.2829 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.5000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1357 - acc: 0.9259 - auc_min: 0.9931 - auc_max: 0.9935 - val_loss: 3.3806 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.5556\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1369 - acc: 0.9444 - auc_min: 0.9904 - auc_max: 0.9907 - val_loss: 3.1149 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.4506\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.1348 - acc: 0.9630 - auc_min: 0.9925 - auc_max: 0.9925 - val_loss: 3.2971 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.4444\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1226 - acc: 0.9630 - auc_min: 0.9928 - auc_max: 0.9938 - val_loss: 3.7505 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.5926\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.1190 - acc: 0.9537 - auc_min: 0.9925 - auc_max: 0.9925 - val_loss: 3.8782 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.5926\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.1186 - acc: 0.9722 - auc_min: 0.9928 - auc_max: 0.9928 - val_loss: 4.0039 - val_acc: 0.5000 - val_auc_min: 0.0000e+00 - val_auc_max: 0.5556\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.1156 - acc: 0.9722 - auc_min: 0.9925 - auc_max: 0.9925 - val_loss: 3.9356 - val_acc: 0.5000 - val_auc_min: 0.1852 - val_auc_max: 0.5926\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1112 - acc: 0.9722 - auc_min: 0.9931 - auc_max: 0.9931 - val_loss: 4.0349 - val_acc: 0.5000 - val_auc_min: 0.0926 - val_auc_max: 0.5741\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.1166 - acc: 0.9815 - auc_min: 0.9911 - auc_max: 0.9918 - val_loss: 4.3174 - val_acc: 0.5000 - val_auc_min: 0.0000e+00 - val_auc_max: 0.5556\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.1060 - acc: 0.9815 - auc_min: 0.9921 - auc_max: 0.9925 - val_loss: 4.4763 - val_acc: 0.5000 - val_auc_min: 0.0000e+00 - val_auc_max: 0.6667\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.1124 - acc: 0.9815 - auc_min: 0.9907 - auc_max: 0.9911 - val_loss: 4.5783 - val_acc: 0.5000 - val_auc_min: 0.0000e+00 - val_auc_max: 0.6667\n",
            "2/2 [==============================] - 1s 101ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 819ms/step - loss: 0.7680 - acc: 0.5278 - auc_min: 0.6005 - auc_max: 0.6073 - val_loss: 0.7492 - val_acc: 0.5000 - val_auc_min: 0.8333 - val_auc_max: 0.8333\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.5856 - acc: 0.6481 - auc_min: 0.8906 - auc_max: 0.8951 - val_loss: 0.4211 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.4005 - acc: 0.8241 - auc_min: 0.9352 - auc_max: 0.9366 - val_loss: 0.3381 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.3191 - acc: 0.8611 - auc_min: 0.9585 - auc_max: 0.9592 - val_loss: 0.2658 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 510ms/step - loss: 0.3030 - acc: 0.8981 - auc_min: 0.9431 - auc_max: 0.9444 - val_loss: 0.2598 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 598ms/step - loss: 0.2724 - acc: 0.8796 - auc_min: 0.9585 - auc_max: 0.9585 - val_loss: 0.2215 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 515ms/step - loss: 0.2624 - acc: 0.9167 - auc_min: 0.9551 - auc_max: 0.9561 - val_loss: 0.1942 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.2532 - acc: 0.8889 - auc_min: 0.9582 - auc_max: 0.9592 - val_loss: 0.1894 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.2525 - acc: 0.8889 - auc_min: 0.9578 - auc_max: 0.9606 - val_loss: 0.1828 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2325 - acc: 0.9167 - auc_min: 0.9626 - auc_max: 0.9633 - val_loss: 0.1998 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.2376 - acc: 0.8981 - auc_min: 0.9630 - auc_max: 0.9654 - val_loss: 0.2183 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2325 - acc: 0.8889 - auc_min: 0.9691 - auc_max: 0.9705 - val_loss: 0.2000 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2170 - acc: 0.8889 - auc_min: 0.9709 - auc_max: 0.9719 - val_loss: 0.2055 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2174 - acc: 0.9074 - auc_min: 0.9722 - auc_max: 0.9726 - val_loss: 0.2151 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2280 - acc: 0.8796 - auc_min: 0.9733 - auc_max: 0.9736 - val_loss: 0.2298 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.2276 - acc: 0.8981 - auc_min: 0.9681 - auc_max: 0.9688 - val_loss: 0.2972 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2175 - acc: 0.9074 - auc_min: 0.9750 - auc_max: 0.9753 - val_loss: 0.2862 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.1955 - acc: 0.9259 - auc_min: 0.9815 - auc_max: 0.9822 - val_loss: 0.2566 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1934 - acc: 0.8981 - auc_min: 0.9818 - auc_max: 0.9818 - val_loss: 0.2678 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2024 - acc: 0.8889 - auc_min: 0.9798 - auc_max: 0.9798 - val_loss: 0.2935 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.1905 - acc: 0.9167 - auc_min: 0.9825 - auc_max: 0.9825 - val_loss: 0.3091 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.1874 - acc: 0.9259 - auc_min: 0.9815 - auc_max: 0.9818 - val_loss: 0.3283 - val_acc: 0.8333 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1946 - acc: 0.9167 - auc_min: 0.9784 - auc_max: 0.9787 - val_loss: 0.3077 - val_acc: 0.8333 - val_auc_min: 0.9506 - val_auc_max: 0.9630\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1945 - acc: 0.8981 - auc_min: 0.9791 - auc_max: 0.9794 - val_loss: 0.2965 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1830 - acc: 0.9259 - auc_min: 0.9835 - auc_max: 0.9835 - val_loss: 0.2868 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 357ms/step - loss: 0.1812 - acc: 0.9074 - auc_min: 0.9842 - auc_max: 0.9849 - val_loss: 0.2727 - val_acc: 0.9167 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2078 - acc: 0.8981 - auc_min: 0.9794 - auc_max: 0.9801 - val_loss: 0.3232 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1882 - acc: 0.9074 - auc_min: 0.9801 - auc_max: 0.9805 - val_loss: 0.3932 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.1813 - acc: 0.8981 - auc_min: 0.9801 - auc_max: 0.9808 - val_loss: 0.3698 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "2/2 [==============================] - 1s 99ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 802ms/step - loss: 0.7984 - acc: 0.4444 - auc_min: 0.4547 - auc_max: 0.4630 - val_loss: 0.7006 - val_acc: 0.5833 - val_auc_min: 0.5926 - val_auc_max: 0.5926\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.6260 - acc: 0.6667 - auc_min: 0.7318 - auc_max: 0.7394 - val_loss: 0.4973 - val_acc: 0.8056 - val_auc_min: 0.9630 - val_auc_max: 0.9753\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 513ms/step - loss: 0.5493 - acc: 0.7685 - auc_min: 0.7857 - auc_max: 0.7898 - val_loss: 0.3781 - val_acc: 0.8889 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.5228 - acc: 0.8056 - auc_min: 0.8162 - auc_max: 0.8224 - val_loss: 0.3027 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.4678 - acc: 0.7963 - auc_min: 0.8467 - auc_max: 0.8519 - val_loss: 0.2884 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.4783 - acc: 0.7778 - auc_min: 0.8405 - auc_max: 0.8436 - val_loss: 0.2650 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.4401 - acc: 0.8148 - auc_min: 0.8553 - auc_max: 0.8587 - val_loss: 0.2353 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.4444 - acc: 0.8148 - auc_min: 0.8488 - auc_max: 0.8546 - val_loss: 0.2411 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 357ms/step - loss: 0.4294 - acc: 0.8056 - auc_min: 0.8645 - auc_max: 0.8687 - val_loss: 0.2421 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.4193 - acc: 0.8241 - auc_min: 0.8700 - auc_max: 0.8748 - val_loss: 0.2467 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9877\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.4177 - acc: 0.7870 - auc_min: 0.8765 - auc_max: 0.8796 - val_loss: 0.2448 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.4001 - acc: 0.8056 - auc_min: 0.8906 - auc_max: 0.8937 - val_loss: 0.2578 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 360ms/step - loss: 0.3987 - acc: 0.8241 - auc_min: 0.8899 - auc_max: 0.8927 - val_loss: 0.2624 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 357ms/step - loss: 0.3961 - acc: 0.8148 - auc_min: 0.8909 - auc_max: 0.8937 - val_loss: 0.2750 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.4087 - acc: 0.7963 - auc_min: 0.8944 - auc_max: 0.8961 - val_loss: 0.2628 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 3s 751ms/step - loss: 0.4068 - acc: 0.8056 - auc_min: 0.8985 - auc_max: 0.8995 - val_loss: 0.2336 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4040 - acc: 0.8148 - auc_min: 0.8903 - auc_max: 0.8947 - val_loss: 0.2732 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3780 - acc: 0.8148 - auc_min: 0.9112 - auc_max: 0.9143 - val_loss: 0.2948 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3713 - acc: 0.7963 - auc_min: 0.9218 - auc_max: 0.9232 - val_loss: 0.2361 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 2s 516ms/step - loss: 0.3599 - acc: 0.8333 - auc_min: 0.9222 - auc_max: 0.9246 - val_loss: 0.2196 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3548 - acc: 0.8241 - auc_min: 0.9270 - auc_max: 0.9287 - val_loss: 0.2238 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3513 - acc: 0.8056 - auc_min: 0.9228 - auc_max: 0.9249 - val_loss: 0.2435 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3485 - acc: 0.8333 - auc_min: 0.9215 - auc_max: 0.9228 - val_loss: 0.2473 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3568 - acc: 0.8056 - auc_min: 0.9180 - auc_max: 0.9211 - val_loss: 0.2657 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3446 - acc: 0.8333 - auc_min: 0.9228 - auc_max: 0.9252 - val_loss: 0.2539 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3344 - acc: 0.8519 - auc_min: 0.9338 - auc_max: 0.9359 - val_loss: 0.2793 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3382 - acc: 0.8148 - auc_min: 0.9304 - auc_max: 0.9314 - val_loss: 0.2501 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 362ms/step - loss: 0.3342 - acc: 0.8519 - auc_min: 0.9304 - auc_max: 0.9321 - val_loss: 0.2434 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3452 - acc: 0.8333 - auc_min: 0.9266 - auc_max: 0.9276 - val_loss: 0.2247 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3313 - acc: 0.8611 - auc_min: 0.9338 - auc_max: 0.9352 - val_loss: 0.2323 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3344 - acc: 0.8333 - auc_min: 0.9273 - auc_max: 0.9290 - val_loss: 0.2546 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3452 - acc: 0.8241 - auc_min: 0.9280 - auc_max: 0.9294 - val_loss: 0.2397 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3354 - acc: 0.8333 - auc_min: 0.9324 - auc_max: 0.9345 - val_loss: 0.2211 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3238 - acc: 0.8611 - auc_min: 0.9372 - auc_max: 0.9390 - val_loss: 0.2198 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3262 - acc: 0.8519 - auc_min: 0.9369 - auc_max: 0.9386 - val_loss: 0.2365 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3373 - acc: 0.8704 - auc_min: 0.9307 - auc_max: 0.9328 - val_loss: 0.2346 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3155 - acc: 0.8611 - auc_min: 0.9455 - auc_max: 0.9465 - val_loss: 0.2405 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 355ms/step - loss: 0.3182 - acc: 0.8704 - auc_min: 0.9407 - auc_max: 0.9431 - val_loss: 0.2579 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 357ms/step - loss: 0.3277 - acc: 0.8426 - auc_min: 0.9386 - auc_max: 0.9414 - val_loss: 0.2395 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3111 - acc: 0.8704 - auc_min: 0.9465 - auc_max: 0.9492 - val_loss: 0.2356 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "2/2 [==============================] - 1s 106ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 824ms/step - loss: 0.8368 - acc: 0.4074 - auc_min: 0.3673 - auc_max: 0.3765 - val_loss: 0.6343 - val_acc: 0.6111 - val_auc_min: 0.8889 - val_auc_max: 0.9259\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 517ms/step - loss: 0.6032 - acc: 0.7037 - auc_min: 0.7623 - auc_max: 0.7733 - val_loss: 0.5024 - val_acc: 0.9444 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 529ms/step - loss: 0.5091 - acc: 0.8519 - auc_min: 0.8560 - auc_max: 0.8597 - val_loss: 0.4775 - val_acc: 0.7222 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.4547 - acc: 0.8426 - auc_min: 0.8429 - auc_max: 0.8467 - val_loss: 0.4585 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.4444 - acc: 0.8333 - auc_min: 0.8440 - auc_max: 0.8474 - val_loss: 0.4262 - val_acc: 0.7778 - val_auc_min: 0.9414 - val_auc_max: 0.9444\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.4292 - acc: 0.8333 - auc_min: 0.8443 - auc_max: 0.8501 - val_loss: 0.4395 - val_acc: 0.7778 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.4130 - acc: 0.8333 - auc_min: 0.8680 - auc_max: 0.8714 - val_loss: 0.4433 - val_acc: 0.7778 - val_auc_min: 0.9290 - val_auc_max: 0.9352\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.4240 - acc: 0.8148 - auc_min: 0.8563 - auc_max: 0.8597 - val_loss: 0.4862 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3899 - acc: 0.8241 - auc_min: 0.8882 - auc_max: 0.8916 - val_loss: 0.4846 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4052 - acc: 0.8241 - auc_min: 0.8669 - auc_max: 0.8687 - val_loss: 0.4759 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.3712 - acc: 0.8333 - auc_min: 0.9053 - auc_max: 0.9081 - val_loss: 0.4335 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3774 - acc: 0.8241 - auc_min: 0.8985 - auc_max: 0.9009 - val_loss: 0.4435 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3749 - acc: 0.8426 - auc_min: 0.9026 - auc_max: 0.9050 - val_loss: 0.4437 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3715 - acc: 0.8333 - auc_min: 0.9012 - auc_max: 0.9040 - val_loss: 0.4688 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3807 - acc: 0.8426 - auc_min: 0.8947 - auc_max: 0.8995 - val_loss: 0.5064 - val_acc: 0.6944 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 3s 926ms/step - loss: 0.3532 - acc: 0.8611 - auc_min: 0.9150 - auc_max: 0.9160 - val_loss: 0.3819 - val_acc: 0.8611 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3791 - acc: 0.8426 - auc_min: 0.8978 - auc_max: 0.9002 - val_loss: 0.4025 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3533 - acc: 0.8519 - auc_min: 0.9098 - auc_max: 0.9153 - val_loss: 0.4789 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3576 - acc: 0.8241 - auc_min: 0.9146 - auc_max: 0.9184 - val_loss: 0.4788 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3429 - acc: 0.8611 - auc_min: 0.9102 - auc_max: 0.9132 - val_loss: 0.4072 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.3557 - acc: 0.8426 - auc_min: 0.9108 - auc_max: 0.9150 - val_loss: 0.3765 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3453 - acc: 0.8426 - auc_min: 0.9198 - auc_max: 0.9228 - val_loss: 0.4354 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3315 - acc: 0.8519 - auc_min: 0.9324 - auc_max: 0.9352 - val_loss: 0.4604 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3460 - acc: 0.8519 - auc_min: 0.9132 - auc_max: 0.9187 - val_loss: 0.4130 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3472 - acc: 0.8426 - auc_min: 0.9115 - auc_max: 0.9146 - val_loss: 0.3903 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3297 - acc: 0.8889 - auc_min: 0.9136 - auc_max: 0.9163 - val_loss: 0.5461 - val_acc: 0.6944 - val_auc_min: 0.9259 - val_auc_max: 0.9321\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3618 - acc: 0.8704 - auc_min: 0.9256 - auc_max: 0.9287 - val_loss: 0.5064 - val_acc: 0.6944 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.3302 - acc: 0.8796 - auc_min: 0.9287 - auc_max: 0.9297 - val_loss: 0.3711 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3363 - acc: 0.8519 - auc_min: 0.9246 - auc_max: 0.9297 - val_loss: 0.3861 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3368 - acc: 0.8796 - auc_min: 0.9132 - auc_max: 0.9174 - val_loss: 0.4498 - val_acc: 0.7500 - val_auc_min: 0.9290 - val_auc_max: 0.9352\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3266 - acc: 0.8611 - auc_min: 0.9256 - auc_max: 0.9300 - val_loss: 0.4492 - val_acc: 0.7500 - val_auc_min: 0.9290 - val_auc_max: 0.9352\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3377 - acc: 0.8796 - auc_min: 0.9307 - auc_max: 0.9314 - val_loss: 0.4465 - val_acc: 0.7500 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3175 - acc: 0.8981 - auc_min: 0.9321 - auc_max: 0.9345 - val_loss: 0.3846 - val_acc: 0.8056 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.3283 - acc: 0.8519 - auc_min: 0.9297 - auc_max: 0.9318 - val_loss: 0.3687 - val_acc: 0.8056 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3233 - acc: 0.8704 - auc_min: 0.9314 - auc_max: 0.9338 - val_loss: 0.4126 - val_acc: 0.8056 - val_auc_min: 0.9414 - val_auc_max: 0.9475\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2973 - acc: 0.8796 - auc_min: 0.9475 - auc_max: 0.9496 - val_loss: 0.4129 - val_acc: 0.8056 - val_auc_min: 0.9414 - val_auc_max: 0.9506\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3081 - acc: 0.8981 - auc_min: 0.9359 - auc_max: 0.9390 - val_loss: 0.4338 - val_acc: 0.7500 - val_auc_min: 0.9537 - val_auc_max: 0.9568\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3212 - acc: 0.8796 - auc_min: 0.9232 - auc_max: 0.9273 - val_loss: 0.4066 - val_acc: 0.8056 - val_auc_min: 0.9537 - val_auc_max: 0.9568\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.3084 - acc: 0.8889 - auc_min: 0.9372 - auc_max: 0.9393 - val_loss: 0.3523 - val_acc: 0.8333 - val_auc_min: 0.9506 - val_auc_max: 0.9599\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3051 - acc: 0.8796 - auc_min: 0.9444 - auc_max: 0.9468 - val_loss: 0.3852 - val_acc: 0.8056 - val_auc_min: 0.9599 - val_auc_max: 0.9630\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3215 - acc: 0.8889 - auc_min: 0.9222 - auc_max: 0.9249 - val_loss: 0.4441 - val_acc: 0.7500 - val_auc_min: 0.9599 - val_auc_max: 0.9630\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3074 - acc: 0.8796 - auc_min: 0.9355 - auc_max: 0.9400 - val_loss: 0.3732 - val_acc: 0.8056 - val_auc_min: 0.9599 - val_auc_max: 0.9630\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3187 - acc: 0.8796 - auc_min: 0.9318 - auc_max: 0.9335 - val_loss: 0.3576 - val_acc: 0.8333 - val_auc_min: 0.9599 - val_auc_max: 0.9630\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3116 - acc: 0.8796 - auc_min: 0.9342 - auc_max: 0.9366 - val_loss: 0.4775 - val_acc: 0.7222 - val_auc_min: 0.9599 - val_auc_max: 0.9599\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3040 - acc: 0.8796 - auc_min: 0.9462 - auc_max: 0.9482 - val_loss: 0.4303 - val_acc: 0.7500 - val_auc_min: 0.9568 - val_auc_max: 0.9599\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 2s 498ms/step - loss: 0.2892 - acc: 0.8889 - auc_min: 0.9420 - auc_max: 0.9448 - val_loss: 0.3384 - val_acc: 0.8333 - val_auc_min: 0.9537 - val_auc_max: 0.9568\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3013 - acc: 0.9074 - auc_min: 0.9475 - auc_max: 0.9489 - val_loss: 0.3590 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9475\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3015 - acc: 0.9167 - auc_min: 0.9434 - auc_max: 0.9448 - val_loss: 0.4191 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9475\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2971 - acc: 0.8889 - auc_min: 0.9379 - auc_max: 0.9400 - val_loss: 0.5115 - val_acc: 0.7222 - val_auc_min: 0.9475 - val_auc_max: 0.9506\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2853 - acc: 0.8981 - auc_min: 0.9465 - auc_max: 0.9482 - val_loss: 0.3674 - val_acc: 0.8056 - val_auc_min: 0.9537 - val_auc_max: 0.9568\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2831 - acc: 0.9074 - auc_min: 0.9513 - auc_max: 0.9544 - val_loss: 0.3537 - val_acc: 0.8056 - val_auc_min: 0.9506 - val_auc_max: 0.9568\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2747 - acc: 0.8981 - auc_min: 0.9537 - auc_max: 0.9551 - val_loss: 0.4594 - val_acc: 0.7222 - val_auc_min: 0.9475 - val_auc_max: 0.9506\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3131 - acc: 0.8796 - auc_min: 0.9386 - auc_max: 0.9410 - val_loss: 0.4480 - val_acc: 0.7500 - val_auc_min: 0.9444 - val_auc_max: 0.9475\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 2s 496ms/step - loss: 0.2947 - acc: 0.9167 - auc_min: 0.9462 - auc_max: 0.9479 - val_loss: 0.3148 - val_acc: 0.8889 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3062 - acc: 0.8796 - auc_min: 0.9486 - auc_max: 0.9510 - val_loss: 0.3463 - val_acc: 0.8333 - val_auc_min: 0.9414 - val_auc_max: 0.9475\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.2832 - acc: 0.9074 - auc_min: 0.9492 - auc_max: 0.9499 - val_loss: 0.4889 - val_acc: 0.7222 - val_auc_min: 0.9475 - val_auc_max: 0.9537\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2900 - acc: 0.8796 - auc_min: 0.9520 - auc_max: 0.9534 - val_loss: 0.4324 - val_acc: 0.7500 - val_auc_min: 0.9506 - val_auc_max: 0.9537\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2639 - acc: 0.8981 - auc_min: 0.9616 - auc_max: 0.9630 - val_loss: 0.3715 - val_acc: 0.8056 - val_auc_min: 0.9475 - val_auc_max: 0.9537\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2702 - acc: 0.9259 - auc_min: 0.9619 - auc_max: 0.9633 - val_loss: 0.3490 - val_acc: 0.8333 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2752 - acc: 0.9167 - auc_min: 0.9503 - auc_max: 0.9523 - val_loss: 0.4127 - val_acc: 0.7500 - val_auc_min: 0.9352 - val_auc_max: 0.9414\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2714 - acc: 0.9074 - auc_min: 0.9564 - auc_max: 0.9588 - val_loss: 0.3751 - val_acc: 0.8056 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2532 - acc: 0.9259 - auc_min: 0.9626 - auc_max: 0.9636 - val_loss: 0.3519 - val_acc: 0.8333 - val_auc_min: 0.9414 - val_auc_max: 0.9414\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2599 - acc: 0.9259 - auc_min: 0.9619 - auc_max: 0.9630 - val_loss: 0.3957 - val_acc: 0.8056 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2644 - acc: 0.8981 - auc_min: 0.9623 - auc_max: 0.9630 - val_loss: 0.4742 - val_acc: 0.7222 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.2583 - acc: 0.8889 - auc_min: 0.9709 - auc_max: 0.9729 - val_loss: 0.3450 - val_acc: 0.8333 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 4s 1s/step - loss: 0.2569 - acc: 0.9167 - auc_min: 0.9630 - auc_max: 0.9647 - val_loss: 0.2978 - val_acc: 0.8611 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2825 - acc: 0.8796 - auc_min: 0.9578 - auc_max: 0.9609 - val_loss: 0.3851 - val_acc: 0.8333 - val_auc_min: 0.9290 - val_auc_max: 0.9352\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.2675 - acc: 0.8981 - auc_min: 0.9606 - auc_max: 0.9612 - val_loss: 0.4199 - val_acc: 0.7500 - val_auc_min: 0.9290 - val_auc_max: 0.9352\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2590 - acc: 0.8981 - auc_min: 0.9606 - auc_max: 0.9612 - val_loss: 0.4102 - val_acc: 0.7778 - val_auc_min: 0.9290 - val_auc_max: 0.9290\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2533 - acc: 0.8981 - auc_min: 0.9647 - auc_max: 0.9657 - val_loss: 0.3880 - val_acc: 0.8333 - val_auc_min: 0.9290 - val_auc_max: 0.9290\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2524 - acc: 0.9259 - auc_min: 0.9616 - auc_max: 0.9640 - val_loss: 0.3734 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2431 - acc: 0.9167 - auc_min: 0.9685 - auc_max: 0.9695 - val_loss: 0.4858 - val_acc: 0.7222 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.2721 - acc: 0.8981 - auc_min: 0.9595 - auc_max: 0.9616 - val_loss: 0.3504 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2234 - acc: 0.9259 - auc_min: 0.9733 - auc_max: 0.9736 - val_loss: 0.3102 - val_acc: 0.8889 - val_auc_min: 0.9290 - val_auc_max: 0.9290\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2308 - acc: 0.9167 - auc_min: 0.9715 - auc_max: 0.9729 - val_loss: 0.3818 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 76/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2499 - acc: 0.8889 - auc_min: 0.9647 - auc_max: 0.9664 - val_loss: 0.4282 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 77/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2373 - acc: 0.8981 - auc_min: 0.9709 - auc_max: 0.9726 - val_loss: 0.3239 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 78/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2281 - acc: 0.9259 - auc_min: 0.9709 - auc_max: 0.9709 - val_loss: 0.3314 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 79/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.2491 - acc: 0.8981 - auc_min: 0.9650 - auc_max: 0.9671 - val_loss: 0.4048 - val_acc: 0.7778 - val_auc_min: 0.9352 - val_auc_max: 0.9383\n",
            "Epoch 80/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2290 - acc: 0.9167 - auc_min: 0.9664 - auc_max: 0.9671 - val_loss: 0.3204 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 81/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2356 - acc: 0.9259 - auc_min: 0.9630 - auc_max: 0.9654 - val_loss: 0.3178 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 82/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2180 - acc: 0.9259 - auc_min: 0.9712 - auc_max: 0.9722 - val_loss: 0.4177 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 83/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2425 - acc: 0.9074 - auc_min: 0.9712 - auc_max: 0.9726 - val_loss: 0.3741 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 84/10000\n",
            "4/4 [==============================] - 3s 760ms/step - loss: 0.2598 - acc: 0.9074 - auc_min: 0.9623 - auc_max: 0.9630 - val_loss: 0.2709 - val_acc: 0.8056 - val_auc_min: 0.9290 - val_auc_max: 0.9352\n",
            "Epoch 85/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2517 - acc: 0.9259 - auc_min: 0.9551 - auc_max: 0.9571 - val_loss: 0.4399 - val_acc: 0.7778 - val_auc_min: 0.9383 - val_auc_max: 0.9383\n",
            "Epoch 86/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2400 - acc: 0.9259 - auc_min: 0.9612 - auc_max: 0.9640 - val_loss: 0.3400 - val_acc: 0.8333 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 87/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2132 - acc: 0.9259 - auc_min: 0.9729 - auc_max: 0.9736 - val_loss: 0.3370 - val_acc: 0.8333 - val_auc_min: 0.9414 - val_auc_max: 0.9414\n",
            "Epoch 88/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2297 - acc: 0.9167 - auc_min: 0.9671 - auc_max: 0.9681 - val_loss: 0.4318 - val_acc: 0.7778 - val_auc_min: 0.9383 - val_auc_max: 0.9444\n",
            "Epoch 89/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.2278 - acc: 0.9074 - auc_min: 0.9712 - auc_max: 0.9719 - val_loss: 0.3339 - val_acc: 0.8333 - val_auc_min: 0.9321 - val_auc_max: 0.9352\n",
            "Epoch 90/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2167 - acc: 0.9259 - auc_min: 0.9733 - auc_max: 0.9746 - val_loss: 0.3085 - val_acc: 0.8611 - val_auc_min: 0.9290 - val_auc_max: 0.9290\n",
            "Epoch 91/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2143 - acc: 0.8981 - auc_min: 0.9715 - auc_max: 0.9729 - val_loss: 0.4344 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 92/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.2161 - acc: 0.9074 - auc_min: 0.9750 - auc_max: 0.9763 - val_loss: 0.3035 - val_acc: 0.8611 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 93/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2305 - acc: 0.9259 - auc_min: 0.9709 - auc_max: 0.9715 - val_loss: 0.2775 - val_acc: 0.8333 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 94/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.2471 - acc: 0.9074 - auc_min: 0.9595 - auc_max: 0.9599 - val_loss: 0.4812 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 95/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2237 - acc: 0.9167 - auc_min: 0.9681 - auc_max: 0.9702 - val_loss: 0.2908 - val_acc: 0.8889 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 96/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2159 - acc: 0.9259 - auc_min: 0.9698 - auc_max: 0.9705 - val_loss: 0.2868 - val_acc: 0.8889 - val_auc_min: 0.9259 - val_auc_max: 0.9321\n",
            "Epoch 97/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2110 - acc: 0.9259 - auc_min: 0.9750 - auc_max: 0.9770 - val_loss: 0.2872 - val_acc: 0.8889 - val_auc_min: 0.9321 - val_auc_max: 0.9321\n",
            "Epoch 98/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.1932 - acc: 0.9259 - auc_min: 0.9781 - auc_max: 0.9784 - val_loss: 0.3496 - val_acc: 0.8333 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 99/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1919 - acc: 0.9259 - auc_min: 0.9774 - auc_max: 0.9781 - val_loss: 0.3096 - val_acc: 0.8611 - val_auc_min: 0.9352 - val_auc_max: 0.9383\n",
            "Epoch 100/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1799 - acc: 0.9259 - auc_min: 0.9815 - auc_max: 0.9818 - val_loss: 0.2903 - val_acc: 0.8889 - val_auc_min: 0.9414 - val_auc_max: 0.9414\n",
            "Epoch 101/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2022 - acc: 0.9259 - auc_min: 0.9770 - auc_max: 0.9777 - val_loss: 0.3043 - val_acc: 0.8611 - val_auc_min: 0.9444 - val_auc_max: 0.9506\n",
            "Epoch 102/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1801 - acc: 0.9259 - auc_min: 0.9849 - auc_max: 0.9856 - val_loss: 0.3599 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9506\n",
            "Epoch 103/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2012 - acc: 0.9259 - auc_min: 0.9767 - auc_max: 0.9770 - val_loss: 0.3135 - val_acc: 0.8611 - val_auc_min: 0.9537 - val_auc_max: 0.9599\n",
            "Epoch 104/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.2308 - acc: 0.8981 - auc_min: 0.9678 - auc_max: 0.9691 - val_loss: 0.3865 - val_acc: 0.8056 - val_auc_min: 0.9568 - val_auc_max: 0.9599\n",
            "2/2 [==============================] - 1s 93ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 794ms/step - loss: 0.6558 - acc: 0.5741 - auc_min: 0.6543 - auc_max: 0.6650 - val_loss: 0.6220 - val_acc: 0.6389 - val_auc_min: 0.8272 - val_auc_max: 0.8395\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.5457 - acc: 0.7870 - auc_min: 0.8302 - auc_max: 0.8364 - val_loss: 0.5116 - val_acc: 0.7778 - val_auc_min: 0.8580 - val_auc_max: 0.8704\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 480ms/step - loss: 0.4608 - acc: 0.8241 - auc_min: 0.8817 - auc_max: 0.8834 - val_loss: 0.5058 - val_acc: 0.7778 - val_auc_min: 0.8364 - val_auc_max: 0.8549\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4108 - acc: 0.9167 - auc_min: 0.8920 - auc_max: 0.8930 - val_loss: 0.5640 - val_acc: 0.8056 - val_auc_min: 0.8302 - val_auc_max: 0.8426\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.4009 - acc: 0.8704 - auc_min: 0.8903 - auc_max: 0.8933 - val_loss: 0.5341 - val_acc: 0.7778 - val_auc_min: 0.8241 - val_auc_max: 0.8488\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 488ms/step - loss: 0.3522 - acc: 0.8981 - auc_min: 0.9036 - auc_max: 0.9050 - val_loss: 0.5023 - val_acc: 0.7778 - val_auc_min: 0.8241 - val_auc_max: 0.8488\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.3447 - acc: 0.8611 - auc_min: 0.9225 - auc_max: 0.9246 - val_loss: 0.5451 - val_acc: 0.7778 - val_auc_min: 0.7870 - val_auc_max: 0.8056\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3143 - acc: 0.8981 - auc_min: 0.9362 - auc_max: 0.9376 - val_loss: 0.6105 - val_acc: 0.7778 - val_auc_min: 0.7685 - val_auc_max: 0.7870\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3171 - acc: 0.9074 - auc_min: 0.9290 - auc_max: 0.9307 - val_loss: 0.6525 - val_acc: 0.7778 - val_auc_min: 0.7469 - val_auc_max: 0.7685\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.2866 - acc: 0.8981 - auc_min: 0.9523 - auc_max: 0.9537 - val_loss: 0.6451 - val_acc: 0.7778 - val_auc_min: 0.7438 - val_auc_max: 0.7531\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.2809 - acc: 0.8796 - auc_min: 0.9513 - auc_max: 0.9527 - val_loss: 0.7138 - val_acc: 0.7778 - val_auc_min: 0.7222 - val_auc_max: 0.7469\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.2456 - acc: 0.9074 - auc_min: 0.9657 - auc_max: 0.9664 - val_loss: 0.7250 - val_acc: 0.7778 - val_auc_min: 0.7160 - val_auc_max: 0.7284\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.2477 - acc: 0.9074 - auc_min: 0.9657 - auc_max: 0.9671 - val_loss: 0.7727 - val_acc: 0.7778 - val_auc_min: 0.7068 - val_auc_max: 0.7253\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2291 - acc: 0.9074 - auc_min: 0.9712 - auc_max: 0.9722 - val_loss: 0.8032 - val_acc: 0.7778 - val_auc_min: 0.6944 - val_auc_max: 0.7191\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.2325 - acc: 0.9352 - auc_min: 0.9709 - auc_max: 0.9715 - val_loss: 0.7882 - val_acc: 0.7778 - val_auc_min: 0.6698 - val_auc_max: 0.7006\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.2165 - acc: 0.9259 - auc_min: 0.9678 - auc_max: 0.9698 - val_loss: 1.0018 - val_acc: 0.6667 - val_auc_min: 0.6204 - val_auc_max: 0.6914\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.2329 - acc: 0.9167 - auc_min: 0.9647 - auc_max: 0.9664 - val_loss: 0.9813 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6667\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.2158 - acc: 0.9352 - auc_min: 0.9650 - auc_max: 0.9667 - val_loss: 0.9771 - val_acc: 0.7500 - val_auc_min: 0.6080 - val_auc_max: 0.6574\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2010 - acc: 0.9722 - auc_min: 0.9650 - auc_max: 0.9667 - val_loss: 1.0507 - val_acc: 0.5833 - val_auc_min: 0.6019 - val_auc_max: 0.6574\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.2083 - acc: 0.9537 - auc_min: 0.9671 - auc_max: 0.9688 - val_loss: 1.0293 - val_acc: 0.6667 - val_auc_min: 0.6019 - val_auc_max: 0.6543\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.1986 - acc: 0.9630 - auc_min: 0.9657 - auc_max: 0.9660 - val_loss: 1.1376 - val_acc: 0.4722 - val_auc_min: 0.6019 - val_auc_max: 0.6574\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.1991 - acc: 0.9537 - auc_min: 0.9636 - auc_max: 0.9647 - val_loss: 1.0392 - val_acc: 0.7222 - val_auc_min: 0.6080 - val_auc_max: 0.6574\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.1916 - acc: 0.9630 - auc_min: 0.9671 - auc_max: 0.9695 - val_loss: 1.0168 - val_acc: 0.7500 - val_auc_min: 0.6142 - val_auc_max: 0.6667\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.1896 - acc: 0.9630 - auc_min: 0.9647 - auc_max: 0.9671 - val_loss: 1.1108 - val_acc: 0.6389 - val_auc_min: 0.6049 - val_auc_max: 0.6790\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.1933 - acc: 0.9537 - auc_min: 0.9636 - auc_max: 0.9657 - val_loss: 1.1844 - val_acc: 0.5833 - val_auc_min: 0.6235 - val_auc_max: 0.7191\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.1810 - acc: 0.9630 - auc_min: 0.9664 - auc_max: 0.9681 - val_loss: 0.9884 - val_acc: 0.7778 - val_auc_min: 0.6420 - val_auc_max: 0.6790\n",
            "2/2 [==============================] - 1s 106ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 787ms/step - loss: 1.2293 - acc: 0.5000 - auc_min: 0.3525 - auc_max: 0.3652 - val_loss: 0.7712 - val_acc: 0.5000 - val_auc_min: 0.5309 - val_auc_max: 0.5864\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.9007 - acc: 0.5000 - auc_min: 0.5007 - auc_max: 0.5161 - val_loss: 0.8123 - val_acc: 0.5000 - val_auc_min: 0.8611 - val_auc_max: 0.8704\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.7588 - acc: 0.5185 - auc_min: 0.6211 - auc_max: 0.6307 - val_loss: 0.5907 - val_acc: 0.6389 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.6423 - acc: 0.6481 - auc_min: 0.7551 - auc_max: 0.7644 - val_loss: 0.6490 - val_acc: 0.6389 - val_auc_min: 0.7654 - val_auc_max: 0.7747\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.6387 - acc: 0.6389 - auc_min: 0.7843 - auc_max: 0.7901 - val_loss: 0.5729 - val_acc: 0.7222 - val_auc_min: 0.7623 - val_auc_max: 0.7747\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.5369 - acc: 0.7778 - auc_min: 0.8162 - auc_max: 0.8213 - val_loss: 0.5998 - val_acc: 0.5556 - val_auc_min: 0.7407 - val_auc_max: 0.7438\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.5577 - acc: 0.6944 - auc_min: 0.8443 - auc_max: 0.8481 - val_loss: 0.5924 - val_acc: 0.6389 - val_auc_min: 0.7407 - val_auc_max: 0.7500\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.5243 - acc: 0.7500 - auc_min: 0.8330 - auc_max: 0.8357 - val_loss: 0.6032 - val_acc: 0.7222 - val_auc_min: 0.7284 - val_auc_max: 0.7284\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.5113 - acc: 0.8148 - auc_min: 0.8368 - auc_max: 0.8385 - val_loss: 0.6273 - val_acc: 0.5556 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.4935 - acc: 0.8056 - auc_min: 0.8350 - auc_max: 0.8381 - val_loss: 0.6218 - val_acc: 0.6944 - val_auc_min: 0.7222 - val_auc_max: 0.7253\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.4910 - acc: 0.7685 - auc_min: 0.8371 - auc_max: 0.8416 - val_loss: 0.6267 - val_acc: 0.6667 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.4947 - acc: 0.7870 - auc_min: 0.8364 - auc_max: 0.8402 - val_loss: 0.6364 - val_acc: 0.6944 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 348ms/step - loss: 0.4623 - acc: 0.7778 - auc_min: 0.8553 - auc_max: 0.8587 - val_loss: 0.6508 - val_acc: 0.7222 - val_auc_min: 0.7160 - val_auc_max: 0.7222\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.4767 - acc: 0.8056 - auc_min: 0.8491 - auc_max: 0.8522 - val_loss: 0.6601 - val_acc: 0.7222 - val_auc_min: 0.7037 - val_auc_max: 0.7037\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4740 - acc: 0.7870 - auc_min: 0.8443 - auc_max: 0.8474 - val_loss: 0.6559 - val_acc: 0.7222 - val_auc_min: 0.7037 - val_auc_max: 0.7037\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.4757 - acc: 0.7870 - auc_min: 0.8422 - auc_max: 0.8443 - val_loss: 0.6704 - val_acc: 0.7222 - val_auc_min: 0.7037 - val_auc_max: 0.7037\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4595 - acc: 0.8148 - auc_min: 0.8553 - auc_max: 0.8584 - val_loss: 0.6778 - val_acc: 0.6944 - val_auc_min: 0.6975 - val_auc_max: 0.7037\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4477 - acc: 0.7778 - auc_min: 0.8690 - auc_max: 0.8741 - val_loss: 0.6722 - val_acc: 0.7222 - val_auc_min: 0.6914 - val_auc_max: 0.6975\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.4409 - acc: 0.8056 - auc_min: 0.8673 - auc_max: 0.8693 - val_loss: 0.6903 - val_acc: 0.6111 - val_auc_min: 0.6852 - val_auc_max: 0.6914\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4449 - acc: 0.7870 - auc_min: 0.8669 - auc_max: 0.8687 - val_loss: 0.6913 - val_acc: 0.6944 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.4385 - acc: 0.8148 - auc_min: 0.8752 - auc_max: 0.8769 - val_loss: 0.6981 - val_acc: 0.6667 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.4176 - acc: 0.8148 - auc_min: 0.8872 - auc_max: 0.8896 - val_loss: 0.6981 - val_acc: 0.6944 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.4318 - acc: 0.8056 - auc_min: 0.8776 - auc_max: 0.8796 - val_loss: 0.7097 - val_acc: 0.5833 - val_auc_min: 0.6852 - val_auc_max: 0.6852\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.4365 - acc: 0.7870 - auc_min: 0.8728 - auc_max: 0.8752 - val_loss: 0.6923 - val_acc: 0.7222 - val_auc_min: 0.6883 - val_auc_max: 0.6883\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4173 - acc: 0.8148 - auc_min: 0.8824 - auc_max: 0.8858 - val_loss: 0.7079 - val_acc: 0.6111 - val_auc_min: 0.6883 - val_auc_max: 0.6914\n",
            "2/2 [==============================] - 1s 95ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 808ms/step - loss: 0.9380 - acc: 0.3519 - auc_min: 0.2589 - auc_max: 0.2665 - val_loss: 0.7303 - val_acc: 0.5000 - val_auc_min: 0.1667 - val_auc_max: 0.2037\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 504ms/step - loss: 0.6778 - acc: 0.5370 - auc_min: 0.5850 - auc_max: 0.6001 - val_loss: 0.6125 - val_acc: 0.5000 - val_auc_min: 0.9259 - val_auc_max: 0.9383\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 491ms/step - loss: 0.5558 - acc: 0.7870 - auc_min: 0.8340 - auc_max: 0.8405 - val_loss: 0.5064 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9753\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 509ms/step - loss: 0.4853 - acc: 0.8611 - auc_min: 0.8570 - auc_max: 0.8597 - val_loss: 0.4518 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.4639 - acc: 0.8241 - auc_min: 0.8519 - auc_max: 0.8529 - val_loss: 0.4115 - val_acc: 0.8611 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.4303 - acc: 0.8519 - auc_min: 0.8543 - auc_max: 0.8563 - val_loss: 0.3913 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 506ms/step - loss: 0.4304 - acc: 0.8426 - auc_min: 0.8604 - auc_max: 0.8618 - val_loss: 0.3849 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 487ms/step - loss: 0.4456 - acc: 0.8056 - auc_min: 0.8522 - auc_max: 0.8549 - val_loss: 0.3812 - val_acc: 0.8611 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 511ms/step - loss: 0.4137 - acc: 0.8333 - auc_min: 0.8615 - auc_max: 0.8652 - val_loss: 0.3756 - val_acc: 0.8611 - val_auc_min: 0.9475 - val_auc_max: 0.9599\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.4078 - acc: 0.8519 - auc_min: 0.8652 - auc_max: 0.8673 - val_loss: 0.3764 - val_acc: 0.8611 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.4141 - acc: 0.8333 - auc_min: 0.8741 - auc_max: 0.8769 - val_loss: 0.3780 - val_acc: 0.8611 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3980 - acc: 0.8241 - auc_min: 0.8789 - auc_max: 0.8800 - val_loss: 0.3862 - val_acc: 0.8611 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3781 - acc: 0.8333 - auc_min: 0.8879 - auc_max: 0.8896 - val_loss: 0.3905 - val_acc: 0.8611 - val_auc_min: 0.9290 - val_auc_max: 0.9383\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 359ms/step - loss: 0.3865 - acc: 0.8241 - auc_min: 0.8971 - auc_max: 0.8999 - val_loss: 0.3938 - val_acc: 0.8611 - val_auc_min: 0.9136 - val_auc_max: 0.9228\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3787 - acc: 0.8426 - auc_min: 0.9084 - auc_max: 0.9102 - val_loss: 0.3985 - val_acc: 0.8611 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3782 - acc: 0.8241 - auc_min: 0.9019 - auc_max: 0.9043 - val_loss: 0.4028 - val_acc: 0.8333 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3748 - acc: 0.8241 - auc_min: 0.9071 - auc_max: 0.9091 - val_loss: 0.4028 - val_acc: 0.8333 - val_auc_min: 0.8951 - val_auc_max: 0.9043\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3567 - acc: 0.8519 - auc_min: 0.9132 - auc_max: 0.9156 - val_loss: 0.4080 - val_acc: 0.8333 - val_auc_min: 0.8827 - val_auc_max: 0.8920\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3597 - acc: 0.8519 - auc_min: 0.9170 - auc_max: 0.9194 - val_loss: 0.4082 - val_acc: 0.7222 - val_auc_min: 0.8704 - val_auc_max: 0.8765\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3698 - acc: 0.8333 - auc_min: 0.9074 - auc_max: 0.9088 - val_loss: 0.4028 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3604 - acc: 0.8148 - auc_min: 0.9198 - auc_max: 0.9211 - val_loss: 0.3979 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3492 - acc: 0.8148 - auc_min: 0.9232 - auc_max: 0.9239 - val_loss: 0.3948 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3279 - acc: 0.8426 - auc_min: 0.9376 - auc_max: 0.9383 - val_loss: 0.3938 - val_acc: 0.6944 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3192 - acc: 0.8611 - auc_min: 0.9393 - auc_max: 0.9403 - val_loss: 0.3940 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3506 - acc: 0.8241 - auc_min: 0.9222 - auc_max: 0.9232 - val_loss: 0.3890 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3193 - acc: 0.8519 - auc_min: 0.9393 - auc_max: 0.9403 - val_loss: 0.3917 - val_acc: 0.6944 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3292 - acc: 0.8704 - auc_min: 0.9335 - auc_max: 0.9355 - val_loss: 0.3905 - val_acc: 0.8333 - val_auc_min: 0.8704 - val_auc_max: 0.8704\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3269 - acc: 0.8426 - auc_min: 0.9335 - auc_max: 0.9362 - val_loss: 0.3928 - val_acc: 0.8333 - val_auc_min: 0.8765 - val_auc_max: 0.8827\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3128 - acc: 0.8426 - auc_min: 0.9376 - auc_max: 0.9383 - val_loss: 0.4081 - val_acc: 0.8056 - val_auc_min: 0.8858 - val_auc_max: 0.8889\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 7s 810ms/step - loss: 0.8258 - acc: 0.5741 - auc_min: 0.5830 - auc_max: 0.5909 - val_loss: 1.0050 - val_acc: 0.4167 - val_auc_min: 0.2593 - val_auc_max: 0.2778\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 509ms/step - loss: 0.7112 - acc: 0.5833 - auc_min: 0.6848 - auc_max: 0.6965 - val_loss: 0.7873 - val_acc: 0.5278 - val_auc_min: 0.4938 - val_auc_max: 0.5062\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.5525 - acc: 0.7778 - auc_min: 0.8134 - auc_max: 0.8193 - val_loss: 0.8105 - val_acc: 0.6389 - val_auc_min: 0.6420 - val_auc_max: 0.6481\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.5291 - acc: 0.7315 - auc_min: 0.8213 - auc_max: 0.8244 - val_loss: 0.7047 - val_acc: 0.6111 - val_auc_min: 0.6667 - val_auc_max: 0.6759\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.5311 - acc: 0.7778 - auc_min: 0.7946 - auc_max: 0.8001 - val_loss: 0.6846 - val_acc: 0.6389 - val_auc_min: 0.6821 - val_auc_max: 0.6944\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 662ms/step - loss: 0.5319 - acc: 0.7685 - auc_min: 0.7939 - auc_max: 0.7994 - val_loss: 0.6745 - val_acc: 0.6111 - val_auc_min: 0.7160 - val_auc_max: 0.7284\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4977 - acc: 0.7593 - auc_min: 0.8306 - auc_max: 0.8357 - val_loss: 0.6871 - val_acc: 0.5556 - val_auc_min: 0.7531 - val_auc_max: 0.7531\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.4648 - acc: 0.7778 - auc_min: 0.8807 - auc_max: 0.8858 - val_loss: 0.6335 - val_acc: 0.6111 - val_auc_min: 0.7531 - val_auc_max: 0.7531\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 489ms/step - loss: 0.4873 - acc: 0.7500 - auc_min: 0.8426 - auc_max: 0.8481 - val_loss: 0.5963 - val_acc: 0.6389 - val_auc_min: 0.7500 - val_auc_max: 0.7531\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.4601 - acc: 0.7685 - auc_min: 0.8577 - auc_max: 0.8608 - val_loss: 0.5763 - val_acc: 0.6667 - val_auc_min: 0.7870 - val_auc_max: 0.7901\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.4748 - acc: 0.7500 - auc_min: 0.8344 - auc_max: 0.8395 - val_loss: 0.5635 - val_acc: 0.6667 - val_auc_min: 0.7778 - val_auc_max: 0.7901\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.4490 - acc: 0.7500 - auc_min: 0.8779 - auc_max: 0.8793 - val_loss: 0.5613 - val_acc: 0.6111 - val_auc_min: 0.7778 - val_auc_max: 0.7840\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 2s 503ms/step - loss: 0.4545 - acc: 0.7500 - auc_min: 0.8563 - auc_max: 0.8597 - val_loss: 0.5613 - val_acc: 0.6111 - val_auc_min: 0.7654 - val_auc_max: 0.7716\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 2s 490ms/step - loss: 0.4330 - acc: 0.7778 - auc_min: 0.8755 - auc_max: 0.8796 - val_loss: 0.5528 - val_acc: 0.6667 - val_auc_min: 0.7654 - val_auc_max: 0.7654\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 2s 507ms/step - loss: 0.4427 - acc: 0.7963 - auc_min: 0.8690 - auc_max: 0.8731 - val_loss: 0.5475 - val_acc: 0.7222 - val_auc_min: 0.7685 - val_auc_max: 0.7685\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4279 - acc: 0.8241 - auc_min: 0.8834 - auc_max: 0.8858 - val_loss: 0.5506 - val_acc: 0.7222 - val_auc_min: 0.7685 - val_auc_max: 0.7716\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4402 - acc: 0.8148 - auc_min: 0.8738 - auc_max: 0.8769 - val_loss: 0.5593 - val_acc: 0.6111 - val_auc_min: 0.7623 - val_auc_max: 0.7685\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.4292 - acc: 0.7963 - auc_min: 0.8879 - auc_max: 0.8916 - val_loss: 0.5729 - val_acc: 0.6111 - val_auc_min: 0.7593 - val_auc_max: 0.7593\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.4301 - acc: 0.7778 - auc_min: 0.8837 - auc_max: 0.8882 - val_loss: 0.5702 - val_acc: 0.7778 - val_auc_min: 0.7623 - val_auc_max: 0.7654\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.4201 - acc: 0.7870 - auc_min: 0.8978 - auc_max: 0.9009 - val_loss: 0.5502 - val_acc: 0.6389 - val_auc_min: 0.7747 - val_auc_max: 0.7809\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.4041 - acc: 0.7963 - auc_min: 0.8954 - auc_max: 0.8971 - val_loss: 0.5528 - val_acc: 0.6389 - val_auc_min: 0.7685 - val_auc_max: 0.7778\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 2s 737ms/step - loss: 0.4270 - acc: 0.8241 - auc_min: 0.8896 - auc_max: 0.8916 - val_loss: 0.5440 - val_acc: 0.6389 - val_auc_min: 0.7809 - val_auc_max: 0.7809\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.4070 - acc: 0.8056 - auc_min: 0.9009 - auc_max: 0.9023 - val_loss: 0.5475 - val_acc: 0.7778 - val_auc_min: 0.7932 - val_auc_max: 0.7963\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.4008 - acc: 0.8241 - auc_min: 0.9043 - auc_max: 0.9098 - val_loss: 0.5262 - val_acc: 0.7222 - val_auc_min: 0.7932 - val_auc_max: 0.7963\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4150 - acc: 0.8241 - auc_min: 0.8913 - auc_max: 0.8947 - val_loss: 0.5270 - val_acc: 0.6389 - val_auc_min: 0.7932 - val_auc_max: 0.7932\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.4101 - acc: 0.8426 - auc_min: 0.8981 - auc_max: 0.9026 - val_loss: 0.5270 - val_acc: 0.6389 - val_auc_min: 0.7932 - val_auc_max: 0.7963\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 2s 509ms/step - loss: 0.4013 - acc: 0.8241 - auc_min: 0.9002 - auc_max: 0.9050 - val_loss: 0.5251 - val_acc: 0.7222 - val_auc_min: 0.7932 - val_auc_max: 0.7963\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 2s 483ms/step - loss: 0.4033 - acc: 0.8241 - auc_min: 0.8992 - auc_max: 0.9019 - val_loss: 0.5201 - val_acc: 0.6667 - val_auc_min: 0.7963 - val_auc_max: 0.7963\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4004 - acc: 0.8519 - auc_min: 0.8968 - auc_max: 0.8995 - val_loss: 0.5336 - val_acc: 0.8056 - val_auc_min: 0.7963 - val_auc_max: 0.7963\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 2s 483ms/step - loss: 0.4043 - acc: 0.8148 - auc_min: 0.9053 - auc_max: 0.9088 - val_loss: 0.5099 - val_acc: 0.6944 - val_auc_min: 0.7963 - val_auc_max: 0.7994\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.4022 - acc: 0.8241 - auc_min: 0.9071 - auc_max: 0.9102 - val_loss: 0.5405 - val_acc: 0.6389 - val_auc_min: 0.7932 - val_auc_max: 0.7963\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4430 - acc: 0.7778 - auc_min: 0.8920 - auc_max: 0.8957 - val_loss: 0.5192 - val_acc: 0.6944 - val_auc_min: 0.7901 - val_auc_max: 0.7932\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3979 - acc: 0.8148 - auc_min: 0.9019 - auc_max: 0.9036 - val_loss: 0.5708 - val_acc: 0.8056 - val_auc_min: 0.7932 - val_auc_max: 0.7963\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.4588 - acc: 0.7778 - auc_min: 0.8841 - auc_max: 0.8903 - val_loss: 0.5424 - val_acc: 0.7778 - val_auc_min: 0.7840 - val_auc_max: 0.7901\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 326ms/step - loss: 0.3954 - acc: 0.8333 - auc_min: 0.8988 - auc_max: 0.9033 - val_loss: 0.5517 - val_acc: 0.6111 - val_auc_min: 0.7840 - val_auc_max: 0.7870\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3980 - acc: 0.8241 - auc_min: 0.9016 - auc_max: 0.9053 - val_loss: 0.5544 - val_acc: 0.6111 - val_auc_min: 0.7840 - val_auc_max: 0.7840\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3876 - acc: 0.8333 - auc_min: 0.9057 - auc_max: 0.9084 - val_loss: 0.5531 - val_acc: 0.7778 - val_auc_min: 0.7809 - val_auc_max: 0.7963\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3837 - acc: 0.8333 - auc_min: 0.9160 - auc_max: 0.9194 - val_loss: 0.5576 - val_acc: 0.8056 - val_auc_min: 0.7963 - val_auc_max: 0.7994\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.4140 - acc: 0.8333 - auc_min: 0.8913 - auc_max: 0.8947 - val_loss: 0.5229 - val_acc: 0.6389 - val_auc_min: 0.7994 - val_auc_max: 0.8056\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.4186 - acc: 0.8241 - auc_min: 0.8913 - auc_max: 0.8947 - val_loss: 0.5202 - val_acc: 0.6389 - val_auc_min: 0.8025 - val_auc_max: 0.8086\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3778 - acc: 0.8333 - auc_min: 0.9163 - auc_max: 0.9187 - val_loss: 0.5188 - val_acc: 0.8056 - val_auc_min: 0.8025 - val_auc_max: 0.8117\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3834 - acc: 0.8426 - auc_min: 0.9095 - auc_max: 0.9136 - val_loss: 0.5185 - val_acc: 0.7778 - val_auc_min: 0.8025 - val_auc_max: 0.8086\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3686 - acc: 0.8333 - auc_min: 0.9167 - auc_max: 0.9201 - val_loss: 0.5114 - val_acc: 0.6389 - val_auc_min: 0.8086 - val_auc_max: 0.8117\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3854 - acc: 0.8426 - auc_min: 0.9016 - auc_max: 0.9057 - val_loss: 0.5200 - val_acc: 0.6111 - val_auc_min: 0.8086 - val_auc_max: 0.8179\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3760 - acc: 0.8519 - auc_min: 0.9218 - auc_max: 0.9252 - val_loss: 0.5149 - val_acc: 0.6944 - val_auc_min: 0.8148 - val_auc_max: 0.8210\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3858 - acc: 0.8333 - auc_min: 0.9057 - auc_max: 0.9088 - val_loss: 0.5295 - val_acc: 0.7778 - val_auc_min: 0.8117 - val_auc_max: 0.8179\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3907 - acc: 0.8333 - auc_min: 0.9095 - auc_max: 0.9119 - val_loss: 0.5359 - val_acc: 0.7778 - val_auc_min: 0.8117 - val_auc_max: 0.8148\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3852 - acc: 0.8519 - auc_min: 0.9023 - auc_max: 0.9043 - val_loss: 0.5297 - val_acc: 0.6944 - val_auc_min: 0.8117 - val_auc_max: 0.8179\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3722 - acc: 0.8241 - auc_min: 0.9129 - auc_max: 0.9163 - val_loss: 0.5460 - val_acc: 0.6111 - val_auc_min: 0.8056 - val_auc_max: 0.8117\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3740 - acc: 0.8333 - auc_min: 0.9187 - auc_max: 0.9211 - val_loss: 0.5362 - val_acc: 0.6389 - val_auc_min: 0.8086 - val_auc_max: 0.8117\n",
            "2/2 [==============================] - 1s 91ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 886ms/step - loss: 0.6999 - acc: 0.5463 - auc_min: 0.5864 - auc_max: 0.5971 - val_loss: 0.5992 - val_acc: 0.6389 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 508ms/step - loss: 0.5752 - acc: 0.7222 - auc_min: 0.8114 - auc_max: 0.8176 - val_loss: 0.5569 - val_acc: 0.8056 - val_auc_min: 0.8117 - val_auc_max: 0.8148\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.4920 - acc: 0.8148 - auc_min: 0.8505 - auc_max: 0.8543 - val_loss: 0.5999 - val_acc: 0.8056 - val_auc_min: 0.7068 - val_auc_max: 0.7222\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.4547 - acc: 0.7963 - auc_min: 0.8711 - auc_max: 0.8745 - val_loss: 0.7575 - val_acc: 0.8056 - val_auc_min: 0.6296 - val_auc_max: 0.6389\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.4469 - acc: 0.8148 - auc_min: 0.8793 - auc_max: 0.8824 - val_loss: 0.7641 - val_acc: 0.8056 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4068 - acc: 0.8148 - auc_min: 0.8954 - auc_max: 0.8995 - val_loss: 0.7511 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4260 - acc: 0.8056 - auc_min: 0.8978 - auc_max: 0.9002 - val_loss: 0.8261 - val_acc: 0.7778 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3772 - acc: 0.8333 - auc_min: 0.9204 - auc_max: 0.9211 - val_loss: 0.9828 - val_acc: 0.8056 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.4092 - acc: 0.8148 - auc_min: 0.8951 - auc_max: 0.8961 - val_loss: 1.0767 - val_acc: 0.7500 - val_auc_min: 0.6296 - val_auc_max: 0.6296\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.3787 - acc: 0.8426 - auc_min: 0.9074 - auc_max: 0.9084 - val_loss: 1.0281 - val_acc: 0.7778 - val_auc_min: 0.6204 - val_auc_max: 0.6235\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.4007 - acc: 0.8611 - auc_min: 0.9002 - auc_max: 0.9005 - val_loss: 1.0933 - val_acc: 0.7778 - val_auc_min: 0.6111 - val_auc_max: 0.6111\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3613 - acc: 0.8611 - auc_min: 0.9163 - auc_max: 0.9177 - val_loss: 1.1590 - val_acc: 0.7778 - val_auc_min: 0.6111 - val_auc_max: 0.6111\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 314ms/step - loss: 0.3559 - acc: 0.8611 - auc_min: 0.9198 - auc_max: 0.9222 - val_loss: 1.2386 - val_acc: 0.6111 - val_auc_min: 0.5988 - val_auc_max: 0.6019\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3650 - acc: 0.8611 - auc_min: 0.9194 - auc_max: 0.9222 - val_loss: 1.2329 - val_acc: 0.6389 - val_auc_min: 0.5833 - val_auc_max: 0.5864\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3524 - acc: 0.8796 - auc_min: 0.9263 - auc_max: 0.9287 - val_loss: 1.2860 - val_acc: 0.6111 - val_auc_min: 0.5741 - val_auc_max: 0.5741\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 314ms/step - loss: 0.3739 - acc: 0.8611 - auc_min: 0.9098 - auc_max: 0.9126 - val_loss: 1.4371 - val_acc: 0.4444 - val_auc_min: 0.5741 - val_auc_max: 0.5741\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3780 - acc: 0.8611 - auc_min: 0.9115 - auc_max: 0.9122 - val_loss: 1.4182 - val_acc: 0.5556 - val_auc_min: 0.5741 - val_auc_max: 0.5741\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3510 - acc: 0.8519 - auc_min: 0.9246 - auc_max: 0.9270 - val_loss: 1.3726 - val_acc: 0.5833 - val_auc_min: 0.5741 - val_auc_max: 0.5741\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3399 - acc: 0.8704 - auc_min: 0.9314 - auc_max: 0.9335 - val_loss: 1.5790 - val_acc: 0.4444 - val_auc_min: 0.5556 - val_auc_max: 0.5617\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3369 - acc: 0.8796 - auc_min: 0.9348 - auc_max: 0.9366 - val_loss: 1.5961 - val_acc: 0.4444 - val_auc_min: 0.5556 - val_auc_max: 0.5556\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3397 - acc: 0.8611 - auc_min: 0.9300 - auc_max: 0.9304 - val_loss: 1.5818 - val_acc: 0.4167 - val_auc_min: 0.5556 - val_auc_max: 0.5556\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3508 - acc: 0.8241 - auc_min: 0.9304 - auc_max: 0.9321 - val_loss: 1.5712 - val_acc: 0.5833 - val_auc_min: 0.5494 - val_auc_max: 0.5494\n",
            "2/2 [==============================] - 1s 97ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 801ms/step - loss: 0.7253 - acc: 0.5370 - auc_min: 0.5453 - auc_max: 0.5514 - val_loss: 0.5796 - val_acc: 0.8056 - val_auc_min: 0.9074 - val_auc_max: 0.9167\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.5634 - acc: 0.7130 - auc_min: 0.8429 - auc_max: 0.8498 - val_loss: 0.4471 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.4901 - acc: 0.8426 - auc_min: 0.8975 - auc_max: 0.9016 - val_loss: 0.3879 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.4536 - acc: 0.7870 - auc_min: 0.9005 - auc_max: 0.9033 - val_loss: 0.3296 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 497ms/step - loss: 0.4438 - acc: 0.8241 - auc_min: 0.8865 - auc_max: 0.8896 - val_loss: 0.3247 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4174 - acc: 0.8333 - auc_min: 0.9150 - auc_max: 0.9184 - val_loss: 0.3334 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 2s 489ms/step - loss: 0.4020 - acc: 0.8056 - auc_min: 0.9174 - auc_max: 0.9184 - val_loss: 0.3047 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 495ms/step - loss: 0.4078 - acc: 0.8148 - auc_min: 0.9184 - auc_max: 0.9211 - val_loss: 0.2855 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3569 - acc: 0.8796 - auc_min: 0.9393 - auc_max: 0.9400 - val_loss: 0.3347 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3814 - acc: 0.8426 - auc_min: 0.9304 - auc_max: 0.9324 - val_loss: 0.3456 - val_acc: 0.8333 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3530 - acc: 0.8333 - auc_min: 0.9390 - auc_max: 0.9424 - val_loss: 0.2889 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3703 - acc: 0.8611 - auc_min: 0.9342 - auc_max: 0.9376 - val_loss: 0.2931 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3409 - acc: 0.8426 - auc_min: 0.9414 - auc_max: 0.9427 - val_loss: 0.3199 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3621 - acc: 0.8519 - auc_min: 0.9321 - auc_max: 0.9345 - val_loss: 0.3077 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3489 - acc: 0.8519 - auc_min: 0.9369 - auc_max: 0.9379 - val_loss: 0.3157 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3480 - acc: 0.8704 - auc_min: 0.9314 - auc_max: 0.9338 - val_loss: 0.3013 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3456 - acc: 0.8796 - auc_min: 0.9355 - auc_max: 0.9376 - val_loss: 0.3380 - val_acc: 0.8611 - val_auc_min: 0.9784 - val_auc_max: 0.9784\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3398 - acc: 0.8519 - auc_min: 0.9458 - auc_max: 0.9468 - val_loss: 0.3325 - val_acc: 0.8611 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3393 - acc: 0.8889 - auc_min: 0.9352 - auc_max: 0.9372 - val_loss: 0.3067 - val_acc: 0.8611 - val_auc_min: 0.9753 - val_auc_max: 0.9753\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3350 - acc: 0.8889 - auc_min: 0.9420 - auc_max: 0.9427 - val_loss: 0.3363 - val_acc: 0.8611 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3250 - acc: 0.8611 - auc_min: 0.9486 - auc_max: 0.9499 - val_loss: 0.2964 - val_acc: 0.8889 - val_auc_min: 0.9722 - val_auc_max: 0.9722\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3416 - acc: 0.8889 - auc_min: 0.9393 - auc_max: 0.9424 - val_loss: 0.2995 - val_acc: 0.8611 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3309 - acc: 0.8889 - auc_min: 0.9458 - auc_max: 0.9472 - val_loss: 0.2914 - val_acc: 0.8611 - val_auc_min: 0.9753 - val_auc_max: 0.9753\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3204 - acc: 0.8889 - auc_min: 0.9479 - auc_max: 0.9503 - val_loss: 0.3399 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3284 - acc: 0.8426 - auc_min: 0.9420 - auc_max: 0.9434 - val_loss: 0.3340 - val_acc: 0.8611 - val_auc_min: 0.9784 - val_auc_max: 0.9815\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3262 - acc: 0.8426 - auc_min: 0.9462 - auc_max: 0.9475 - val_loss: 0.3037 - val_acc: 0.8611 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3291 - acc: 0.8889 - auc_min: 0.9417 - auc_max: 0.9434 - val_loss: 0.2932 - val_acc: 0.8611 - val_auc_min: 0.9753 - val_auc_max: 0.9784\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3073 - acc: 0.8611 - auc_min: 0.9520 - auc_max: 0.9530 - val_loss: 0.3443 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "2/2 [==============================] - 1s 97ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 803ms/step - loss: 1.2220 - acc: 0.4907 - auc_min: 0.3789 - auc_max: 0.3872 - val_loss: 0.8889 - val_acc: 0.3333 - val_auc_min: 0.3333 - val_auc_max: 0.3333\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 484ms/step - loss: 0.8791 - acc: 0.4907 - auc_min: 0.5281 - auc_max: 0.5456 - val_loss: 0.8510 - val_acc: 0.5000 - val_auc_min: 0.6667 - val_auc_max: 0.6790\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.6944 - acc: 0.5463 - auc_min: 0.7191 - auc_max: 0.7308 - val_loss: 0.5579 - val_acc: 0.8333 - val_auc_min: 0.9321 - val_auc_max: 0.9444\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 479ms/step - loss: 0.6209 - acc: 0.6481 - auc_min: 0.7929 - auc_max: 0.7997 - val_loss: 0.5320 - val_acc: 0.6667 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 488ms/step - loss: 0.5988 - acc: 0.7037 - auc_min: 0.8107 - auc_max: 0.8186 - val_loss: 0.4178 - val_acc: 1.0000 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.5104 - acc: 0.7500 - auc_min: 0.8347 - auc_max: 0.8398 - val_loss: 0.4714 - val_acc: 0.6944 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.5484 - acc: 0.6481 - auc_min: 0.8491 - auc_max: 0.8536 - val_loss: 0.4262 - val_acc: 0.8056 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.5060 - acc: 0.7407 - auc_min: 0.8344 - auc_max: 0.8388 - val_loss: 0.3409 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 479ms/step - loss: 0.5092 - acc: 0.7778 - auc_min: 0.8158 - auc_max: 0.8203 - val_loss: 0.3261 - val_acc: 0.8611 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.5225 - acc: 0.7778 - auc_min: 0.7977 - auc_max: 0.8011 - val_loss: 0.3338 - val_acc: 0.9444 - val_auc_min: 0.9877 - val_auc_max: 0.9877\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.4755 - acc: 0.7778 - auc_min: 0.8447 - auc_max: 0.8477 - val_loss: 0.3652 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4613 - acc: 0.7685 - auc_min: 0.8615 - auc_max: 0.8659 - val_loss: 0.3513 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 2s 500ms/step - loss: 0.4442 - acc: 0.7593 - auc_min: 0.8765 - auc_max: 0.8803 - val_loss: 0.3212 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 2s 478ms/step - loss: 0.4332 - acc: 0.8148 - auc_min: 0.8909 - auc_max: 0.8940 - val_loss: 0.3187 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.4569 - acc: 0.7593 - auc_min: 0.8628 - auc_max: 0.8663 - val_loss: 0.3474 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4539 - acc: 0.7685 - auc_min: 0.8573 - auc_max: 0.8615 - val_loss: 0.3451 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.4213 - acc: 0.7778 - auc_min: 0.8909 - auc_max: 0.8947 - val_loss: 0.3451 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.4278 - acc: 0.7963 - auc_min: 0.8889 - auc_max: 0.8930 - val_loss: 0.3410 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 2s 478ms/step - loss: 0.4274 - acc: 0.7500 - auc_min: 0.8875 - auc_max: 0.8913 - val_loss: 0.3026 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.4348 - acc: 0.7778 - auc_min: 0.9071 - auc_max: 0.9088 - val_loss: 0.3161 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.4095 - acc: 0.7963 - auc_min: 0.9081 - auc_max: 0.9091 - val_loss: 0.3460 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4087 - acc: 0.8148 - auc_min: 0.9098 - auc_max: 0.9129 - val_loss: 0.3780 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3939 - acc: 0.8056 - auc_min: 0.9235 - auc_max: 0.9256 - val_loss: 0.3206 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.4112 - acc: 0.7778 - auc_min: 0.9102 - auc_max: 0.9143 - val_loss: 0.3189 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 325ms/step - loss: 0.3973 - acc: 0.7870 - auc_min: 0.9074 - auc_max: 0.9119 - val_loss: 0.3401 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3963 - acc: 0.8241 - auc_min: 0.9170 - auc_max: 0.9180 - val_loss: 0.3903 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.4113 - acc: 0.7963 - auc_min: 0.9074 - auc_max: 0.9112 - val_loss: 0.3458 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3859 - acc: 0.7870 - auc_min: 0.9194 - auc_max: 0.9201 - val_loss: 0.3153 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 2s 481ms/step - loss: 0.3766 - acc: 0.8148 - auc_min: 0.9198 - auc_max: 0.9211 - val_loss: 0.2995 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3873 - acc: 0.7870 - auc_min: 0.9222 - auc_max: 0.9232 - val_loss: 0.3340 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3650 - acc: 0.8241 - auc_min: 0.9259 - auc_max: 0.9273 - val_loss: 0.4107 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3894 - acc: 0.8056 - auc_min: 0.9249 - auc_max: 0.9266 - val_loss: 0.3293 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 2s 513ms/step - loss: 0.3532 - acc: 0.8148 - auc_min: 0.9314 - auc_max: 0.9331 - val_loss: 0.2835 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3912 - acc: 0.8241 - auc_min: 0.9132 - auc_max: 0.9143 - val_loss: 0.3250 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3808 - acc: 0.7963 - auc_min: 0.9119 - auc_max: 0.9136 - val_loss: 0.3536 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3473 - acc: 0.8426 - auc_min: 0.9355 - auc_max: 0.9369 - val_loss: 0.3363 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3551 - acc: 0.8519 - auc_min: 0.9300 - auc_max: 0.9314 - val_loss: 0.3207 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3573 - acc: 0.7963 - auc_min: 0.9294 - auc_max: 0.9314 - val_loss: 0.3050 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3416 - acc: 0.8333 - auc_min: 0.9376 - auc_max: 0.9393 - val_loss: 0.3513 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 323ms/step - loss: 0.3358 - acc: 0.8333 - auc_min: 0.9366 - auc_max: 0.9379 - val_loss: 0.3223 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3427 - acc: 0.8241 - auc_min: 0.9342 - auc_max: 0.9362 - val_loss: 0.3105 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3485 - acc: 0.8333 - auc_min: 0.9242 - auc_max: 0.9252 - val_loss: 0.3550 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3338 - acc: 0.8519 - auc_min: 0.9359 - auc_max: 0.9393 - val_loss: 0.3591 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3625 - acc: 0.8148 - auc_min: 0.9276 - auc_max: 0.9290 - val_loss: 0.3510 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.3504 - acc: 0.8333 - auc_min: 0.9287 - auc_max: 0.9311 - val_loss: 0.3369 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.3290 - acc: 0.8519 - auc_min: 0.9400 - auc_max: 0.9407 - val_loss: 0.3345 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3331 - acc: 0.8333 - auc_min: 0.9338 - auc_max: 0.9362 - val_loss: 0.3155 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3378 - acc: 0.8148 - auc_min: 0.9321 - auc_max: 0.9335 - val_loss: 0.3418 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.3128 - acc: 0.8611 - auc_min: 0.9523 - auc_max: 0.9537 - val_loss: 0.3626 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3272 - acc: 0.8333 - auc_min: 0.9366 - auc_max: 0.9379 - val_loss: 0.2960 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3174 - acc: 0.8519 - auc_min: 0.9499 - auc_max: 0.9513 - val_loss: 0.3093 - val_acc: 0.8889 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3208 - acc: 0.8056 - auc_min: 0.9396 - auc_max: 0.9407 - val_loss: 0.4049 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3191 - acc: 0.8704 - auc_min: 0.9448 - auc_max: 0.9492 - val_loss: 0.3718 - val_acc: 0.8611 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 806ms/step - loss: 0.6775 - acc: 0.5463 - auc_min: 0.6073 - auc_max: 0.6176 - val_loss: 0.5838 - val_acc: 0.6944 - val_auc_min: 0.8148 - val_auc_max: 0.8148\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.6041 - acc: 0.6389 - auc_min: 0.7154 - auc_max: 0.7212 - val_loss: 0.5443 - val_acc: 0.6389 - val_auc_min: 0.8796 - val_auc_max: 0.8889\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.5360 - acc: 0.7407 - auc_min: 0.8162 - auc_max: 0.8196 - val_loss: 0.5020 - val_acc: 0.8056 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.5112 - acc: 0.7870 - auc_min: 0.8155 - auc_max: 0.8193 - val_loss: 0.4781 - val_acc: 0.8056 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.4994 - acc: 0.7963 - auc_min: 0.8323 - auc_max: 0.8378 - val_loss: 0.4691 - val_acc: 0.8056 - val_auc_min: 0.9198 - val_auc_max: 0.9259\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 501ms/step - loss: 0.4785 - acc: 0.8148 - auc_min: 0.8313 - auc_max: 0.8350 - val_loss: 0.4425 - val_acc: 0.7778 - val_auc_min: 0.9198 - val_auc_max: 0.9198\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.4735 - acc: 0.7963 - auc_min: 0.8313 - auc_max: 0.8364 - val_loss: 0.4470 - val_acc: 0.8056 - val_auc_min: 0.9074 - val_auc_max: 0.9074\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.4714 - acc: 0.7870 - auc_min: 0.8302 - auc_max: 0.8330 - val_loss: 0.4490 - val_acc: 0.8056 - val_auc_min: 0.9074 - val_auc_max: 0.9167\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 519ms/step - loss: 0.4433 - acc: 0.8148 - auc_min: 0.8597 - auc_max: 0.8625 - val_loss: 0.4394 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.4192 - acc: 0.8333 - auc_min: 0.8906 - auc_max: 0.8909 - val_loss: 0.4441 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4181 - acc: 0.8148 - auc_min: 0.8817 - auc_max: 0.8848 - val_loss: 0.4525 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 2s 490ms/step - loss: 0.4154 - acc: 0.8148 - auc_min: 0.8865 - auc_max: 0.8879 - val_loss: 0.4376 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3990 - acc: 0.8519 - auc_min: 0.9005 - auc_max: 0.9047 - val_loss: 0.4423 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.4099 - acc: 0.8426 - auc_min: 0.8944 - auc_max: 0.8978 - val_loss: 0.4460 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 2s 491ms/step - loss: 0.4162 - acc: 0.8519 - auc_min: 0.8868 - auc_max: 0.8889 - val_loss: 0.4159 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3742 - acc: 0.8796 - auc_min: 0.9112 - auc_max: 0.9136 - val_loss: 0.4763 - val_acc: 0.6667 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3967 - acc: 0.8519 - auc_min: 0.8951 - auc_max: 0.8975 - val_loss: 0.4459 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 2s 494ms/step - loss: 0.3903 - acc: 0.8519 - auc_min: 0.8957 - auc_max: 0.8992 - val_loss: 0.4060 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3791 - acc: 0.8704 - auc_min: 0.9084 - auc_max: 0.9102 - val_loss: 0.5206 - val_acc: 0.6667 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3908 - acc: 0.8333 - auc_min: 0.9060 - auc_max: 0.9084 - val_loss: 0.4443 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3423 - acc: 0.8889 - auc_min: 0.9242 - auc_max: 0.9249 - val_loss: 0.4295 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3670 - acc: 0.8796 - auc_min: 0.9071 - auc_max: 0.9102 - val_loss: 0.4242 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3553 - acc: 0.8796 - auc_min: 0.9174 - auc_max: 0.9204 - val_loss: 0.5095 - val_acc: 0.6667 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3839 - acc: 0.8704 - auc_min: 0.9050 - auc_max: 0.9064 - val_loss: 0.4177 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3585 - acc: 0.8796 - auc_min: 0.9122 - auc_max: 0.9146 - val_loss: 0.4091 - val_acc: 0.7500 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3484 - acc: 0.8611 - auc_min: 0.9235 - auc_max: 0.9252 - val_loss: 0.4138 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3714 - acc: 0.8704 - auc_min: 0.9088 - auc_max: 0.9112 - val_loss: 0.4743 - val_acc: 0.6667 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3554 - acc: 0.8704 - auc_min: 0.9194 - auc_max: 0.9215 - val_loss: 0.4579 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.3408 - acc: 0.8981 - auc_min: 0.9232 - auc_max: 0.9263 - val_loss: 0.4328 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3555 - acc: 0.8889 - auc_min: 0.9115 - auc_max: 0.9122 - val_loss: 0.4621 - val_acc: 0.7778 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3234 - acc: 0.8889 - auc_min: 0.9252 - auc_max: 0.9270 - val_loss: 0.4308 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3648 - acc: 0.8796 - auc_min: 0.9105 - auc_max: 0.9139 - val_loss: 0.4235 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3344 - acc: 0.8796 - auc_min: 0.9246 - auc_max: 0.9270 - val_loss: 0.4764 - val_acc: 0.6667 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3248 - acc: 0.9074 - auc_min: 0.9235 - auc_max: 0.9273 - val_loss: 0.4475 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3255 - acc: 0.8796 - auc_min: 0.9304 - auc_max: 0.9328 - val_loss: 0.4449 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9259\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3264 - acc: 0.8981 - auc_min: 0.9235 - auc_max: 0.9252 - val_loss: 0.4283 - val_acc: 0.8056 - val_auc_min: 0.9259 - val_auc_max: 0.9290\n",
            "Epoch 37/10000\n",
            "4/4 [==============================] - 3s 819ms/step - loss: 0.3383 - acc: 0.8704 - auc_min: 0.9235 - auc_max: 0.9246 - val_loss: 0.4028 - val_acc: 0.7778 - val_auc_min: 0.9290 - val_auc_max: 0.9290\n",
            "Epoch 38/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3141 - acc: 0.8981 - auc_min: 0.9338 - auc_max: 0.9359 - val_loss: 0.4685 - val_acc: 0.7778 - val_auc_min: 0.9290 - val_auc_max: 0.9321\n",
            "Epoch 39/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3151 - acc: 0.8889 - auc_min: 0.9352 - auc_max: 0.9376 - val_loss: 0.4385 - val_acc: 0.8056 - val_auc_min: 0.9321 - val_auc_max: 0.9321\n",
            "Epoch 40/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3169 - acc: 0.9074 - auc_min: 0.9314 - auc_max: 0.9338 - val_loss: 0.4641 - val_acc: 0.8056 - val_auc_min: 0.9321 - val_auc_max: 0.9383\n",
            "Epoch 41/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3195 - acc: 0.8796 - auc_min: 0.9335 - auc_max: 0.9348 - val_loss: 0.4253 - val_acc: 0.8056 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 42/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3428 - acc: 0.8981 - auc_min: 0.9119 - auc_max: 0.9153 - val_loss: 0.4531 - val_acc: 0.8056 - val_auc_min: 0.9383 - val_auc_max: 0.9414\n",
            "Epoch 43/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3129 - acc: 0.9167 - auc_min: 0.9324 - auc_max: 0.9348 - val_loss: 0.4379 - val_acc: 0.8056 - val_auc_min: 0.9414 - val_auc_max: 0.9414\n",
            "Epoch 44/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3253 - acc: 0.8981 - auc_min: 0.9273 - auc_max: 0.9294 - val_loss: 0.4197 - val_acc: 0.8056 - val_auc_min: 0.9414 - val_auc_max: 0.9444\n",
            "Epoch 45/10000\n",
            "4/4 [==============================] - 1s 334ms/step - loss: 0.3010 - acc: 0.8981 - auc_min: 0.9379 - auc_max: 0.9396 - val_loss: 0.4562 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 46/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3253 - acc: 0.9074 - auc_min: 0.9256 - auc_max: 0.9273 - val_loss: 0.4366 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 47/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.2999 - acc: 0.9074 - auc_min: 0.9379 - auc_max: 0.9410 - val_loss: 0.4780 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 48/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3040 - acc: 0.9167 - auc_min: 0.9386 - auc_max: 0.9424 - val_loss: 0.4216 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 49/10000\n",
            "4/4 [==============================] - 3s 881ms/step - loss: 0.3351 - acc: 0.8796 - auc_min: 0.9249 - auc_max: 0.9266 - val_loss: 0.3754 - val_acc: 0.7500 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 50/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3015 - acc: 0.8519 - auc_min: 0.9462 - auc_max: 0.9482 - val_loss: 0.4830 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 51/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3186 - acc: 0.8981 - auc_min: 0.9379 - auc_max: 0.9403 - val_loss: 0.5512 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 52/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2943 - acc: 0.9167 - auc_min: 0.9472 - auc_max: 0.9489 - val_loss: 0.3816 - val_acc: 0.7500 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 53/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3171 - acc: 0.8611 - auc_min: 0.9420 - auc_max: 0.9451 - val_loss: 0.3974 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 54/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2867 - acc: 0.8981 - auc_min: 0.9479 - auc_max: 0.9489 - val_loss: 0.5349 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 55/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.3082 - acc: 0.9074 - auc_min: 0.9448 - auc_max: 0.9479 - val_loss: 0.5105 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 56/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.2984 - acc: 0.8981 - auc_min: 0.9376 - auc_max: 0.9407 - val_loss: 0.3939 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 57/10000\n",
            "4/4 [==============================] - 1s 343ms/step - loss: 0.2758 - acc: 0.8981 - auc_min: 0.9527 - auc_max: 0.9544 - val_loss: 0.4289 - val_acc: 0.8056 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 58/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2873 - acc: 0.8796 - auc_min: 0.9468 - auc_max: 0.9486 - val_loss: 0.5140 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 59/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2737 - acc: 0.9167 - auc_min: 0.9468 - auc_max: 0.9479 - val_loss: 0.4656 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 60/10000\n",
            "4/4 [==============================] - 1s 351ms/step - loss: 0.2636 - acc: 0.9167 - auc_min: 0.9534 - auc_max: 0.9554 - val_loss: 0.4518 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 61/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2779 - acc: 0.8981 - auc_min: 0.9492 - auc_max: 0.9499 - val_loss: 0.4650 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 62/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2733 - acc: 0.8981 - auc_min: 0.9486 - auc_max: 0.9499 - val_loss: 0.4914 - val_acc: 0.7500 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 63/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2505 - acc: 0.9167 - auc_min: 0.9595 - auc_max: 0.9599 - val_loss: 0.4249 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 64/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2767 - acc: 0.8981 - auc_min: 0.9455 - auc_max: 0.9458 - val_loss: 0.4511 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 65/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.2630 - acc: 0.8981 - auc_min: 0.9547 - auc_max: 0.9554 - val_loss: 0.4799 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 66/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2607 - acc: 0.9167 - auc_min: 0.9527 - auc_max: 0.9540 - val_loss: 0.5509 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 67/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2745 - acc: 0.9167 - auc_min: 0.9547 - auc_max: 0.9571 - val_loss: 0.4512 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 68/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2608 - acc: 0.9167 - auc_min: 0.9527 - auc_max: 0.9537 - val_loss: 0.3791 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 69/10000\n",
            "4/4 [==============================] - 3s 787ms/step - loss: 0.2989 - acc: 0.8611 - auc_min: 0.9547 - auc_max: 0.9561 - val_loss: 0.3602 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 70/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2566 - acc: 0.8889 - auc_min: 0.9616 - auc_max: 0.9630 - val_loss: 0.5549 - val_acc: 0.6944 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 71/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2770 - acc: 0.9167 - auc_min: 0.9626 - auc_max: 0.9633 - val_loss: 0.4979 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 72/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.2662 - acc: 0.8981 - auc_min: 0.9561 - auc_max: 0.9568 - val_loss: 0.3675 - val_acc: 0.7778 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 73/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2709 - acc: 0.8704 - auc_min: 0.9606 - auc_max: 0.9616 - val_loss: 0.5168 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 74/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2626 - acc: 0.9167 - auc_min: 0.9575 - auc_max: 0.9582 - val_loss: 0.5470 - val_acc: 0.7222 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 75/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2517 - acc: 0.9074 - auc_min: 0.9633 - auc_max: 0.9650 - val_loss: 0.4328 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 76/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2667 - acc: 0.8704 - auc_min: 0.9636 - auc_max: 0.9643 - val_loss: 0.4355 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 77/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.2596 - acc: 0.9259 - auc_min: 0.9588 - auc_max: 0.9602 - val_loss: 0.6630 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 78/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.2584 - acc: 0.9074 - auc_min: 0.9630 - auc_max: 0.9647 - val_loss: 0.4056 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 79/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.2567 - acc: 0.8611 - auc_min: 0.9729 - auc_max: 0.9739 - val_loss: 0.5016 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 80/10000\n",
            "4/4 [==============================] - 1s 350ms/step - loss: 0.2667 - acc: 0.8981 - auc_min: 0.9564 - auc_max: 0.9578 - val_loss: 0.7042 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 81/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2504 - acc: 0.9167 - auc_min: 0.9674 - auc_max: 0.9681 - val_loss: 0.4835 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 82/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2421 - acc: 0.8981 - auc_min: 0.9660 - auc_max: 0.9671 - val_loss: 0.4605 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 83/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2358 - acc: 0.9074 - auc_min: 0.9698 - auc_max: 0.9712 - val_loss: 0.6588 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 84/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.2406 - acc: 0.9259 - auc_min: 0.9712 - auc_max: 0.9722 - val_loss: 0.5348 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 85/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.2436 - acc: 0.8981 - auc_min: 0.9640 - auc_max: 0.9647 - val_loss: 0.4568 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 86/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2257 - acc: 0.9259 - auc_min: 0.9674 - auc_max: 0.9678 - val_loss: 0.6338 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 87/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.2266 - acc: 0.9167 - auc_min: 0.9719 - auc_max: 0.9719 - val_loss: 0.4696 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 88/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.2136 - acc: 0.9074 - auc_min: 0.9805 - auc_max: 0.9808 - val_loss: 0.4822 - val_acc: 0.8333 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "Epoch 89/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.2183 - acc: 0.9074 - auc_min: 0.9757 - auc_max: 0.9760 - val_loss: 0.6471 - val_acc: 0.6667 - val_auc_min: 0.9444 - val_auc_max: 0.9444\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 808ms/step - loss: 0.9228 - acc: 0.4352 - auc_min: 0.4386 - auc_max: 0.4482 - val_loss: 0.8581 - val_acc: 0.5000 - val_auc_min: 0.4383 - val_auc_max: 0.4444\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 482ms/step - loss: 0.7497 - acc: 0.5278 - auc_min: 0.5518 - auc_max: 0.5638 - val_loss: 0.6547 - val_acc: 0.6389 - val_auc_min: 0.7222 - val_auc_max: 0.7222\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.5876 - acc: 0.6481 - auc_min: 0.8385 - auc_max: 0.8460 - val_loss: 0.6228 - val_acc: 0.6389 - val_auc_min: 0.6852 - val_auc_max: 0.6975\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.5157 - acc: 0.7500 - auc_min: 0.8498 - auc_max: 0.8539 - val_loss: 0.7087 - val_acc: 0.5833 - val_auc_min: 0.6667 - val_auc_max: 0.6759\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 321ms/step - loss: 0.4925 - acc: 0.8241 - auc_min: 0.8385 - auc_max: 0.8426 - val_loss: 0.7281 - val_acc: 0.6667 - val_auc_min: 0.6667 - val_auc_max: 0.6759\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4361 - acc: 0.8519 - auc_min: 0.8597 - auc_max: 0.8632 - val_loss: 0.6436 - val_acc: 0.7778 - val_auc_min: 0.6667 - val_auc_max: 0.6667\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 316ms/step - loss: 0.4144 - acc: 0.8148 - auc_min: 0.8848 - auc_max: 0.8872 - val_loss: 0.6706 - val_acc: 0.7778 - val_auc_min: 0.6667 - val_auc_max: 0.6698\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3830 - acc: 0.8333 - auc_min: 0.8944 - auc_max: 0.8968 - val_loss: 0.7458 - val_acc: 0.7500 - val_auc_min: 0.6667 - val_auc_max: 0.6821\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 332ms/step - loss: 0.3706 - acc: 0.8611 - auc_min: 0.8992 - auc_max: 0.9019 - val_loss: 0.7832 - val_acc: 0.6944 - val_auc_min: 0.6667 - val_auc_max: 0.6759\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 322ms/step - loss: 0.3695 - acc: 0.8704 - auc_min: 0.8985 - auc_max: 0.9012 - val_loss: 0.7622 - val_acc: 0.8056 - val_auc_min: 0.6574 - val_auc_max: 0.6667\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3603 - acc: 0.8426 - auc_min: 0.9040 - auc_max: 0.9064 - val_loss: 0.8098 - val_acc: 0.7500 - val_auc_min: 0.6481 - val_auc_max: 0.6667\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 319ms/step - loss: 0.3620 - acc: 0.8426 - auc_min: 0.9060 - auc_max: 0.9081 - val_loss: 0.8606 - val_acc: 0.6389 - val_auc_min: 0.6481 - val_auc_max: 0.6481\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3843 - acc: 0.8333 - auc_min: 0.8961 - auc_max: 0.9002 - val_loss: 0.8663 - val_acc: 0.6944 - val_auc_min: 0.6481 - val_auc_max: 0.6636\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3593 - acc: 0.8519 - auc_min: 0.9081 - auc_max: 0.9105 - val_loss: 0.8655 - val_acc: 0.7778 - val_auc_min: 0.6481 - val_auc_max: 0.6636\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 324ms/step - loss: 0.3597 - acc: 0.8241 - auc_min: 0.9084 - auc_max: 0.9098 - val_loss: 0.8307 - val_acc: 0.8056 - val_auc_min: 0.6481 - val_auc_max: 0.6574\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3872 - acc: 0.8148 - auc_min: 0.8971 - auc_max: 0.8995 - val_loss: 0.8918 - val_acc: 0.8056 - val_auc_min: 0.6481 - val_auc_max: 0.6481\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 317ms/step - loss: 0.3661 - acc: 0.8333 - auc_min: 0.9139 - auc_max: 0.9174 - val_loss: 0.9498 - val_acc: 0.6389 - val_auc_min: 0.6481 - val_auc_max: 0.6574\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3549 - acc: 0.8426 - auc_min: 0.9198 - auc_max: 0.9218 - val_loss: 0.9318 - val_acc: 0.8056 - val_auc_min: 0.6481 - val_auc_max: 0.6481\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 318ms/step - loss: 0.3436 - acc: 0.8333 - auc_min: 0.9276 - auc_max: 0.9304 - val_loss: 0.9717 - val_acc: 0.7222 - val_auc_min: 0.6481 - val_auc_max: 0.6481\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 320ms/step - loss: 0.3632 - acc: 0.8426 - auc_min: 0.9057 - auc_max: 0.9078 - val_loss: 1.0001 - val_acc: 0.6389 - val_auc_min: 0.6481 - val_auc_max: 0.6636\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3484 - acc: 0.8519 - auc_min: 0.9198 - auc_max: 0.9235 - val_loss: 1.0946 - val_acc: 0.6389 - val_auc_min: 0.6389 - val_auc_max: 0.6574\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 315ms/step - loss: 0.3408 - acc: 0.8241 - auc_min: 0.9318 - auc_max: 0.9338 - val_loss: 1.0262 - val_acc: 0.6389 - val_auc_min: 0.6481 - val_auc_max: 0.6481\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3304 - acc: 0.8333 - auc_min: 0.9335 - auc_max: 0.9352 - val_loss: 0.9803 - val_acc: 0.8056 - val_auc_min: 0.6481 - val_auc_max: 0.6481\n",
            "2/2 [==============================] - 1s 96ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 798ms/step - loss: 0.5677 - acc: 0.7407 - auc_min: 0.8004 - auc_max: 0.8049 - val_loss: 0.5079 - val_acc: 0.7500 - val_auc_min: 0.8827 - val_auc_max: 0.8920\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.5104 - acc: 0.7685 - auc_min: 0.8611 - auc_max: 0.8635 - val_loss: 0.4921 - val_acc: 0.7222 - val_auc_min: 0.8580 - val_auc_max: 0.8642\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 493ms/step - loss: 0.4405 - acc: 0.7870 - auc_min: 0.8892 - auc_max: 0.8937 - val_loss: 0.4817 - val_acc: 0.7778 - val_auc_min: 0.8395 - val_auc_max: 0.8426\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 519ms/step - loss: 0.4455 - acc: 0.7963 - auc_min: 0.8772 - auc_max: 0.8813 - val_loss: 0.4745 - val_acc: 0.7500 - val_auc_min: 0.8364 - val_auc_max: 0.8395\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3758 - acc: 0.8056 - auc_min: 0.9115 - auc_max: 0.9129 - val_loss: 0.5191 - val_acc: 0.6667 - val_auc_min: 0.8333 - val_auc_max: 0.8395\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4175 - acc: 0.7685 - auc_min: 0.8968 - auc_max: 0.8988 - val_loss: 0.4992 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8364\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3691 - acc: 0.8148 - auc_min: 0.9084 - auc_max: 0.9108 - val_loss: 0.4898 - val_acc: 0.7778 - val_auc_min: 0.8302 - val_auc_max: 0.8302\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3709 - acc: 0.8241 - auc_min: 0.9108 - auc_max: 0.9136 - val_loss: 0.4996 - val_acc: 0.7222 - val_auc_min: 0.8302 - val_auc_max: 0.8302\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3590 - acc: 0.8148 - auc_min: 0.9074 - auc_max: 0.9105 - val_loss: 0.5224 - val_acc: 0.7222 - val_auc_min: 0.8302 - val_auc_max: 0.8302\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3482 - acc: 0.8056 - auc_min: 0.9204 - auc_max: 0.9225 - val_loss: 0.5021 - val_acc: 0.7222 - val_auc_min: 0.8395 - val_auc_max: 0.8426\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3704 - acc: 0.8148 - auc_min: 0.9071 - auc_max: 0.9112 - val_loss: 0.4987 - val_acc: 0.7778 - val_auc_min: 0.8395 - val_auc_max: 0.8395\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3669 - acc: 0.8426 - auc_min: 0.9091 - auc_max: 0.9108 - val_loss: 0.5137 - val_acc: 0.7222 - val_auc_min: 0.8457 - val_auc_max: 0.8519\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 333ms/step - loss: 0.3338 - acc: 0.8426 - auc_min: 0.9270 - auc_max: 0.9297 - val_loss: 0.4978 - val_acc: 0.7500 - val_auc_min: 0.8457 - val_auc_max: 0.8488\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.3433 - acc: 0.8426 - auc_min: 0.9215 - auc_max: 0.9232 - val_loss: 0.4962 - val_acc: 0.7500 - val_auc_min: 0.8395 - val_auc_max: 0.8488\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3421 - acc: 0.8241 - auc_min: 0.9307 - auc_max: 0.9324 - val_loss: 0.4998 - val_acc: 0.7500 - val_auc_min: 0.8426 - val_auc_max: 0.8457\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 1s 340ms/step - loss: 0.3369 - acc: 0.8426 - auc_min: 0.9270 - auc_max: 0.9297 - val_loss: 0.4950 - val_acc: 0.7500 - val_auc_min: 0.8302 - val_auc_max: 0.8364\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 327ms/step - loss: 0.3447 - acc: 0.8426 - auc_min: 0.9167 - auc_max: 0.9194 - val_loss: 0.5014 - val_acc: 0.7500 - val_auc_min: 0.8333 - val_auc_max: 0.8426\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 331ms/step - loss: 0.3544 - acc: 0.8056 - auc_min: 0.9187 - auc_max: 0.9211 - val_loss: 0.5132 - val_acc: 0.7500 - val_auc_min: 0.8364 - val_auc_max: 0.8395\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3100 - acc: 0.8611 - auc_min: 0.9427 - auc_max: 0.9444 - val_loss: 0.5038 - val_acc: 0.7500 - val_auc_min: 0.8426 - val_auc_max: 0.8426\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 330ms/step - loss: 0.3236 - acc: 0.8611 - auc_min: 0.9379 - auc_max: 0.9400 - val_loss: 0.5021 - val_acc: 0.7500 - val_auc_min: 0.8426 - val_auc_max: 0.8426\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.3294 - acc: 0.8333 - auc_min: 0.9300 - auc_max: 0.9324 - val_loss: 0.5114 - val_acc: 0.7500 - val_auc_min: 0.8395 - val_auc_max: 0.8426\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 328ms/step - loss: 0.3416 - acc: 0.8333 - auc_min: 0.9242 - auc_max: 0.9256 - val_loss: 0.5092 - val_acc: 0.7500 - val_auc_min: 0.8395 - val_auc_max: 0.8426\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 329ms/step - loss: 0.3296 - acc: 0.8519 - auc_min: 0.9324 - auc_max: 0.9352 - val_loss: 0.5122 - val_acc: 0.7500 - val_auc_min: 0.8395 - val_auc_max: 0.8426\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3276 - acc: 0.8519 - auc_min: 0.9345 - auc_max: 0.9359 - val_loss: 0.5203 - val_acc: 0.7222 - val_auc_min: 0.8333 - val_auc_max: 0.8549\n",
            "2/2 [==============================] - 1s 101ms/step\n",
            "(None, 2054, 8)\n",
            "(None, 3)\n",
            "Epoch 1/10000\n",
            "4/4 [==============================] - 6s 811ms/step - loss: 0.8261 - acc: 0.4074 - auc_min: 0.3735 - auc_max: 0.3831 - val_loss: 0.5828 - val_acc: 0.6389 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 2/10000\n",
            "4/4 [==============================] - 2s 511ms/step - loss: 0.6597 - acc: 0.5648 - auc_min: 0.6296 - auc_max: 0.6447 - val_loss: 0.4646 - val_acc: 0.8333 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 3/10000\n",
            "4/4 [==============================] - 2s 499ms/step - loss: 0.6103 - acc: 0.7037 - auc_min: 0.7277 - auc_max: 0.7325 - val_loss: 0.3892 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 4/10000\n",
            "4/4 [==============================] - 2s 514ms/step - loss: 0.5356 - acc: 0.7315 - auc_min: 0.8052 - auc_max: 0.8097 - val_loss: 0.3631 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 5/10000\n",
            "4/4 [==============================] - 2s 506ms/step - loss: 0.5008 - acc: 0.7407 - auc_min: 0.8206 - auc_max: 0.8248 - val_loss: 0.3035 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 6/10000\n",
            "4/4 [==============================] - 2s 520ms/step - loss: 0.4898 - acc: 0.7593 - auc_min: 0.8182 - auc_max: 0.8217 - val_loss: 0.2895 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 7/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.4825 - acc: 0.7500 - auc_min: 0.8278 - auc_max: 0.8302 - val_loss: 0.2990 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 8/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.4803 - acc: 0.7500 - auc_min: 0.8285 - auc_max: 0.8340 - val_loss: 0.2692 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 9/10000\n",
            "4/4 [==============================] - 2s 502ms/step - loss: 0.4669 - acc: 0.7963 - auc_min: 0.8313 - auc_max: 0.8409 - val_loss: 0.2649 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 10/10000\n",
            "4/4 [==============================] - 2s 505ms/step - loss: 0.4543 - acc: 0.7407 - auc_min: 0.8464 - auc_max: 0.8488 - val_loss: 0.2590 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 11/10000\n",
            "4/4 [==============================] - 2s 680ms/step - loss: 0.4254 - acc: 0.7870 - auc_min: 0.8964 - auc_max: 0.8995 - val_loss: 0.2488 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 12/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.4335 - acc: 0.7963 - auc_min: 0.8724 - auc_max: 0.8765 - val_loss: 0.2731 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 13/10000\n",
            "4/4 [==============================] - 1s 336ms/step - loss: 0.4310 - acc: 0.7870 - auc_min: 0.8961 - auc_max: 0.8992 - val_loss: 0.2908 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 14/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.4129 - acc: 0.7778 - auc_min: 0.8992 - auc_max: 0.9012 - val_loss: 0.2489 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 15/10000\n",
            "4/4 [==============================] - 2s 506ms/step - loss: 0.4064 - acc: 0.8519 - auc_min: 0.9074 - auc_max: 0.9098 - val_loss: 0.2483 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 16/10000\n",
            "4/4 [==============================] - 2s 518ms/step - loss: 0.4068 - acc: 0.8519 - auc_min: 0.9019 - auc_max: 0.9050 - val_loss: 0.2477 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 17/10000\n",
            "4/4 [==============================] - 1s 346ms/step - loss: 0.4127 - acc: 0.7870 - auc_min: 0.8964 - auc_max: 0.8995 - val_loss: 0.2570 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 18/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3921 - acc: 0.8148 - auc_min: 0.9198 - auc_max: 0.9204 - val_loss: 0.2608 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 19/10000\n",
            "4/4 [==============================] - 1s 345ms/step - loss: 0.3894 - acc: 0.8333 - auc_min: 0.9132 - auc_max: 0.9160 - val_loss: 0.2612 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 20/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4122 - acc: 0.8241 - auc_min: 0.8961 - auc_max: 0.8975 - val_loss: 0.2743 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 21/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3997 - acc: 0.7963 - auc_min: 0.9108 - auc_max: 0.9129 - val_loss: 0.2804 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 22/10000\n",
            "4/4 [==============================] - 1s 347ms/step - loss: 0.3857 - acc: 0.8519 - auc_min: 0.9222 - auc_max: 0.9249 - val_loss: 0.2870 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 23/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3643 - acc: 0.8519 - auc_min: 0.9345 - auc_max: 0.9359 - val_loss: 0.2900 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 24/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.4019 - acc: 0.7963 - auc_min: 0.9084 - auc_max: 0.9102 - val_loss: 0.2917 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 25/10000\n",
            "4/4 [==============================] - 1s 339ms/step - loss: 0.3874 - acc: 0.8148 - auc_min: 0.9067 - auc_max: 0.9095 - val_loss: 0.2976 - val_acc: 0.9722 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 26/10000\n",
            "4/4 [==============================] - 1s 354ms/step - loss: 0.3515 - acc: 0.8426 - auc_min: 0.9372 - auc_max: 0.9386 - val_loss: 0.3026 - val_acc: 0.9444 - val_auc_min: 1.0000 - val_auc_max: 1.0000\n",
            "Epoch 27/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3770 - acc: 0.8056 - auc_min: 0.9307 - auc_max: 0.9324 - val_loss: 0.3038 - val_acc: 0.9444 - val_auc_min: 0.9815 - val_auc_max: 0.9846\n",
            "Epoch 28/10000\n",
            "4/4 [==============================] - 1s 337ms/step - loss: 0.3528 - acc: 0.8426 - auc_min: 0.9342 - auc_max: 0.9369 - val_loss: 0.3361 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 29/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3897 - acc: 0.8333 - auc_min: 0.9218 - auc_max: 0.9232 - val_loss: 0.3496 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 30/10000\n",
            "4/4 [==============================] - 1s 338ms/step - loss: 0.3453 - acc: 0.8611 - auc_min: 0.9324 - auc_max: 0.9345 - val_loss: 0.3259 - val_acc: 0.9167 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 31/10000\n",
            "4/4 [==============================] - 1s 352ms/step - loss: 0.3871 - acc: 0.8426 - auc_min: 0.9270 - auc_max: 0.9287 - val_loss: 0.3314 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 32/10000\n",
            "4/4 [==============================] - 1s 349ms/step - loss: 0.3404 - acc: 0.8519 - auc_min: 0.9482 - auc_max: 0.9489 - val_loss: 0.4158 - val_acc: 0.8056 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 33/10000\n",
            "4/4 [==============================] - 1s 335ms/step - loss: 0.3744 - acc: 0.8241 - auc_min: 0.9287 - auc_max: 0.9304 - val_loss: 0.3678 - val_acc: 0.9722 - val_auc_min: 0.9815 - val_auc_max: 0.9815\n",
            "Epoch 34/10000\n",
            "4/4 [==============================] - 1s 342ms/step - loss: 0.3454 - acc: 0.8519 - auc_min: 0.9410 - auc_max: 0.9444 - val_loss: 0.3493 - val_acc: 0.9167 - val_auc_min: 0.9630 - val_auc_max: 0.9815\n",
            "Epoch 35/10000\n",
            "4/4 [==============================] - 1s 341ms/step - loss: 0.3394 - acc: 0.8796 - auc_min: 0.9482 - auc_max: 0.9516 - val_loss: 0.3757 - val_acc: 0.9722 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "Epoch 36/10000\n",
            "4/4 [==============================] - 1s 353ms/step - loss: 0.3310 - acc: 0.8889 - auc_min: 0.9523 - auc_max: 0.9530 - val_loss: 0.4295 - val_acc: 0.7222 - val_auc_min: 0.9630 - val_auc_max: 0.9630\n",
            "2/2 [==============================] - 1s 105ms/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "f = open(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/predictionsLargeCloseClin.pkl\",\"wb\")\n",
        "pickle.dump(predictions,f)\n",
        "f.close()"
      ],
      "metadata": {
        "id": "6_9rKAYPMwRf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Measure Performance"
      ],
      "metadata": {
        "id": "FvTV-pq7sVPP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "o = open(\"/content/drive/My Drive/ECMOProj/GaussianProcessForArtData/predictionsLargeCloseClin.pkl\", \"rb\")\n",
        "predictions = pickle.load(o)"
      ],
      "metadata": {
        "id": "WcvJDjhQsWb-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "predictions.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ACyB9sA0tSbG",
        "outputId": "f04fde8c-1696-420f-b178-46cf8919c13d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(12, 5, 36)"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import roc_auc_score\n",
        "def bootstrapAUC(true, preds, bootstrap = 5000):\n",
        "  AUCTotal = np.zeros([0])\n",
        "  if((true.sum()<1) or (true.shape[0]-true.sum() <1)):\n",
        "    print(\"Less than 1 true or false\")\n",
        "    return AUCTotal\n",
        "  for x in range(bootstrap):\n",
        "    np.random.seed(x)\n",
        "    randInt = np.random.randint(0,true.shape[0], true.shape[0])\n",
        "    trueSub = true[randInt]\n",
        "    predSub = preds[randInt]\n",
        "\n",
        "    while((trueSub.sum()<1) or (trueSub.shape[0]-trueSub.sum() <1)):\n",
        "      randInt = np.random.randint(0,true.shape[0], true.shape[0])\n",
        "      trueSub = true[randInt]\n",
        "      predSub = preds[randInt]\n",
        "\n",
        "    AUC = roc_auc_score(trueSub, predSub)\n",
        "    AUCTotal = np.append(AUCTotal, AUC)\n",
        "\n",
        "  return AUCTotal"
      ],
      "metadata": {
        "id": "mXx9gUPVtS1l"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "AllLabel = np.tile(np.append(np.ones([18]), np.zeros([18])), 60)\n",
        "bootStrappedAUC =  bootstrapAUC(AllLabel, predictions.flatten())"
      ],
      "metadata": {
        "id": "2xbuTpLYtigK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "bootStrappedAUC.mean()\n",
        "#0.7640249822669571"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vVAIVqnZt0eD",
        "outputId": "eeb2bec5-ad4a-4411-aae1-2fa2ee5dd5ee"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.7640249822669571"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "qWh2cLj6t-bG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"[{:.4f} - {:.4f}]\".format(np.percentile(bootStrappedAUC, 2.5),np.percentile(bootStrappedAUC, 97.5)))\n",
        "#[0.7424 - 0.7849]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3lNouKxq5vS6",
        "outputId": "7bf4e028-c1fe-44e3-9d64-6386a8729c82"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0.7424 - 0.7849]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#"
      ],
      "metadata": {
        "id": "ii2N_Ivy5vkS"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}