CNN.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Preprocessing dataset**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from imblearn.under_sampling import NearMiss\n",
    "from keras.wrappers.scikit_learn import KerasClassifier\n",
    "from sklearn.preprocessing import LabelEncoder, StandardScaler\n",
    "from sklearn.model_selection import KFold, GridSearchCV\n",
    "from sklearn.metrics import classification_report, multilabel_confusion_matrix, ConfusionMatrixDisplay\n",
    "\n",
    "\n",
    "data = pd.read_csv(\"/Users/Cristian/Documents/EPN/Maestría en Computación/OneDrive - Escuela Politécnica Nacional/2022-B/Tesis/Dataset/20221215_151443_clustering.csv\")\n",
    "#data = pd.read_csv(\"F:/EPN/Maestría en Computación/OneDrive - Escuela Politécnica Nacional/2022-B/Tesis/Dataset/20221215_151443_clustering.csv\")\n",
    "\n",
    "df = data.loc[:, ['steering_angle', 'speed', 'rpm', 'acceleration', 'throttle_position', 'engine_temperature', 'system_voltage', 'barometric_pressure',\n",
    "    'distance_travelled', 'latitude', 'longitude', 'heart_rate', 'accidents_onsite', 'risk_level']]\n",
    "\n",
    "le = LabelEncoder()\n",
    "df['risk_level']= le.fit_transform(df['risk_level'])\n",
    "\n",
    "n = len(pd.unique(df['risk_level']))\n",
    "\n",
    "X = df.iloc[:,0:13]\n",
    "Y = df.iloc[:,-1:]\n",
    "\n",
    "undersample = NearMiss(version = 1, n_neighbors = 4)\n",
    "X_res, Y_res = undersample.fit_resample(X, Y)\n",
    "\n",
    "scaler = StandardScaler()\n",
    "X = scaler.fit_transform(X_res)\n",
    "Y = Y_res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y = np.array(Y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Hyperparameter Tunning**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow import keras\n",
    "from keras.models import Sequential\n",
    "from keras.layers import Conv1D, Flatten, Dense, Dropout, MaxPooling1D"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_model(filters1 = 8, filters2 = 32, filters3 = 64, filters4 = 128, filters5 = 128, kernel_size = 3, pool_size = 1, dense_units = 64, dropout_rate = 0.25):\n",
    "    model = Sequential()\n",
    "\n",
    "    #### Input Layer ####\n",
    "    model.add(Conv1D(filters1, kernel_size, activation = 'relu', input_shape = (X.shape[1], 1)))\n",
    "\n",
    "    #### Convolutional Layers ####\n",
    "    model.add(Conv1D(filters2, kernel_size, activation = 'relu'))\n",
    "    model.add(MaxPooling1D(pool_size))\n",
    "\n",
    "    model.add(Conv1D(filters3, kernel_size, activation = 'relu'))\n",
    "    model.add(MaxPooling1D(pool_size))\n",
    "\n",
    "    model.add(Conv1D(filters4, kernel_size, activation = 'relu'))\n",
    "    model.add(MaxPooling1D(pool_size))\n",
    "\n",
    "    model.add(Conv1D(filters5, kernel_size, activation = 'relu'))\n",
    "    model.add(MaxPooling1D(pool_size))\n",
    "\n",
    "    #### Fully-Connected Layer ####\n",
    "    model.add(Flatten())\n",
    "    model.add(Dense(dense_units, activation = 'relu'))\n",
    "    model.add(Dropout(dropout_rate))\n",
    "\n",
    "    #### Output Layer ####\n",
    "    model.add(Dense(n, activation = 'softmax'))\n",
    "\n",
    "    model.compile(optimizer = 'adam',\n",
    "                loss = 'sparse_categorical_crossentropy',\n",
    "                metrics = ['accuracy'])\n",
    "    return model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Cristian\\AppData\\Local\\Temp\\ipykernel_26188\\2859931218.py:1: DeprecationWarning: KerasClassifier is deprecated, use Sci-Keras (https://github.com/adriangb/scikeras) instead. See https://www.adriangb.com/scikeras/stable/migration.html for help migrating.\n",
      "  model = KerasClassifier(build_fn = build_model, epochs = 5, batch_size = 32, verbose = 0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 2 folds for each of 1944 candidates, totalling 3888 fits\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=64, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   4.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=128, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   1.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   1.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   4.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   5.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   5.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   5.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   2.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   4.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   6.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   6.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   2.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   2.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   5.6s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   5.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   3.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   4.8s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   5.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   6.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   7.3s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   7.0s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=256, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   3.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   2.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   2.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   3.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   2.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   3.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   3.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   8.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   9.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=   8.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   9.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   9.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   8.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   3.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   3.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   8.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   8.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=  10.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=  10.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=  10.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   8.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   8.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   7.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   9.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   7.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   8.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   7.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   9.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   8.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   9.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   9.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   9.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.25, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   9.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=128, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=256, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=256; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   8.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=64, filters4=512, filters5=512; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=128, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=256; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=256, filters5=512; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=128, filters4=512, filters5=512; total time=  10.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=128; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=256; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=128, filters5=512; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=256, filters5=512; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=128; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=32, filters3=256, filters4=512, filters5=512; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   2.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=256; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=128, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=256; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=256, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=256; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=64, filters4=512, filters5=512; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=128, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=256; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   7.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=256, filters5=512; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=128; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=256; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=128, filters4=512, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=128, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=256; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   9.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=256, filters5=512; total time=   8.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=128; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   9.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=256; total time=   9.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   9.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=64, filters3=256, filters4=512, filters5=512; total time=   9.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=128, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=256, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=128; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   8.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=256; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   8.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=64, filters4=512, filters5=512; total time=   8.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=128, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=256, filters5=512; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=128, filters4=512, filters5=512; total time=  10.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=128; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=256; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=128, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=256; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=256, filters5=512; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=128; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=8, filters2=128, filters3=256, filters4=512, filters5=512; total time=   7.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   3.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   7.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=256; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=128, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=256, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=64, filters4=512, filters5=512; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=128; total time=   3.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=256; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=128, filters5=512; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=128; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=256; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=256, filters5=512; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=128; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=256; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   8.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=128, filters4=512, filters5=512; total time=   8.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=128, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=128; total time=   4.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=256; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=  10.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=256, filters5=512; total time=   9.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=128; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=  10.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=256; total time=  10.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=  10.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=32, filters3=256, filters4=512, filters5=512; total time=   9.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=128, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=256; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=256, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   9.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=256; total time=   8.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   9.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=64, filters4=512, filters5=512; total time=   9.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=128, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=256, filters5=512; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=256; total time=   5.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=128, filters4=512, filters5=512; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=128; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   7.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=256; total time=   7.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=128, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=128; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=256, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=128; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=256; total time=   7.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=64, filters3=256, filters4=512, filters5=512; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   3.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=128; total time=   3.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   7.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=128, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=128; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=256; total time=   7.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=256, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=128; total time=   4.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=256; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=64, filters4=512, filters5=512; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=128, filters5=512; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=128; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   8.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=256; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=256, filters5=512; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=128; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   8.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=256; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   8.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=128, filters4=512, filters5=512; total time=   8.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=256; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=128, filters5=512; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=256; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=256, filters5=512; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=  10.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=128; total time=   9.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=  11.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=256; total time=  11.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=  12.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=16, filters2=128, filters3=256, filters4=512, filters5=512; total time=  11.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=128, filters5=512; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=256, filters5=512; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=  11.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=64, filters4=512, filters5=512; total time=  10.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=128; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=256; total time=   6.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=128, filters5=512; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=256; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=256, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   6.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=128, filters4=512, filters5=512; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   8.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=256; total time=   7.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=128, filters5=512; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=128; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   7.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=256, filters5=512; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=128; total time=   6.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=256; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   7.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=32, filters3=256, filters4=512, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   3.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=128; total time=   3.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=256; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=128, filters5=512; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=128; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=256, filters5=512; total time=   7.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   7.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   7.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=64, filters4=512, filters5=512; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=128, filters5=512; total time=   5.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=128; total time=   4.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   5.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=256; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=256, filters5=512; total time=   9.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=128; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   8.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=256; total time=   8.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   9.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=128, filters4=512, filters5=512; total time=   9.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=128; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=256; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   6.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=128, filters5=512; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=256, filters5=512; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   4.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=256; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=  11.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=64, filters3=256, filters4=512, filters5=512; total time=  10.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=128; total time=   4.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=128, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   4.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=128; total time=   4.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=256, filters5=512; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   4.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   5.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=256; total time=   5.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   6.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=64, filters4=512, filters5=512; total time=   6.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=128; total time=   3.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   5.0s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=256; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=128, filters5=512; total time=   6.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=128; total time=   5.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=256; total time=   6.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=256, filters5=512; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=128; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=256; total time=   6.8s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=128, filters4=512, filters5=512; total time=   7.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   4.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=128; total time=   4.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   5.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=256; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   5.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=128, filters5=512; total time=   5.4s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   3.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=128; total time=   6.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   7.7s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=256; total time=   7.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   8.3s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=256, filters5=512; total time=   8.1s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=128; total time=   7.2s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   8.9s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=256; total time=   8.5s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   9.6s\n",
      "[CV] END dense_units=512, dropout_rate=0.5, filters1=32, filters2=128, filters3=256, filters4=512, filters5=512; total time=   9.5s\n",
      "Best parameters are {'dense_units': 512, 'dropout_rate': 0.5, 'filters1': 32, 'filters2': 128, 'filters3': 64, 'filters4': 128, 'filters5': 256} \n",
      "Score: 0.18541666865348816%\n"
     ]
    }
   ],
   "source": [
    "model = KerasClassifier(build_fn = build_model, epochs = 5, batch_size = 32, verbose = 0)\n",
    "param_grid = {\n",
    "    'filters1': [8, 16, 32],\n",
    "    'filters2': [32, 64, 128],\n",
    "    'filters3': [64, 128, 256],\n",
    "    'filters4': [128, 256, 512],\n",
    "    'filters5': [128, 256, 512],\n",
    "    'dense_units': [64, 128, 256, 512],\n",
    "    'dropout_rate': [0.25, 0.5]\n",
    "}\n",
    "grid = GridSearchCV(estimator = model, param_grid = param_grid, cv = 2, verbose = 2)\n",
    "grid.fit(X, Y.flatten())\n",
    "\n",
    "# Print the best hyperparameters\n",
    "print(\n",
    "\t\"Best parameters are {} \\nScore: {}%\".format(\n",
    "\t\tgrid.best_params_, grid.best_score_)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Cross Validation**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_folds = 5\n",
    "num_epochs = 100\n",
    "batch_size = 32\n",
    "X = np.array(X)\n",
    "Y = np.array(Y)\n",
    "\n",
    "# Define per-fold score containers\n",
    "acc_per_fold = []\n",
    "loss_per_fold = []\n",
    "specifity_per_fold = []\n",
    "sensivity_per_fold = []\n",
    "\n",
    "# Define the K-fold Cross Validator\n",
    "kfold = KFold(n_splits = num_folds, shuffle = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **CNN Implementation**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_3889\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " conv1d_19445 (Conv1D)       (None, 10, 32)            128       \n",
      "                                                                 \n",
      " conv1d_19446 (Conv1D)       (None, 8, 128)            12416     \n",
      "                                                                 \n",
      " max_pooling1d_15556 (MaxPoo  (None, 8, 128)           0         \n",
      " ling1D)                                                         \n",
      "                                                                 \n",
      " conv1d_19447 (Conv1D)       (None, 6, 64)             24640     \n",
      "                                                                 \n",
      " max_pooling1d_15557 (MaxPoo  (None, 6, 64)            0         \n",
      " ling1D)                                                         \n",
      "                                                                 \n",
      " conv1d_19448 (Conv1D)       (None, 4, 128)            24704     \n",
      "                                                                 \n",
      " max_pooling1d_15558 (MaxPoo  (None, 4, 128)           0         \n",
      " ling1D)                                                         \n",
      "                                                                 \n",
      " conv1d_19449 (Conv1D)       (None, 2, 256)            98560     \n",
      "                                                                 \n",
      " max_pooling1d_15559 (MaxPoo  (None, 2, 256)           0         \n",
      " ling1D)                                                         \n",
      "                                                                 \n",
      " flatten_3889 (Flatten)      (None, 512)               0         \n",
      "                                                                 \n",
      " dense_7778 (Dense)          (None, 512)               262656    \n",
      "                                                                 \n",
      " dropout_3889 (Dropout)      (None, 512)               0         \n",
      "                                                                 \n",
      " dense_7779 (Dense)          (None, 4)                 2052      \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 425,156\n",
      "Trainable params: 425,156\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "cnn = Sequential()\n",
    "\n",
    "#### Input Layer ####\n",
    "cnn.add(Conv1D(32, kernel_size = 3, activation = 'relu', input_shape = (X.shape[1], 1)))\n",
    "\n",
    "#### Convolutional Layers ####\n",
    "cnn.add(Conv1D(128, kernel_size = 3, activation = 'relu'))\n",
    "cnn.add(MaxPooling1D(1))\n",
    "\n",
    "cnn.add(Conv1D(64, kernel_size = 3, activation = 'relu'))\n",
    "cnn.add(MaxPooling1D(1))\n",
    "\n",
    "cnn.add(Conv1D(128, kernel_size = 3, activation = 'relu'))\n",
    "cnn.add(MaxPooling1D(1))\n",
    "\n",
    "cnn.add(Conv1D(256, kernel_size = 3, activation = 'relu'))\n",
    "cnn.add(MaxPooling1D(1))\n",
    "\n",
    "#### Fully-Connected Layer ####\n",
    "cnn.add(Flatten())\n",
    "cnn.add(Dense(512, activation = 'relu'))\n",
    "cnn.add(Dropout(0.5))\n",
    "\n",
    "#### Output Layer ####\n",
    "cnn.add(Dense(n, activation = 'softmax'))\n",
    "\n",
    "opt = keras.optimizers.Adam(\n",
    "    learning_rate = 0.001,\n",
    "    beta_1 = 0.9,\n",
    "    beta_2 = 0.999,\n",
    "    epsilon = 1e-07,\n",
    "    amsgrad = False,\n",
    "    weight_decay = None,\n",
    "    clipnorm = None,\n",
    "    clipvalue = None,\n",
    "    global_clipnorm = None,\n",
    "    use_ema = False,\n",
    "    ema_momentum = 0.99,\n",
    "    ema_overwrite_frequency = None,\n",
    "    name = \"adam\"\n",
    ")\n",
    "cnn.compile(optimizer = opt,\n",
    "              loss = 'sparse_categorical_crossentropy',\n",
    "              metrics = ['accuracy'])\n",
    "cnn.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------------------------------------\n",
      "Training for fold 1 ...\n",
      "\n",
      "Epoch 1/100\n",
      "48/48 [==============================] - 2s 30ms/step - loss: 1.1003 - accuracy: 0.4967\n",
      "Epoch 2/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.8270 - accuracy: 0.6510\n",
      "Epoch 3/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.6908 - accuracy: 0.7188\n",
      "Epoch 4/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.6055 - accuracy: 0.7611\n",
      "Epoch 5/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.5200 - accuracy: 0.7878\n",
      "Epoch 6/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.4497 - accuracy: 0.8164\n",
      "Epoch 7/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.4745 - accuracy: 0.8014\n",
      "Epoch 8/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.3965 - accuracy: 0.8496\n",
      "Epoch 9/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.4102 - accuracy: 0.8314\n",
      "Epoch 10/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.3795 - accuracy: 0.8424\n",
      "Epoch 11/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.3225 - accuracy: 0.8639\n",
      "Epoch 12/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.3089 - accuracy: 0.8789\n",
      "Epoch 13/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.2848 - accuracy: 0.8796\n",
      "Epoch 14/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.2563 - accuracy: 0.8932\n",
      "Epoch 15/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.2339 - accuracy: 0.9049\n",
      "Epoch 16/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.2389 - accuracy: 0.9023\n",
      "Epoch 17/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.2268 - accuracy: 0.9056\n",
      "Epoch 18/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.2119 - accuracy: 0.9141\n",
      "Epoch 19/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.2506 - accuracy: 0.8984\n",
      "Epoch 20/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1748 - accuracy: 0.9342\n",
      "Epoch 21/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1916 - accuracy: 0.9238\n",
      "Epoch 22/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1578 - accuracy: 0.9395\n",
      "Epoch 23/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1798 - accuracy: 0.9329\n",
      "Epoch 24/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1836 - accuracy: 0.9277\n",
      "Epoch 25/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.1549 - accuracy: 0.9382\n",
      "Epoch 26/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.1747 - accuracy: 0.9316\n",
      "Epoch 27/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.1561 - accuracy: 0.9388\n",
      "Epoch 28/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1688 - accuracy: 0.9414\n",
      "Epoch 29/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1547 - accuracy: 0.9388\n",
      "Epoch 30/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1298 - accuracy: 0.9466\n",
      "Epoch 31/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1333 - accuracy: 0.9434\n",
      "Epoch 32/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1247 - accuracy: 0.9453\n",
      "Epoch 33/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1766 - accuracy: 0.9245\n",
      "Epoch 34/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1258 - accuracy: 0.9512\n",
      "Epoch 35/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1314 - accuracy: 0.9492\n",
      "Epoch 36/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1186 - accuracy: 0.9518\n",
      "Epoch 37/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1241 - accuracy: 0.9603\n",
      "Epoch 38/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1284 - accuracy: 0.9518\n",
      "Epoch 39/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1339 - accuracy: 0.9466\n",
      "Epoch 40/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1215 - accuracy: 0.9538\n",
      "Epoch 41/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1092 - accuracy: 0.9596\n",
      "Epoch 42/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0949 - accuracy: 0.9583\n",
      "Epoch 43/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1173 - accuracy: 0.9544\n",
      "Epoch 44/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1126 - accuracy: 0.9564\n",
      "Epoch 45/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1308 - accuracy: 0.9499\n",
      "Epoch 46/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1063 - accuracy: 0.9570\n",
      "Epoch 47/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1322 - accuracy: 0.9479\n",
      "Epoch 48/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0920 - accuracy: 0.9635\n",
      "Epoch 49/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0788 - accuracy: 0.9642\n",
      "Epoch 50/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0904 - accuracy: 0.9596\n",
      "Epoch 51/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0828 - accuracy: 0.9622\n",
      "Epoch 52/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0799 - accuracy: 0.9688\n",
      "Epoch 53/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1296 - accuracy: 0.9505\n",
      "Epoch 54/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0822 - accuracy: 0.9635\n",
      "Epoch 55/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0908 - accuracy: 0.9622\n",
      "Epoch 56/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0869 - accuracy: 0.9622\n",
      "Epoch 57/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0841 - accuracy: 0.9688\n",
      "Epoch 58/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0991 - accuracy: 0.9583\n",
      "Epoch 59/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0909 - accuracy: 0.9603\n",
      "Epoch 60/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1594 - accuracy: 0.9414\n",
      "Epoch 61/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0794 - accuracy: 0.9707\n",
      "Epoch 62/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0864 - accuracy: 0.9655\n",
      "Epoch 63/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0755 - accuracy: 0.9694\n",
      "Epoch 64/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0837 - accuracy: 0.9648\n",
      "Epoch 65/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0634 - accuracy: 0.9740\n",
      "Epoch 66/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0837 - accuracy: 0.9661\n",
      "Epoch 67/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0595 - accuracy: 0.9772\n",
      "Epoch 68/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0785 - accuracy: 0.9707\n",
      "Epoch 69/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1066 - accuracy: 0.9557\n",
      "Epoch 70/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0783 - accuracy: 0.9622\n",
      "Epoch 71/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1205 - accuracy: 0.9525\n",
      "Epoch 72/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0838 - accuracy: 0.9661\n",
      "Epoch 73/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0745 - accuracy: 0.9674\n",
      "Epoch 74/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0770 - accuracy: 0.9694\n",
      "Epoch 75/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0768 - accuracy: 0.9746\n",
      "Epoch 76/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0735 - accuracy: 0.9720\n",
      "Epoch 77/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0520 - accuracy: 0.9792\n",
      "Epoch 78/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0576 - accuracy: 0.9772\n",
      "Epoch 79/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0678 - accuracy: 0.9759\n",
      "Epoch 80/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0542 - accuracy: 0.9766\n",
      "Epoch 81/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0617 - accuracy: 0.9733\n",
      "Epoch 82/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0688 - accuracy: 0.9707\n",
      "Epoch 83/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0533 - accuracy: 0.9792\n",
      "Epoch 84/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0953 - accuracy: 0.9661\n",
      "Epoch 85/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0693 - accuracy: 0.9733\n",
      "Epoch 86/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0454 - accuracy: 0.9792\n",
      "Epoch 87/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0435 - accuracy: 0.9811\n",
      "Epoch 88/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0646 - accuracy: 0.9733\n",
      "Epoch 89/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0513 - accuracy: 0.9811\n",
      "Epoch 90/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0594 - accuracy: 0.9746\n",
      "Epoch 91/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0713 - accuracy: 0.9733\n",
      "Epoch 92/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0737 - accuracy: 0.9753\n",
      "Epoch 93/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0759 - accuracy: 0.9707\n",
      "Epoch 94/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0691 - accuracy: 0.9668\n",
      "Epoch 95/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0572 - accuracy: 0.9740\n",
      "Epoch 96/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0681 - accuracy: 0.9720\n",
      "Epoch 97/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0637 - accuracy: 0.9733\n",
      "Epoch 98/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0507 - accuracy: 0.9779\n",
      "Epoch 99/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0870 - accuracy: 0.9668\n",
      "Epoch 100/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0839 - accuracy: 0.9681\n",
      "12/12 [==============================] - 0s 10ms/step\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "     Class 0       0.97      0.91      0.94       104\n",
      "     Class 1       0.89      0.93      0.91       101\n",
      "     Class 2       0.93      0.92      0.92        84\n",
      "     Class 3       0.92      0.94      0.93        95\n",
      "\n",
      "    accuracy                           0.92       384\n",
      "   macro avg       0.93      0.92      0.92       384\n",
      "weighted avg       0.93      0.92      0.92       384\n",
      "\n",
      "\n",
      "Score for fold 1: loss: 0.2507205009460449 - accuracy: 0.9270833134651184 - Specifity: 0.9748003066327342 - Sensivity: 0.9244158449245734\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------------------------------------\n",
      "Training for fold 2 ...\n",
      "\n",
      "Epoch 1/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1380 - accuracy: 0.9492\n",
      "Epoch 2/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0847 - accuracy: 0.9674\n",
      "Epoch 3/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0901 - accuracy: 0.9648\n",
      "Epoch 4/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0998 - accuracy: 0.9661\n",
      "Epoch 5/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0651 - accuracy: 0.9740\n",
      "Epoch 6/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0477 - accuracy: 0.9818\n",
      "Epoch 7/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0490 - accuracy: 0.9811\n",
      "Epoch 8/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0533 - accuracy: 0.9779\n",
      "Epoch 9/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0772 - accuracy: 0.9733\n",
      "Epoch 10/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0485 - accuracy: 0.9772\n",
      "Epoch 11/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0378 - accuracy: 0.9857\n",
      "Epoch 12/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0669 - accuracy: 0.9720\n",
      "Epoch 13/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0584 - accuracy: 0.9753\n",
      "Epoch 14/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0498 - accuracy: 0.9805\n",
      "Epoch 15/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0625 - accuracy: 0.9714\n",
      "Epoch 16/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0677 - accuracy: 0.9688\n",
      "Epoch 17/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0637 - accuracy: 0.9720\n",
      "Epoch 18/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0434 - accuracy: 0.9818\n",
      "Epoch 19/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0726 - accuracy: 0.9766\n",
      "Epoch 20/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0488 - accuracy: 0.9792\n",
      "Epoch 21/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0783 - accuracy: 0.9701\n",
      "Epoch 22/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1047 - accuracy: 0.9629\n",
      "Epoch 23/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0526 - accuracy: 0.9779\n",
      "Epoch 24/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0465 - accuracy: 0.9837\n",
      "Epoch 25/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0275 - accuracy: 0.9863\n",
      "Epoch 26/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0537 - accuracy: 0.9818\n",
      "Epoch 27/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0516 - accuracy: 0.9779\n",
      "Epoch 28/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0402 - accuracy: 0.9870\n",
      "Epoch 29/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0860 - accuracy: 0.9733\n",
      "Epoch 30/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0409 - accuracy: 0.9844\n",
      "Epoch 31/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0198 - accuracy: 0.9922\n",
      "Epoch 32/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0176 - accuracy: 0.9922\n",
      "Epoch 33/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0300 - accuracy: 0.9863\n",
      "Epoch 34/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0338 - accuracy: 0.9831\n",
      "Epoch 35/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0685 - accuracy: 0.9766\n",
      "Epoch 36/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0455 - accuracy: 0.9818\n",
      "Epoch 37/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0545 - accuracy: 0.9766\n",
      "Epoch 38/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0384 - accuracy: 0.9831\n",
      "Epoch 39/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0460 - accuracy: 0.9811\n",
      "Epoch 40/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0294 - accuracy: 0.9876\n",
      "Epoch 41/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0348 - accuracy: 0.9837\n",
      "Epoch 42/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0283 - accuracy: 0.9909\n",
      "Epoch 43/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0283 - accuracy: 0.9870\n",
      "Epoch 44/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0752 - accuracy: 0.9785\n",
      "Epoch 45/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0709 - accuracy: 0.9720\n",
      "Epoch 46/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0485 - accuracy: 0.9844\n",
      "Epoch 47/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0446 - accuracy: 0.9870\n",
      "Epoch 48/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0376 - accuracy: 0.9850\n",
      "Epoch 49/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0206 - accuracy: 0.9928\n",
      "Epoch 50/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0222 - accuracy: 0.9915\n",
      "Epoch 51/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0464 - accuracy: 0.9870\n",
      "Epoch 52/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0237 - accuracy: 0.9896\n",
      "Epoch 53/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0305 - accuracy: 0.9863\n",
      "Epoch 54/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0396 - accuracy: 0.9889\n",
      "Epoch 55/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0350 - accuracy: 0.9863\n",
      "Epoch 56/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0240 - accuracy: 0.9870\n",
      "Epoch 57/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0140 - accuracy: 0.9941\n",
      "Epoch 58/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0232 - accuracy: 0.9896\n",
      "Epoch 59/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0283 - accuracy: 0.9876\n",
      "Epoch 60/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0210 - accuracy: 0.9896\n",
      "Epoch 61/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0208 - accuracy: 0.9928\n",
      "Epoch 62/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0497 - accuracy: 0.9831\n",
      "Epoch 63/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0420 - accuracy: 0.9857\n",
      "Epoch 64/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1534 - accuracy: 0.9577\n",
      "Epoch 65/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0755 - accuracy: 0.9720\n",
      "Epoch 66/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0595 - accuracy: 0.9798\n",
      "Epoch 67/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0545 - accuracy: 0.9805\n",
      "Epoch 68/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0487 - accuracy: 0.9798\n",
      "Epoch 69/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0440 - accuracy: 0.9863\n",
      "Epoch 70/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0379 - accuracy: 0.9857\n",
      "Epoch 71/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0415 - accuracy: 0.9850\n",
      "Epoch 72/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0422 - accuracy: 0.9824\n",
      "Epoch 73/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0216 - accuracy: 0.9902\n",
      "Epoch 74/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0256 - accuracy: 0.9909\n",
      "Epoch 75/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0272 - accuracy: 0.9889\n",
      "Epoch 76/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0329 - accuracy: 0.9909\n",
      "Epoch 77/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0216 - accuracy: 0.9922\n",
      "Epoch 78/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0183 - accuracy: 0.9941\n",
      "Epoch 79/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0231 - accuracy: 0.9915\n",
      "Epoch 80/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0306 - accuracy: 0.9896\n",
      "Epoch 81/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0185 - accuracy: 0.9896\n",
      "Epoch 82/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0222 - accuracy: 0.9935\n",
      "Epoch 83/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0478 - accuracy: 0.9818\n",
      "Epoch 84/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0485 - accuracy: 0.9850\n",
      "Epoch 85/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0421 - accuracy: 0.9824\n",
      "Epoch 86/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0467 - accuracy: 0.9824\n",
      "Epoch 87/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0457 - accuracy: 0.9831\n",
      "Epoch 88/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0878 - accuracy: 0.9792\n",
      "Epoch 89/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0367 - accuracy: 0.9870\n",
      "Epoch 90/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0383 - accuracy: 0.9863\n",
      "Epoch 91/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0219 - accuracy: 0.9909\n",
      "Epoch 92/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0145 - accuracy: 0.9941\n",
      "Epoch 93/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0182 - accuracy: 0.9909\n",
      "Epoch 94/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0170 - accuracy: 0.9889\n",
      "Epoch 95/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0177 - accuracy: 0.9909\n",
      "Epoch 96/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0188 - accuracy: 0.9928\n",
      "Epoch 97/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0148 - accuracy: 0.9935\n",
      "Epoch 98/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0441 - accuracy: 0.9870\n",
      "Epoch 99/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0252 - accuracy: 0.9883\n",
      "Epoch 100/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0556 - accuracy: 0.9844\n",
      "12/12 [==============================] - 0s 10ms/step\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "     Class 0       0.88      0.98      0.92       100\n",
      "     Class 1       0.89      0.82      0.85        88\n",
      "     Class 2       0.88      0.94      0.91       105\n",
      "     Class 3       0.95      0.82      0.88        91\n",
      "\n",
      "    accuracy                           0.90       384\n",
      "   macro avg       0.90      0.89      0.89       384\n",
      "weighted avg       0.90      0.90      0.89       384\n",
      "\n",
      "\n",
      "Score for fold 2: loss: 0.40820297598838806 - accuracy: 0.8958333134651184 - Specifity: 0.965012990183687 - Sensivity: 0.8913036963036962\n"
     ]
    },
    {
     "data": {
      "image/png": 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KfeQV533Ucv9sdUTVIRNCiBr71UBERERGxT5yIiIiC8ZETkREZMGYyImIiCwYEzkREZEFYyInIiKyYEzkREREFsyiJ4RRq9W4fv063Nzcqj2HNBERSUcIgfz8fPj7+5t0cqbi4uJqP6Pgfk5OTlAoFEaIyHgsOpFfv34dQUFBUodBREQGysjI0PnRuPoqLi5GSHAtZGYZ/hwCX19fpKenm1Uyt+hE7ubmBgD4MzUIbrXYS1AThrYJkzoEmyOq8bhSIkuhRBl+wh7Nv+emUFpaiswsFS6nNoC7W/VzRV6+GsEdL6G0tJSJ3FgqmtPdatkZ9Mch3TnIHKUOweYImVrqEIhM56+5RWuie7SWmwy13Kp/HjXMswvXohM5ERGRrlRCDZUBk5KrhHn+qGYiJyIim6CGgBrVz+SGHGtKbI8mIiKyYKzIiYjIJqihhiGN44YdbTpM5EREZBNUQkBlwJO7DTnWlNi0TkREZMFYkRMRkU2w1sFuTORERGQT1BBQWWEiZ9M6ERGRBWNFTkRENoFN60RERBaMo9aJiIjI7LAiJyIim6D+azHkeHPERE5ERDZBZeCodUOONSUmciIisgkqAQOffma8WIyJfeREREQWjBU5ERHZBPaRExERWTA1ZFBBZtDx5ohN60RERBaMFTkREdkEtShfDDneHDGRExGRTVAZ2LRuyLGmxKZ1IiIiC8aKnIiIbIK1VuRM5EREZBPUQga1MGDUugHHmhKb1omIiCwYK3IiIrIJbFonIiKyYCrYQWVAQ7TKiLEYExM5ERHZBGFgH7lgHzkREREZGytyIiKyCewjJyIismAqYQeVMKCP3EynaGXTOhERkQVjRU5ERDZBDRnUBtSvaphnSc5ETkRENsFa+8jZtE5ERGTBWJETEZFNMHywG5vWiYiIJFPeR27AQ1PYtE5ERETGxorchArv2eF/y/1xZF9t5N52RMOWhRi3KANN2hUCAIoK7BAfHYCj+2oj/64DvANLMHB0FvqNvCVx5NZh6BvX8WSfHAQ2KkJpsR3OnaiFT5YF4epFZ6lDs3r9R97CS29kw9O7DJd/V2DdfH/8eqyW1GFZLV5v3agNnGvdXEetS16Rr127FiEhIVAoFOjYsSN+/PFHqUMymg+nBePUj+54Z/UlrPnuHNp3z8Pcl5vg1g1HAMDGqECcSHLHOx+mIy7pLAa/noV18+rj6H4PiSO3Dq3D8vH1f73x9ostMOtfzWBvL7Dk0/OQO5vrow+sQ/eBOZiw8Dq2rPZGZO8m+PX/XLH4s3TUCyiVOjSrxOutu4o+ckMWcyRpVFu3bsWUKVMwZ84cnDx5Ek8//TT69u2LK1euSBmWUZQUyfDznjp4bc5VtOpyD/4hJRj+zg34BJVg76f1AAC/pdZCz3/eRpuu9+ATVIrnXr2FkBaF+OO0q8TRW4e5o5oicVs9XP7DBelpLoid0RA+AaUIbV0gdWhW7cVxt7B/iyf2JXgh44IC6xYEIPu6I/r/67bUoVklXm/dqWFn8GKOJI0qNjYWY8aMwdixY9G8eXOsXLkSQUFBiIuLkzIso1CpZFCrZHCUazfFOCnUOHu8vMmrRed7OJZYG7duOEII4Jefa+H6RQU6RORKEbLVc3Err8Tz77JHyVQcHNUIbVOI1GQ3rfWpyW5o0Yk/oIyN15sACfvIS0tLkZqainfffVdrfe/evXH48OEqjykpKUFJSYnmdV5enkljNIRLLTWadbyHz1f5ISi0GLXrleHQTk/8ftIV/iHln2H8exn4cHowRnVqA3sHAZmdwOT3L6PlE/wf0PgExs+9gl+P18Ll312kDsZquXuqYO8A3L2l/U/L3WwH1PFWShSV9eL11o9KyKAy4FGkhhxrSpIl8lu3bkGlUsHHx0drvY+PDzIzM6s8JiYmBgsXLqyJ8IzindXpWPVOA4zs2AZ29gKNWhei+wt38OeZ8kTy9SfeOH/CFfM2XYB3YCl+/b9aiJtdH57eZWjXLV/i6K3LxEWXEdKsEO+81ELqUGzCg7fbymSAmY4Tsgq83rpRGTjYTWWmF1XyNkaZTPsXjhCi0roKs2bNwtSpUzWv8/LyEBQUZNL4DOHXoBRLt/2O4kI7FObbwdNHiWUTQuATVIqSIhk+XeqPOR//ic7PlrcshLQoQvpZF2xf78NEbkRvRF1Cl2fuYtrQ5riV6SR1OFYt7449VEqgTj3tatCjrhI52ZL/c2N1eL0JkLCPvG7durC3t69UfWdlZVWq0ivI5XK4u7trLZZA4aKGp48S9+7a40SyO7r0uQuVUgZlmR1kD/wF7OwEhNo8m28sj0Dkwkt4sk8OZg5vhptX5VIHZPWUZXb44xcXdHjgh2iHbvk4l8JBnMbG660ftbAzeDFHkv1kc3JyQseOHZGYmIgXXnhBsz4xMRGDBg2SKiyjSk1yBwQQ0KgYNy7J8cl7gQhoVIJnh96CgyPQKjwfnywOhJPiSnnT+hE3HNzmhbHzM6QO3SpMXHQZPQbdxsJxoSi6Z4c6dctvxynId0BpiXn+D2kNtm+oi+mrM/D7L85IS3FFv1dvwzugDN9+6iV1aFaJ11t3bFo3galTp2LEiBHo1KkTwsPDsWHDBly5cgUTJkyQMiyjKcyzx+alAbh1wxFutVXo2i8H/5p5DQ7lt5Fj5tqL2BwTgH+/GYJ7dx3gHVCKETOuoe+/OCGMMQwYkQUAeP/z37TWfzAtBInb6kkRkk1I3l0HbnVUGP72TXh6K3H5vAJzXw1B1jV2a5gCrzfJhJB2Fvi1a9di+fLluHHjBlq1aoUVK1agW7duOh2bl5cHDw8PZJ0PhrsbK6yaMKBhV6lDsDnivjs1iKyNUpQhCbuQm5trsu7Silyx/kRHONeqfv1adE+J8R1STRprdUg+GiIyMhKRkZFSh0FERFbO0EldOCEMERERGZ3kFTkREVFNMPx55OZZ+zKRExGRTbDW55EzkRMRkU2w1orcPKMiIiIinbAiJyIim2D4hDDmWfsykRMRkU1QCxnUBjzBzJBjTck8f14QERGRTliRExGRTVAb2LRurhPCMJETEZFNMPQJZub69DPzjIqIiIh0woqciIhsggoyqAyY1MWQY02JiZyIiGwCm9aJiIjI7DCRExGRTVDh7+b16i36USqVmDt3LkJCQuDs7IyGDRti0aJFUKvVmn2EEIiKioK/vz+cnZ0RERGBs2fP6nUeJnIiIrIJFU3rhiz6WLZsGdatW4c1a9YgLS0Ny5cvx/vvv48PP/xQs8/y5csRGxuLNWvW4Pjx4/D19UWvXr2Qn5+v83nYR05ERDahph+acuTIEQwaNAjPP/88AKBBgwbYsmULUlJSAJRX4ytXrsScOXPw4osvAgA2b94MHx8fJCQkYPz48TqdhxU5ERGRHvLy8rSWkpKSKvd76qmn8P333+P3338HAJw+fRo//fQT+vXrBwBIT09HZmYmevfurTlGLpeje/fuOHz4sM7xsCInIiKbIAx8Hrn469igoCCt9QsWLEBUVFSl/WfOnInc3Fw0a9YM9vb2UKlUWLJkCV555RUAQGZmJgDAx8dH6zgfHx9cvnxZ57iYyImIyCYYq2k9IyMD7u7umvVyubzK/bdu3Yr//e9/SEhIQMuWLXHq1ClMmTIF/v7+GDlypGY/mUz7x4UQotK6R2EiJyIi0oO7u7tWIn+Y6dOn491338XLL78MAGjdujUuX76MmJgYjBw5Er6+vgDKK3M/Pz/NcVlZWZWq9EdhHzkREdmEiseYGrLoo7CwEHZ22mnW3t5ec/tZSEgIfH19kZiYqNleWlqK5ORkdO3aVefzsCInIiKboDLw6Wf6HjtgwAAsWbIE9evXR8uWLXHy5EnExsZi9OjRAMqb1KdMmYLo6GiEhoYiNDQU0dHRcHFxwbBhw3Q+DxM5ERGRCXz44YeYN28eIiMjkZWVBX9/f4wfPx7z58/X7DNjxgwUFRUhMjISOTk5CAsLw4EDB+Dm5qbzeWRCCGGKD1AT8vLy4OHhgazzwXB3Yy9BTRjQUPfmHjIO8ZBbW4isgVKUIQm7kJubq1O/c3VU5IrJPw2CvJZjtd+n5F4ZVj9l2lirgxU5ERHZBDXsoDagad2QY03JPKMiIiIinbAiJyIim6ASMqj0HHn+4PHmiImciIhsQnVuIXvweHPERE5ERDZBVOMJZg8eb47MMyoiIiLSCStyIiKyCSrIoDLgoSmGHGtKTORERGQT1MKwfm61mc66wqZ1IiIiC8aKnIiIbILawMFuhhxrSkzkRERkE9SQQW1AP7chx5qSef68ICIiIp2wIiciIpvAmd2IiIgsGPvIzdjLL70MB3u51GHYhFrfZUkdgs3J766UOgQi0xFqQC11EJbNKhI5ERHR46hh4FzrZjrYjYmciIhsgjBw1LpgIiciIpKOtT79zDx77omIiEgnrMiJiMgmcNQ6ERGRBWPTOhEREZkdVuRERGQTrHWudSZyIiKyCWxaJyIiIrPDipyIiGyCtVbkTORERGQTrDWRs2mdiIjIgrEiJyIim2CtFTkTORER2QQBw24hE8YLxaiYyImIyCZYa0XOPnIiIiILxoqciIhsgrVW5EzkRERkE6w1kbNpnYiIyIKxIiciIptgrRU5EzkREdkEIWQQBiRjQ441JTatExERWTBW5EREZBP4PHIiIiILZq195GxaJyIismCsyImIyCZY62A3JnIiIrIJ1tq0zkROREQ2wVorcvaRExERWTBW5EREZBOEgU3r5lqRM5ETEZFNEACEMOx4c8SmdSIiIgvGipyIiGyCGjLIOLMbERGRZeKodSIiIjI7rMiJiMgmqIUMMk4IQ0REZJmEMHDUupkOW2fTOhERkQVjRU5ERDbBWge7MZGbUKtWWfjnP9LQuHEOvLyKsOi9p3HkSGCV+7456Rj69fsT69e3x85dzWo4Uutw76U7EJnqSusdX1BAPtkVpRsLoTxaCvV1FWSudrDv5Aj5BBfY1bWXIFrr1CosHy9NuInQ1kXw8i1D1JiGOLK/ttRhWTVec91ZayKXtGn90KFDGDBgAPz9/SGTybBz504pwzE6hUKJi+l1sDau4yP3Cw+/iqZNb+PWLecaisw6uWyoDdednprFeYU7AMChhxNQLKD6XQmnkS5w/U9tOC9xgzpDhaJ38yWO2rooXNS4eM4FH82r+gcrGR+vue4qnn5myGKOJK3ICwoK0LZtW7z22mv4xz/+IWUoJpGS4o+UFP9H7uPlVYjIN1IwZ24PLFqYXEORWSe7Otq/S0s/K4UswA727Rwhk8ngssJDa7tiiisKx+VCfVMFOx9W5caQ8oMHUn6ouM7pksZiK3jNSdJE3rdvX/Tt21fKECQlkwlMm3YEX21rjitXPB5/AOlMlAkoD5TAcYgzZLKqf0WLAgHIAFkt8/yVTUTGZa2j1tlHLqGXXjoHtcoOu3Y1kToUq6P8sRTinoBjP3mV20WJQMm6Qjg8K4fMlTdvENmC8kRuSB+5EYMxIotK5CUlJSgpKdG8zsvLkzAawzRufAeDBv6ONyf3Acx0/l5LVvZNMezDHKscyCaUAsVR+YBaQPGOqwTREREZj0Ul8piYGCxcuFDqMIyiVcss1K5djE8379ass7cXGDv2FAYP/h2jXhsoYXSWTZ2pgiq1DIrFbpW2CaVA8fx8qG+o4LLKg9U4kQ2x1lHrFpXIZ82ahalTp2pe5+XlISgoSMKIqu/7gyE4ecpXa93i95Jw8GADHEhsKE1QVqJsTzFktWVwCHfSWq9J4ldVcF7lAZkHkziRLREw7JniZtqyblkzu8nlcri7u2st5kyhKEPDhjlo2DAHAODjcw8NG+agXr0C5OfLcflyba1FpbJDTo4C166Z9+cyZ0ItULanBI59FZA5/P3rWSgFiuflQ3VeCcV8N0ANqG+rob6thigz1/89LY/CRYWGLQrRsEUhAMA3qAQNWxSinn+pxJFZL15z83bt2jW8+uqr8PLygouLC9q1a4fU1FTNdiEEoqKi4O/vD2dnZ0RERODs2bN6nUPSivzevXu4cOGC5nV6ejpOnToFT09P1K9fX8LIjCM09A6WLzuoeT1+3EkAQGJiCGJXdJEqLKumSimDuKmGYz+F1nqRrYbyp/J/2Apfu6u1zXm1Oxzaa1fvVD1N2hbi/S//0LyeEHUNAHDgC098MLWBRFFZN15z3dV003pOTg6efPJJ9OjRA3v37oW3tzf+/PNP1K5dW7PP8uXLERsbi/j4eDRp0gSLFy9Gr169cP78ebi5Ve4erIpMCOnG4SUlJaFHjx6V1o8cORLx8fGPPT4vLw8eHh7o2WYmHOyrHp1MxuX6YZbUIdic/O45UodAZDJKUYYk9Xbk5uaarJW1Ilc03Dwb9i6Kxx/wEKrCYlwcGa1zrO+++y5+/vln/Pjjj1VuF0LA398fU6ZMwcyZMwGUD+r28fHBsmXLMH78eJ3ikrRpPSIiAkKISosuSZyIiEgvf1Xk1V2gZ0W+e/dudOrUCS+99BK8vb3Rvn17bNy4UbM9PT0dmZmZ6N27t2adXC5H9+7dcfjwYZ3PY1F95ERERFLLy8vTWu6/Lfp+Fy9eRFxcHEJDQ7F//35MmDABkydPxqeffgoAyMzMBAD4+PhoHefj46PZpgsmciIisgkVM7sZsgBAUFAQPDw8NEtMTEyV51Or1ejQoQOio6PRvn17jB8/Hq+//jri4uK09ntw9kkhxENnpKyKRd1+RkREVF3GGuyWkZGh1Ucul1c9RsvPzw8tWrTQWte8eXNs27YNAODrW34LcmZmJvz8/DT7ZGVlVarSH4UVORERkR4evA36YYn8ySefxPnz57XW/f777wgODgYAhISEwNfXF4mJiZrtpaWlSE5ORteuXXWOhxU5ERHZhmoMWKt0vB7efvttdO3aFdHR0RgyZAiOHTuGDRs2YMOGDQDKm9SnTJmC6OhohIaGIjQ0FNHR0XBxccGwYcN0Pg8TORER2YSafvpZ586dsWPHDsyaNQuLFi1CSEgIVq5cieHDh2v2mTFjBoqKihAZGYmcnByEhYXhwIEDOt9DDjCRExERmUz//v3Rv3//h26XyWSIiopCVFRUtc/BRE5ERLbBSidb1ymRr169Wuc3nDx5crWDISIiMhWbfvrZihUrdHozmUzGRE5ERFSDdErk6enppo6DiIjI9My0edwQ1b6PvLS0FOfPn4dSqTRmPERERCZhyDzrhjbLm5LeibywsBBjxoyBi4sLWrZsiStXrgAo7xtfunSp0QMkIiIyCmGExQzpnchnzZqF06dPIykpCQrF34+De/bZZ7F161ajBkdERESPpvftZzt37sTWrVvRpUsXrUndW7RogT///NOowRERERmP7K/FkOPNj96JPDs7G97e3pXWFxQU6PW0FiIiohplpfeR69203rlzZ3z77bea1xXJe+PGjQgPDzdeZERERPRYelfkMTExeO6553Du3DkolUqsWrUKZ8+exZEjR5CcnGyKGImIiAzHirxc165d8fPPP6OwsBCNGjXCgQMH4OPjgyNHjqBjx46miJGIiMhwFU8/M2QxQ9Waa71169bYvHmzsWMhIiIiPVUrkatUKuzYsQNpaWmQyWRo3rw5Bg0aBAcHPoOFiIjMU00/xrSm6J15f/31VwwaNAiZmZlo2rQpAOD3339HvXr1sHv3brRu3droQRIRERmMfeTlxo4di5YtW+Lq1as4ceIETpw4gYyMDLRp0wbjxo0zRYxERET0EHpX5KdPn0ZKSgrq1KmjWVenTh0sWbIEnTt3NmpwRERERmPogDUzHeymd0XetGlT3Lx5s9L6rKwsNG7c2ChBERERGZtMGL6YI50q8ry8PM1/R0dHY/LkyYiKikKXLl0AAEePHsWiRYuwbNky00RJRERkKCvtI9cpkdeuXVtr+lUhBIYMGaJZJ/4ayjdgwACoVCoThElERERV0SmR//DDD6aOg4iIyLSstI9cp0TevXt3U8dBRERkWrbctF6VwsJCXLlyBaWlpVrr27RpY3BQREREpJtqPcb0tddew969e6vczj5yIiIyS1Zaket9+9mUKVOQk5ODo0ePwtnZGfv27cPmzZsRGhqK3bt3myJGIiIiwwkjLGZI74r84MGD2LVrFzp37gw7OzsEBwejV69ecHd3R0xMDJ5//nlTxElERERV0LsiLygogLe3NwDA09MT2dnZAMqfiHbixAnjRkdERGQsVvoY02rN7Hb+/HkAQLt27bB+/Xpcu3YN69atg5+fn9EDJCIiMgabntntflOmTMGNGzcAAAsWLECfPn3w2WefwcnJCfHx8caOj4iIiB5B70Q+fPhwzX+3b98ely5dwm+//Yb69eujbt26Rg2OiIjIaKx01Hq17yOv4OLigg4dOhgjFiIiItKTTol86tSpOr9hbGxstYMhIiIyFRkM6+c2z6FuOibykydP6vRm9z9YhYiIiEzPKh6aov7lN6hljlKHYRMK+rhIHYLN2X81VeoQbErfxl2lDsGm2AkZUFhDJ7Plh6YQERFZPCsd7Kb3feRERERkPliRExGRbbDSipyJnIiIbIKhs7OZ68xubFonIiKyYNVK5P/973/x5JNPwt/fH5cvXwYArFy5Ert27TJqcEREREZjpY8x1TuRx8XFYerUqejXrx/u3r0LlUoFAKhduzZWrlxp7PiIiIiMg4m83IcffoiNGzdizpw5sLe316zv1KkTzpw5Y9TgiIiI6NH0HuyWnp6O9u3bV1ovl8tRUFBglKCIiIiMjYPd/hISEoJTp05VWr937160aNHCGDEREREZX8XMboYsZkjvinz69OmYOHEiiouLIYTAsWPHsGXLFsTExODjjz82RYxERESG433k5V577TUolUrMmDEDhYWFGDZsGAICArBq1Sq8/PLLpoiRiIiIHqJaE8K8/vrreP3113Hr1i2o1Wp4e3sbOy4iIiKjstY+coNmdqtbt66x4iAiIjItNq2XCwkJeeRzxy9evGhQQERERKQ7vRP5lClTtF6XlZXh5MmT2LdvH6ZPn26suIiIiIzLwKZ1q6nI33rrrSrXf/TRR0hJSTE4ICIiIpOw0qZ1oz00pW/fvti2bZux3o6IiIh0YLTHmH711Vfw9PQ01tsREREZl5VW5Hon8vbt22sNdhNCIDMzE9nZ2Vi7dq1RgyMiIjIW3n72l8GDB2u9trOzQ7169RAREYFmzZoZKy4iIiLSgV6JXKlUokGDBujTpw98fX1NFRMRERHpSK/Bbg4ODnjjjTdQUlJiqniIiIhMg88jLxcWFoaTJ0+aIhYiIiKTqegjN2QxR3r3kUdGRuKdd97B1atX0bFjR7i6umptb9OmjdGCIyIiokfTOZGPHj0aK1euxNChQwEAkydP1myTyWQQQkAmk0GlUhk/SiIiImMw06raEDon8s2bN2Pp0qVIT083ZTxERESmYev3kQtR/gmCg4NNFgwRERHpR68+8kc99YyIiMiccUIYAE2aNHlsMr9z545BAREREZmErTetA8DChQvh4eFhqliIiIisUkxMDGbPno233noLK1euBFDeZb1w4UJs2LABOTk5CAsLw0cffYSWLVvq9d56JfKXX34Z3t7eep2AiIjIHEjVtH78+HFs2LCh0u3Zy5cvR2xsLOLj49GkSRMsXrwYvXr1wvnz5+Hm5qbz++s8IQz7x4mIyKJJMLPbvXv3MHz4cGzcuBF16tT5OxQhsHLlSsyZMwcvvvgiWrVqhc2bN6OwsBAJCQl6nUPnRF4xap2IiMiW5eXlaS2PmrZ84sSJeP755/Hss89qrU9PT0dmZiZ69+6tWSeXy9G9e3ccPnxYr3h0TuRqtZrN6kREZLmMVJEHBQXBw8NDs8TExFR5us8//xwnTpyocntmZiYAwMfHR2u9j4+PZpuu9J6ilYiIyBIZq488IyMD7u7umvVyubzSvhkZGXjrrbdw4MABKBSKh7/nA93WFbOk6oOJnIiIbIORbj9zd3fXSuRVSU1NRVZWFjp27KhZp1KpcOjQIaxZswbnz58HUF6Z+/n5afbJysqqVKU/jt5PPyMiIqJHe+aZZ3DmzBmcOnVKs3Tq1AnDhw/HqVOn0LBhQ/j6+iIxMVFzTGlpKZKTk9G1a1e9zsWKnIiIbEMNTgjj5uaGVq1aaa1zdXWFl5eXZv2UKVMQHR2N0NBQhIaGIjo6Gi4uLhg2bJheYTGRS6D/yFt46Y1seHqX4fLvCqyb749fj9WSOiyr8/ywTDw/7CZ8AstHlF7+wxkJHwYi5VCdxxxJuiq8Z4fNy/1weK8H7t52QKOWRXjjvato2q4IAJCT7YD/LPFHarIbCnLt0arLPUxcfBUBDUsljtw68DuuH3ObonXGjBkoKipCZGSkZkKYAwcO6HUPeXlcFnxfWV5eHjw8PBCBQXCQOUodjk66D8zB9NUZWDM7AGePueL5Ebfx3LA7eD2iKbKvOUkd3mPZubhIHYLOwnregVolw/XL5QNNnn0xG/8Yex2TBrXBlT8s53PsvaDfrSg1acn4YFw6r8DkpVfh6VOGg9s8sX1jPWxM+g1evmV4e2Ao7B0Exi24BpdaamzfUA8pP7hjY/JvULiopQ6/Sn0b69esKSVr+I4rRSkOFn6O3Nzcx/Y7V1dFrmg2ORr28ocPPHscVUkxfls926SxVoekfeQxMTHo3Lkz3Nzc4O3tjcGDB2sGAFirF8fdwv4tntiX4IWMCwqsWxCA7OuO6P+v21KHZnX+76AnjifXwbVLzrh2yRmbY+ujuNAOzdrlSx2aVSgpkuGnPbUxdu4NtO5SgICQUoyYlgnfoFJ886kXrl2UIy3VFW8uLa/QgxqXYFLMVRQV2uGHHbWlDt8q8DuuJwkmhKkJkiby5ORkTJw4EUePHkViYiKUSiV69+6NgoICKcMyGQdHNULbFCI1WbvZJDXZDS06WednNhd2dgLdn78FhYsav53Ur9mKqqZSyaBWyeAk166s5c5qnD1WC2Wl5bfQ3L/d3h5wdBQ4e5xdScbG7/jjVTStG7KYI0n7yPft26f1etOmTfD29kZqaiq6desmUVSm4+6pgr0DcPeW9mW/m+2AOt5KiaKybg2aFCD2y1/hJFejqNAe773RFFcuWEaTo7lzqaVG844FSFjpi/qhl1C7nhJJO+vgtxMuCAgpQVDjYvgEluKTGD+8tewqFC5qbF9fD3eyHHHnJofnGAu/42RWt5/l5uYCADw9PavcXlJSUmlqPEv04KgEmQxm22Rj6a6mO2PiwDZ4+5+t8W2CD955/wLqNy6UOiyrMePDyxACGNahFfo3aIud/6mLHi/kwM4ecHAE5n2cjmt/KvDPFq0xsFEbnD5SC5175sHOXurIrQe/43qw0qZ1s/lZLITA1KlT8dRTT1Uasl8hJiYGCxcurOHIjCfvjj1USqBOPe3q26OuEjnZZvOnsCrKMjvcuOwMAPjj11po0roAg0bewIfzGkkcmXXwb1CKf2+/gOJCOxTk28HLR4kl44PhW798FHVomyLEfXceBXl2KCuTobaXCpOfD0WTNkw0xsLvuB6s9HnkZlORT5o0Cb/88gu2bNny0H1mzZqF3NxczZKRkVGDERpOWWaHP35xQYdu2gNROnTLx7kUV4misi0ymYCjk5n+32jBFC5qePkokX/XHqnJ7gjvo91a5uquRm0vFa5ddMIfp10qbSfj4Xfc9phFGfjmm29i9+7dOHToEAIDAx+6n1wur3JOW0uyfUNdTF+dgd9/cUZaiiv6vXob3gFl+PZTL6lDszoj37mClOTayL7hBBdXFbr3v43WYXmYN7q51KFZjZQkNwgBBDUqwbV0J3z8XgACGxWj99DyuzAOfe0BDy8VvANKkZ6mwLr5gQh/LhcdIziq2hj4HdeP7K/FkOPNkaSJXAiBN998Ezt27EBSUhJCQkKkDKdGJO+uA7c6Kgx/+yY8vZW4fF6Bua+GIMsC7iG3NHXqlmL6vy/A07sUBfn2SP/NFfNGN8fJn2tLHZrVKMizx6YYP9y64Qi32io82e8uXnv3Bhz+mtbhzk1HrI8KwN1bDvD0VuLZl+5g2JSb0gZtRfgd15OVNq1LOiFMZGQkEhISsGvXLjRt2lSz3sPDA87Ozo893hInhLF0ljQhjLUw5wlhrJElTQhjDWpyQpiWEwyfEObsOk4IoyUuLg65ubmIiIiAn5+fZtm6dauUYREREVkMyZvWiYiIaoSVNq2bxWA3IiKiGmGmydgQZnP7GREREemPFTkREdkEc3uMqbEwkRMRkW2w0j5yNq0TERFZMFbkRERkE9i0TkREZMnYtE5ERETmhhU5ERHZBDatExERWTIrbVpnIiciIttgpYmcfeREREQWjBU5ERHZBPaRExERWTI2rRMREZG5YUVOREQ2QSYEZKL6ZbUhx5oSEzkREdkGNq0TERGRuWFFTkRENoGj1omIiCwZm9aJiIjI3LAiJyIim8CmdSIiIktmpU3rTORERGQTrLUiZx85ERGRBWNFTkREtoFN60RERJbNXJvHDcGmdSIiIgvGipyIiGyDEOWLIcebISZyIiKyCRy1TkRERGaHFTkREdkGjlonIiKyXDJ1+WLI8eaITetEREQWjBU5ERHZBjatExERWS5rHbXORE5ERLbBSu8jZx85ERGRBWNFTkRENoFN60QAZA78ytS0fs8OkToEm+J/8LrUIdiU0nt2wDM1dDIrHezGpnUiIiILxvKKiIhsApvWiYiILBlHrRMREZG5YUVOREQ2gU3rREREloyj1omIiMjcsCInIiKbwKZ1IiIiS6YW5Yshx5shJnIiIrIN7CMnIiIic8OKnIiIbIIMBvaRGy0S42IiJyIi28CZ3YiIiEhXMTEx6Ny5M9zc3ODt7Y3Bgwfj/PnzWvsIIRAVFQV/f384OzsjIiICZ8+e1es8TORERGQTKm4/M2TRR3JyMiZOnIijR48iMTERSqUSvXv3RkFBgWaf5cuXIzY2FmvWrMHx48fh6+uLXr16IT8/X+fzsGmdiIhsQw2PWt+3b5/W602bNsHb2xupqano1q0bhBBYuXIl5syZgxdffBEAsHnzZvj4+CAhIQHjx4/X6TysyImIiPSQl5entZSUlOh0XG5uLgDA09MTAJCeno7MzEz07t1bs49cLkf37t1x+PBhneNhIiciIpsgE8LgBQCCgoLg4eGhWWJiYh57biEEpk6diqeeegqtWrUCAGRmZgIAfHx8tPb18fHRbNMFm9aJiMg2qP9aDDkeQEZGBtzd3TWr5XL5Yw+dNGkSfvnlF/z000+Vtslk2je2CSEqrXsUJnIiIiI9uLu7ayXyx3nzzTexe/duHDp0CIGBgZr1vr6+AMorcz8/P836rKysSlX6o7BpnYiIbIKxmtZ1JYTApEmTsH37dhw8eBAhISFa20NCQuDr64vExETNutLSUiQnJ6Nr1646n4cVORER2YYaHrU+ceJEJCQkYNeuXXBzc9P0e3t4eMDZ2RkymQxTpkxBdHQ0QkNDERoaiujoaLi4uGDYsGE6n4eJnIiIbEMNz+wWFxcHAIiIiNBav2nTJowaNQoAMGPGDBQVFSEyMhI5OTkICwvDgQMH4ObmpvN5mMiJiIhMQOiQ+GUyGaKiohAVFVXt8zCRExGRTajO7GwPHm+OmMiJiMg28KEpREREZG5YkRMRkU2QqcsXQ443R0zkRERkG9i0TkREROaGFTkREdmGGp4QpqYwkRMRkU2ozjSrDx5vjti0TkREZMFYkRMRkW2w0sFuTORERGQbBAx7Hrl55nEmciIisg3sIyciIiKzw4qciIhsg4CBfeRGi8SomMiJiMg2WOlgNzatExERWTBW5BLoP/IWXnojG57eZbj8uwLr5vvj12O1pA7L6g0Zl4FRUy9h52Z/bIhpJHU4VqFV62z8Y8h5NA7NgVfdYrw3vyuOHA4AANjbq/Gv135F57Ab8PUtQEGBI06d9MGmj1vjzm1niSO3TDcGF0CVWbkqdP2HI+pMl+POomIU7lFqbXNqaQfv/7jUVIjmTQ1AZuDxZkjSijwuLg5t2rSBu7s73N3dER4ejr1790oZksl1H5iDCQuvY8tqb0T2boJf/88Viz9LR72AUqlDs2qhrfLx3JAbuPibq9ShWBWFQon0i7URt6Z9pW1yhQqNQ3Ow5X8t8OYbvbB4YVcEBOZjwaKfJYjUOnhvcoHft38vdVcrAADOPe01+8i72GvvE8sfTRUqRq0bspgjSRN5YGAgli5dipSUFKSkpKBnz54YNGgQzp49K2VYJvXiuFvYv8UT+xK8kHFBgXULApB93RH9/3Vb6tCslsJFhRn/Po/V80JxL4+NUMaUctwPn25qhcM/BVbaVljgiDkzu+PH5CBcu+qG82leiFvTHqFNc1DPu1CCaC2ffR0Z7L3sNEvxzyrYB8og7/B3Ipc5QWsfOw9DSlCyBJIm8gEDBqBfv35o0qQJmjRpgiVLlqBWrVo4evSolGGZjIOjGqFtCpGa7Ka1PjXZDS06FUgUlfWLnH8Bx5Lq4NSROlKHYvNcXcugVgP37jlKHYrFE2UChfvK4NrfETLZ38m65IQK1/sWIPOlAuREF0N1x0zbg6VQMdjNkMUMmU15olKp8OWXX6KgoADh4eFSh2MS7p4q2DsAd29pX/a72Q6o4618yFFkiG79stC4xT289c/KTb9UsxwdVXhtzBkkHayPokImckMVJSuhvge4Pv/3vyeKcHs4P+MAB18ZlNcF8jaUIntSMXzinSFzYmVuraPWJU/kZ86cQXh4OIqLi1GrVi3s2LEDLVq0qHLfkpISlJSUaF7n5eXVVJhG9eB3QSaD2d6faMnq+pZg/OyLmDumFcpKeYOGlOzt1Xh37lHI7AQ+Wt1B6nCsQsHXSii62MO+3t/fbZdef/9AcmwEODW3w43BhSj+WQXnHpL/c08mIvlftmnTpjh16hTu3r2Lbdu2YeTIkUhOTq4ymcfExGDhwoUSRGkceXfsoVICdeppV98edZXIyZb8T2F1Qlvmo07dMqzedlKzzt4BaNUpFwOGX8egNk9BrWaVYmr29mrMmncEPr4FmDW9O6txI1DeUKPkuApeSxWP3M++rh0cfGUoy1CDQ97AitxUnJyc0LhxYwBAp06dcPz4caxatQrr16+vtO+sWbMwdepUzeu8vDwEBQXVWKyGUpbZ4Y9fXNChWz4O7/PQrO/QLR9H9ns84kiqjlNHa+ONAdrV39vRv+PqRRd8+XEgk3gNqEji/gH38O60COTnyaUOySoUfFMGuzoyKLraP3I/Va6AMkvAvi6/6wCs9vYzyRP5g4QQWs3n95PL5ZDLLfsfgu0b6mL66gz8/osz0lJc0e/V2/AOKMO3n3pJHZrVKSpwwOU/tL/ixUX2yLvrgMt/8DY0Y1AolPAPuKd57eNXgIaN7iI/3wm3bykwe8ERNG6cg6i5T8HeTqBOnWIAQH6+E5RKdndUh1ALFH6rhGs/B8gc/s5K6kKBvI9L4dzDAfZeMihvqJG3rhT2HjI4dze7f+olYa0PTZH0rzt79mz07dsXQUFByM/Px+eff46kpCTs27dPyrBMKnl3HbjVUWH42zfh6a3E5fMKzH01BFnXnKQOjUhvoU3vYNkHyZrX4944DQBI3B+Mzz5tifCu1wEAH21I1Dpu5jvdcea0d80FakVKjqugyhRwGaDdRSGzA8r+VKNwbzHU+eVVuLyDPTwXO8HOlRW5NZM0kd+8eRMjRozAjRs34OHhgTZt2mDfvn3o1auXlGGZ3Deb6+KbzXWlDsMmvfuvNlKHYFXOnPZGv2dfeuj2R22j6lGEOSDwaOWZIGUKGeqtYk/4I7GP3Pj+85//SHl6IiKyJWoByAxIxmrzTOTspCIiIrJgHAFBRES2gU3rRERElszQaVbNM5GzaZ2IiMiCsSInIiLbwKZ1IiIiC6YWMKh5nKPWiYiIyNhYkRMRkW0Q6vLFkOPNEBM5ERHZBvaRExERWTD2kRMREZG5YUVORES2gU3rREREFkzAwERutEiMik3rREREFowVORER2QY2rRMREVkwtRqAAfeCq83zPnI2rRMREVkwVuRERGQb2LRORERkwaw0kbNpnYiIyIKxIiciIttgpVO0MpETEZFNEEINYcATzAw51pSYyImIyDYIYVhVzT5yIiIiMjZW5EREZBuEgX3kZlqRM5ETEZFtUKsBmQH93GbaR86mdSIiIgvGipyIiGwDm9aJiIgsl1CrIQxoWjfX28/YtE5ERGTBWJETEZFtYNM6ERGRBVMLQGZ9iZxN60RERBaMFTkREdkGIQAYch+5eVbkTORERGQThFpAGNC0Lsw0kbNpnYiIbINQG75Uw9q1axESEgKFQoGOHTvixx9/NOrHYiInIiIyka1bt2LKlCmYM2cOTp48iaeffhp9+/bFlStXjHYOJnIiIrIJQi0MXvQVGxuLMWPGYOzYsWjevDlWrlyJoKAgxMXFGe1zMZETEZFtqOGm9dLSUqSmpqJ3795a63v37o3Dhw8b7WNZ9GC3ioEHSpQZdI8/6U6IUqlDsD2qEqkjsCml9/gdr0llBWUAamYgmaG5QonyWPPy8rTWy+VyyOXySvvfunULKpUKPj4+Wut9fHyQmZlZ/UAeYNGJPD8/HwDwE/ZIHIkNyXv8LmRkvOY16xmpA7BN+fn58PDwMMl7Ozk5wdfXFz9lGp4ratWqhaCgIK11CxYsQFRU1EOPkclkWq+FEJXWGcKiE7m/vz8yMjLg5uZm1Itianl5eQgKCkJGRgbc3d2lDscm8JrXLF7vmmep11wIgfz8fPj7+5vsHAqFAunp6SgtNby1paokXFU1DgB169aFvb19peo7KyurUpVuCItO5HZ2dggMDJQ6jGpzd3e3qP/hrAGvec3i9a55lnjNTVWJ30+hUEChUJj8PPdzcnJCx44dkZiYiBdeeEGzPjExEYMGDTLaeSw6kRMREZmzqVOnYsSIEejUqRPCw8OxYcMGXLlyBRMmTDDaOZjIiYiITGTo0KG4ffs2Fi1ahBs3bqBVq1bYs2cPgoODjXYOJnIJyOVyLFiw4KH9KmR8vOY1i9e75vGam6/IyEhERkaa7P1lwlwnjyUiIqLH4oQwREREFoyJnIiIyIIxkRMREVkwJnIiIiILxkQuAVM/m5b+dujQIQwYMAD+/v6QyWTYuXOn1CFZtZiYGHTu3Blubm7w9vbG4MGDcf78eanDslpxcXFo06aNZhKY8PBw7N27V+qwqIYxkdewmng2Lf2toKAAbdu2xZo1a6QOxSYkJydj4sSJOHr0KBITE6FUKtG7d28UFBRIHZpVCgwMxNKlS5GSkoKUlBT07NkTgwYNwtmzZ6UOjWoQbz+rYWFhYejQoYPWs2ibN2+OwYMHIyYmRsLIrJ9MJsOOHTswePBgqUOxGdnZ2fD29kZycjK6desmdTg2wdPTE++//z7GjBkjdShUQ1iR16CaejYtkbnIzc0FUJ5cyLRUKhU+//xzFBQUIDw8XOpwqAZxZrcaVFPPpiUyB0IITJ06FU899RRatWoldThW68yZMwgPD0dxcTFq1aqFHTt2oEWLFlKHRTWIiVwCpn42LZE5mDRpEn755Rf89NNPUodi1Zo2bYpTp07h7t272LZtG0aOHInk5GQmcxvCRF6DaurZtERSe/PNN7F7924cOnTIoh81bAmcnJzQuHFjAECnTp1w/PhxrFq1CuvXr5c4Mqop7COvQfc/m/Z+iYmJ6Nq1q0RRERmPEAKTJk3C9u3bcfDgQYSEhEgdks0RQqCkpETqMKgGsSKvYTXxbFr6271793DhwgXN6/T0dJw6dQqenp6oX7++hJFZp4kTJyIhIQG7du2Cm5ubpvXJw8MDzs7OEkdnfWbPno2+ffsiKCgI+fn5+Pzzz5GUlIR9+/ZJHRrVIN5+JoG1a9di+fLlmmfTrlixgrfmmEhSUhJ69OhRaf3IkSMRHx9f8wFZuYeN9di0aRNGjRpVs8HYgDFjxuD777/HjRs34OHhgTZt2mDmzJno1auX1KFRDWIiJyIismDsIyciIrJgTOREREQWjImciIjIgjGRExERWTAmciIiIgvGRE5ERGTBmMiJiIgsGBM5kYGioqLQrl07zetRo0ZJ8szzS5cuQSaT4dSpUw/dp0GDBli5cqXO7xkfH4/atWsbHJtMJsPOnTsNfh8iqoyJnKzSqFGjIJPJIJPJ4OjoiIYNG2LatGkoKCgw+blXrVql86xxuiRfIqJH4VzrZLWee+45bNq0CWVlZfjxxx8xduxYFBQUIC4urtK+ZWVlcHR0NMp5PTw8jPI+RES6YEVOVksul8PX1xdBQUEYNmwYhg8frmnerWgO/+STT9CwYUPI5XIIIZCbm4tx48bB29sb7u7u6NmzJ06fPq31vkuXLoWPjw/c3NwwZswYFBcXa21/sGldrVZj2bJlaNy4MeRyOerXr48lS5YAgObpYO3bt4dMJkNERITmuE2bNqF58+ZQKBRo1qwZ1q5dq3WeY8eOoX379lAoFOjUqRNOnjyp9zWKjY1F69at4erqiqCgIERGRuLevXuV9tu5cyeaNGkChUKBXr16ISMjQ2v7119/jY4dO0KhUKBhw4ZYuHAhlEql3vEQkf6YyMlmODs7o6ysTPP6woUL+OKLL7Bt2zZN0/bzzz+PzMxM7NmzB6mpqejQoQOeeeYZ3LlzBwDwxRdfYMGCBViyZAlSUlLg5+dXKcE+aNasWVi2bBnmzZuHc+fOISEhQfP8+WPHjgEAvvvuO9y4cQPbt28HAGzcuBFz5szBkiVLkJaWhujoaMybNw+bN28GABQUFKB///5o2rQpUlNTERUVhWnTpul9Tezs7LB69Wr8+uuv2Lx5Mw4ePIgZM2Zo7VNYWIglS5Zg8+bN+Pnnn5GXl4eXX35Zs33//v149dVXMXnyZJw7dw7r169HfHy85scKEZmYILJCI0eOFIMGDdK8/r//+z/h5eUlhgwZIoQQYsGCBcLR0VFkZWVp9vn++++Fu7u7KC4u1nqvRo0aifXr1wshhAgPDxcTJkzQ2h4WFibatm1b5bnz8vKEXC4XGzdurDLO9PR0AUCcPHlSa31QUJBISEjQWvfee++J8PBwIYQQ69evF56enqKgoECzPS4ursr3ul9wcLBYsWLFQ7d/8cUXwsvLS/N606ZNAoA4evSoZl1aWpoAIP7v//5PCCHE008/LaKjo7Xe57///a/w8/PTvAYgduzY8dDzElH1sY+crNY333yDWrVqQalUoqysDIMGDcKHH36o2R4cHIx69eppXqempuLevXvw8vLSep+ioiL8+eefAIC0tLRKz44PDw/HDz/8UGUMaWlpKCkpwTPPPKNz3NnZ2cjIyMCYMWPw+uuva9YrlUpN/3taWhratm0LFxcXrTj09cMPPyA6Ohrnzp1DXl4elEoliouLUVBQAFdXVwCAg4MDOnXqpDmmWbNmqF27NtLS0vDEE08gNTUVx48f16rAVSoViouLUVhYqBUjERkfEzlZrR49eiAuLg6Ojo7w9/evNJitIlFVUKvV8PPzQ1JSUqX3qu4tWM7Oznofo1arAZQ3r4eFhWlts7e3BwAIIzx9+PLly+jXrx8mTJiA9957D56envjpp58wZswYrS4IoOrnjFesU6vVWLhwIV588cVK+ygUCoPjJKJHYyInq+Xq6orGjRvrvH+HDh2QmZkJBwcHNGjQoMp9mjdvjqNHj+Jf//qXZt3Ro0cf+p6hoaFwdnbG999/j7Fjx1ba7uTkBKC8gq3g4+ODgIAAXLx4EcOHD6/yfVu0aIH//ve/KCoq0vxYeFQcVUlJSYFSqcQHH3wAO7vy4TJffPFFpf2USiVSUlLwxBNPAADOnz+Pu3fvolmzZgDKr9v58+f1utZEZDxM5ER/efbZZxEeHo7Bgwdj2bJlaNq0Ka5fv449e/Zg8ODB6NSpE9566y2MHDkSnTp1wlNPPYXPPvsMZ8+eRcOGDat8T4VCgZkzZ2LGjBlwcnLCk08+iezsbJw9exZjxoyBt7c3nJ2dsW/fPgQGBkKhUMDDwwNRUVGYPHky3N3d0bdvX5SUlCAlJQU5OTmYOnUqhg0bhjlz5mDMmDGYO3cuLl26hH//+996fd5GjRpBqVTiww8/xIABA/Dzzz9j3bp1lfZzdHTEm2++idWrV8PR0RGTJk1Cly5dNIl9/vz56N+/P4KCgvDSSy/Bzs4Ov/zyC86cOYPFixfr/4cgIr1w1DrRX2QyGfbs2YNu3bph9OjRaNKkCV5++WVcunRJM8p86NChmD9/PmbOnImOHTvi8uXLeOONNx75vvPmzcM777yD+fPno3nz5hg6dCiysrIAlPc/r169GuvXr4e/vz8GDRoEABg7diw+/vhjxMfHo3Xr1ujevTvi4+M1t6vVqlULX3/9Nc6dO4f27dtjzpw5WLZsmV6ft127doiNjcWyZcvQqlUrfPbZZ4iJiam0n4uLC2bOnIlhw4YhPDwczs7O+PzzzzXb+/Tpg2+++QaJiYno3LkzunTpgtjYWAQHB+sVDxFVj0wYo7ONiIiIJMGKnIiIyIIxkRMREVkwJnIiIiILxkRORERkwZjIiYiILBgTORERkQVjIiciIrJgTOREREQWjImciIjIgjGRExERWTAmciIiIgvGRE5ERGTB/h8QOxx56nEk4QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------------------------------------\n",
      "Training for fold 3 ...\n",
      "\n",
      "Epoch 1/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.1809 - accuracy: 0.9427\n",
      "Epoch 2/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0912 - accuracy: 0.9661\n",
      "Epoch 3/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0563 - accuracy: 0.9792\n",
      "Epoch 4/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0648 - accuracy: 0.9759\n",
      "Epoch 5/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0572 - accuracy: 0.9746\n",
      "Epoch 6/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0682 - accuracy: 0.9798\n",
      "Epoch 7/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0488 - accuracy: 0.9792\n",
      "Epoch 8/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0454 - accuracy: 0.9824\n",
      "Epoch 9/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0449 - accuracy: 0.9759\n",
      "Epoch 10/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0501 - accuracy: 0.9831\n",
      "Epoch 11/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0406 - accuracy: 0.9811\n",
      "Epoch 12/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0244 - accuracy: 0.9909\n",
      "Epoch 13/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0207 - accuracy: 0.9883\n",
      "Epoch 14/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0348 - accuracy: 0.9883\n",
      "Epoch 15/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0270 - accuracy: 0.9896\n",
      "Epoch 16/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0203 - accuracy: 0.9922\n",
      "Epoch 17/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0485 - accuracy: 0.9798\n",
      "Epoch 18/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0620 - accuracy: 0.9785\n",
      "Epoch 19/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0271 - accuracy: 0.9896\n",
      "Epoch 20/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0528 - accuracy: 0.9818\n",
      "Epoch 21/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0447 - accuracy: 0.9818\n",
      "Epoch 22/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0326 - accuracy: 0.9876\n",
      "Epoch 23/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0255 - accuracy: 0.9915\n",
      "Epoch 24/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0261 - accuracy: 0.9883\n",
      "Epoch 25/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0209 - accuracy: 0.9883\n",
      "Epoch 26/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0407 - accuracy: 0.9857\n",
      "Epoch 27/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0221 - accuracy: 0.9922\n",
      "Epoch 28/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0176 - accuracy: 0.9935\n",
      "Epoch 29/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0566 - accuracy: 0.9798\n",
      "Epoch 30/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0570 - accuracy: 0.9798\n",
      "Epoch 31/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0585 - accuracy: 0.9779\n",
      "Epoch 32/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0562 - accuracy: 0.9753\n",
      "Epoch 33/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0579 - accuracy: 0.9792\n",
      "Epoch 34/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0318 - accuracy: 0.9889\n",
      "Epoch 35/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0229 - accuracy: 0.9909\n",
      "Epoch 36/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0544 - accuracy: 0.9818\n",
      "Epoch 37/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0238 - accuracy: 0.9876\n",
      "Epoch 38/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0299 - accuracy: 0.9889\n",
      "Epoch 39/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0327 - accuracy: 0.9863\n",
      "Epoch 40/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0352 - accuracy: 0.9857\n",
      "Epoch 41/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0470 - accuracy: 0.9850\n",
      "Epoch 42/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0280 - accuracy: 0.9909\n",
      "Epoch 43/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0133 - accuracy: 0.9935\n",
      "Epoch 44/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0129 - accuracy: 0.9941\n",
      "Epoch 45/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0179 - accuracy: 0.9928\n",
      "Epoch 46/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0210 - accuracy: 0.9902\n",
      "Epoch 47/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0147 - accuracy: 0.9928\n",
      "Epoch 48/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0218 - accuracy: 0.9922\n",
      "Epoch 49/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1076 - accuracy: 0.9714\n",
      "Epoch 50/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0472 - accuracy: 0.9805\n",
      "Epoch 51/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0593 - accuracy: 0.9818\n",
      "Epoch 52/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0562 - accuracy: 0.9811\n",
      "Epoch 53/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0425 - accuracy: 0.9870\n",
      "Epoch 54/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0295 - accuracy: 0.9876\n",
      "Epoch 55/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0515 - accuracy: 0.9818\n",
      "Epoch 56/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0310 - accuracy: 0.9857\n",
      "Epoch 57/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0319 - accuracy: 0.9870\n",
      "Epoch 58/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0835 - accuracy: 0.9733\n",
      "Epoch 59/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0659 - accuracy: 0.9779\n",
      "Epoch 60/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0295 - accuracy: 0.9876\n",
      "Epoch 61/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0249 - accuracy: 0.9915\n",
      "Epoch 62/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0404 - accuracy: 0.9837\n",
      "Epoch 63/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0188 - accuracy: 0.9909\n",
      "Epoch 64/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0518 - accuracy: 0.9811\n",
      "Epoch 65/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0180 - accuracy: 0.9902\n",
      "Epoch 66/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0315 - accuracy: 0.9889\n",
      "Epoch 67/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0447 - accuracy: 0.9876\n",
      "Epoch 68/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0539 - accuracy: 0.9824\n",
      "Epoch 69/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0472 - accuracy: 0.9811\n",
      "Epoch 70/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0267 - accuracy: 0.9883\n",
      "Epoch 71/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0164 - accuracy: 0.9922\n",
      "Epoch 72/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0139 - accuracy: 0.9928\n",
      "Epoch 73/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0280 - accuracy: 0.9915\n",
      "Epoch 74/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0185 - accuracy: 0.9928\n",
      "Epoch 75/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0166 - accuracy: 0.9915\n",
      "Epoch 76/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0118 - accuracy: 0.9935\n",
      "Epoch 77/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0157 - accuracy: 0.9928\n",
      "Epoch 78/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0280 - accuracy: 0.9863\n",
      "Epoch 79/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0295 - accuracy: 0.9909\n",
      "Epoch 80/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0199 - accuracy: 0.9928\n",
      "Epoch 81/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0323 - accuracy: 0.9876\n",
      "Epoch 82/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0649 - accuracy: 0.9772\n",
      "Epoch 83/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0281 - accuracy: 0.9863\n",
      "Epoch 84/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0267 - accuracy: 0.9928\n",
      "Epoch 85/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0213 - accuracy: 0.9935\n",
      "Epoch 86/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0358 - accuracy: 0.9831\n",
      "Epoch 87/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0721 - accuracy: 0.9753\n",
      "Epoch 88/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1007 - accuracy: 0.9694\n",
      "Epoch 89/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0215 - accuracy: 0.9909\n",
      "Epoch 90/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0123 - accuracy: 0.9948\n",
      "Epoch 91/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0221 - accuracy: 0.9922\n",
      "Epoch 92/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0165 - accuracy: 0.9915\n",
      "Epoch 93/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0118 - accuracy: 0.9941\n",
      "Epoch 94/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0217 - accuracy: 0.9922\n",
      "Epoch 95/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0290 - accuracy: 0.9889\n",
      "Epoch 96/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0433 - accuracy: 0.9870\n",
      "Epoch 97/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0576 - accuracy: 0.9831\n",
      "Epoch 98/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0322 - accuracy: 0.9896\n",
      "Epoch 99/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0345 - accuracy: 0.9844\n",
      "Epoch 100/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0174 - accuracy: 0.9941\n",
      "12/12 [==============================] - 0s 10ms/step\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "     Class 0       0.95      0.98      0.96        97\n",
      "     Class 1       0.95      0.92      0.93        98\n",
      "     Class 2       0.95      0.93      0.94        92\n",
      "     Class 3       0.95      0.96      0.95        97\n",
      "\n",
      "    accuracy                           0.95       384\n",
      "   macro avg       0.95      0.95      0.95       384\n",
      "weighted avg       0.95      0.95      0.95       384\n",
      "\n",
      "\n",
      "Score for fold 3: loss: 0.15825289487838745 - accuracy: 0.9479166865348816 - Specifity: 0.9826377473178342 - Sensivity: 0.9478235713828338\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------------------------------------\n",
      "Training for fold 4 ...\n",
      "\n",
      "Epoch 1/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.1099 - accuracy: 0.9616\n",
      "Epoch 2/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0768 - accuracy: 0.9733\n",
      "Epoch 3/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0807 - accuracy: 0.9811\n",
      "Epoch 4/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0483 - accuracy: 0.9824\n",
      "Epoch 5/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0467 - accuracy: 0.9837\n",
      "Epoch 6/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0443 - accuracy: 0.9824\n",
      "Epoch 7/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0503 - accuracy: 0.9850\n",
      "Epoch 8/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0337 - accuracy: 0.9850\n",
      "Epoch 9/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0378 - accuracy: 0.9896\n",
      "Epoch 10/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0354 - accuracy: 0.9863\n",
      "Epoch 11/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0149 - accuracy: 0.9935\n",
      "Epoch 12/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0150 - accuracy: 0.9928\n",
      "Epoch 13/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0092 - accuracy: 0.9954\n",
      "Epoch 14/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0232 - accuracy: 0.9909\n",
      "Epoch 15/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0195 - accuracy: 0.9915\n",
      "Epoch 16/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0304 - accuracy: 0.9896\n",
      "Epoch 17/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0223 - accuracy: 0.9896\n",
      "Epoch 18/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0285 - accuracy: 0.9883\n",
      "Epoch 19/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0340 - accuracy: 0.9876\n",
      "Epoch 20/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0203 - accuracy: 0.9935\n",
      "Epoch 21/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0100 - accuracy: 0.9954\n",
      "Epoch 22/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0088 - accuracy: 0.9967\n",
      "Epoch 23/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0078 - accuracy: 0.9974\n",
      "Epoch 24/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0302 - accuracy: 0.9883\n",
      "Epoch 25/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0342 - accuracy: 0.9876\n",
      "Epoch 26/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0412 - accuracy: 0.9831\n",
      "Epoch 27/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0304 - accuracy: 0.9857\n",
      "Epoch 28/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0370 - accuracy: 0.9889\n",
      "Epoch 29/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0541 - accuracy: 0.9876\n",
      "Epoch 30/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0586 - accuracy: 0.9811\n",
      "Epoch 31/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0508 - accuracy: 0.9870\n",
      "Epoch 32/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0250 - accuracy: 0.9935\n",
      "Epoch 33/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0230 - accuracy: 0.9915\n",
      "Epoch 34/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0430 - accuracy: 0.9863\n",
      "Epoch 35/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0280 - accuracy: 0.9915\n",
      "Epoch 36/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0164 - accuracy: 0.9935\n",
      "Epoch 37/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0151 - accuracy: 0.9941\n",
      "Epoch 38/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0115 - accuracy: 0.9954\n",
      "Epoch 39/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0085 - accuracy: 0.9961\n",
      "Epoch 40/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0132 - accuracy: 0.9941\n",
      "Epoch 41/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0197 - accuracy: 0.9922\n",
      "Epoch 42/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0154 - accuracy: 0.9915\n",
      "Epoch 43/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0197 - accuracy: 0.9948\n",
      "Epoch 44/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0110 - accuracy: 0.9961\n",
      "Epoch 45/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0070 - accuracy: 0.9980\n",
      "Epoch 46/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0058 - accuracy: 0.9967\n",
      "Epoch 47/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0060 - accuracy: 0.9980\n",
      "Epoch 48/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0416 - accuracy: 0.9876\n",
      "Epoch 49/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0952 - accuracy: 0.9714\n",
      "Epoch 50/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0465 - accuracy: 0.9850\n",
      "Epoch 51/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0277 - accuracy: 0.9909\n",
      "Epoch 52/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0107 - accuracy: 0.9961\n",
      "Epoch 53/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0211 - accuracy: 0.9909\n",
      "Epoch 54/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0347 - accuracy: 0.9902\n",
      "Epoch 55/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0281 - accuracy: 0.9876\n",
      "Epoch 56/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0253 - accuracy: 0.9915\n",
      "Epoch 57/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0156 - accuracy: 0.9922\n",
      "Epoch 58/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0141 - accuracy: 0.9954\n",
      "Epoch 59/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0269 - accuracy: 0.9935\n",
      "Epoch 60/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0306 - accuracy: 0.9883\n",
      "Epoch 61/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0116 - accuracy: 0.9948\n",
      "Epoch 62/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0133 - accuracy: 0.9961\n",
      "Epoch 63/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0124 - accuracy: 0.9928\n",
      "Epoch 64/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0097 - accuracy: 0.9954\n",
      "Epoch 65/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0112 - accuracy: 0.9941\n",
      "Epoch 66/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0104 - accuracy: 0.9948\n",
      "Epoch 67/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0592 - accuracy: 0.9883\n",
      "Epoch 68/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0778 - accuracy: 0.9668\n",
      "Epoch 69/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0527 - accuracy: 0.9779\n",
      "Epoch 70/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0459 - accuracy: 0.9805\n",
      "Epoch 71/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0248 - accuracy: 0.9909\n",
      "Epoch 72/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0143 - accuracy: 0.9954\n",
      "Epoch 73/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0127 - accuracy: 0.9954\n",
      "Epoch 74/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0081 - accuracy: 0.9954\n",
      "Epoch 75/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0076 - accuracy: 0.9961\n",
      "Epoch 76/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0145 - accuracy: 0.9941\n",
      "Epoch 77/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0286 - accuracy: 0.9948\n",
      "Epoch 78/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0454 - accuracy: 0.9889\n",
      "Epoch 79/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0130 - accuracy: 0.9935\n",
      "Epoch 80/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0096 - accuracy: 0.9967\n",
      "Epoch 81/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0094 - accuracy: 0.9961\n",
      "Epoch 82/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0163 - accuracy: 0.9928\n",
      "Epoch 83/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0966 - accuracy: 0.9857\n",
      "Epoch 84/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0389 - accuracy: 0.9850\n",
      "Epoch 85/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0504 - accuracy: 0.9896\n",
      "Epoch 86/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0333 - accuracy: 0.9935\n",
      "Epoch 87/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0276 - accuracy: 0.9889\n",
      "Epoch 88/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0287 - accuracy: 0.9922\n",
      "Epoch 89/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0159 - accuracy: 0.9954\n",
      "Epoch 90/100\n",
      "48/48 [==============================] - 1s 27ms/step - loss: 0.0179 - accuracy: 0.9948\n",
      "Epoch 91/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0234 - accuracy: 0.9922\n",
      "Epoch 92/100\n",
      "48/48 [==============================] - 2s 33ms/step - loss: 0.0453 - accuracy: 0.9876\n",
      "Epoch 93/100\n",
      "48/48 [==============================] - 2s 33ms/step - loss: 0.0138 - accuracy: 0.9941\n",
      "Epoch 94/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0140 - accuracy: 0.9941\n",
      "Epoch 95/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0108 - accuracy: 0.9941\n",
      "Epoch 96/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0620 - accuracy: 0.9818\n",
      "Epoch 97/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0349 - accuracy: 0.9883\n",
      "Epoch 98/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0140 - accuracy: 0.9948\n",
      "Epoch 99/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0179 - accuracy: 0.9935\n",
      "Epoch 100/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0092 - accuracy: 0.9954\n",
      "12/12 [==============================] - 0s 11ms/step\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "     Class 0       0.98      0.98      0.98        93\n",
      "     Class 1       0.98      0.97      0.97        95\n",
      "     Class 2       0.96      0.97      0.97       103\n",
      "     Class 3       0.96      0.96      0.96        93\n",
      "\n",
      "    accuracy                           0.97       384\n",
      "   macro avg       0.97      0.97      0.97       384\n",
      "weighted avg       0.97      0.97      0.97       384\n",
      "\n",
      "\n",
      "Score for fold 4: loss: 0.15775036811828613 - accuracy: 0.96875 - Specifity: 0.9895565381573039 - Sensivity: 0.968694677501772\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------------------------------------------------------------------------\n",
      "Training for fold 5 ...\n",
      "\n",
      "Epoch 1/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0681 - accuracy: 0.9824\n",
      "Epoch 2/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0596 - accuracy: 0.9818\n",
      "Epoch 3/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0503 - accuracy: 0.9818\n",
      "Epoch 4/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0473 - accuracy: 0.9870\n",
      "Epoch 5/100\n",
      "48/48 [==============================] - 2s 32ms/step - loss: 0.0525 - accuracy: 0.9831\n",
      "Epoch 6/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0685 - accuracy: 0.9811\n",
      "Epoch 7/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0399 - accuracy: 0.9876\n",
      "Epoch 8/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0149 - accuracy: 0.9948\n",
      "Epoch 9/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0167 - accuracy: 0.9948\n",
      "Epoch 10/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0118 - accuracy: 0.9935\n",
      "Epoch 11/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0199 - accuracy: 0.9954\n",
      "Epoch 12/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0149 - accuracy: 0.9935\n",
      "Epoch 13/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0169 - accuracy: 0.9928\n",
      "Epoch 14/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0066 - accuracy: 0.9987\n",
      "Epoch 15/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0100 - accuracy: 0.9948\n",
      "Epoch 16/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0176 - accuracy: 0.9928\n",
      "Epoch 17/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0704 - accuracy: 0.9792\n",
      "Epoch 18/100\n",
      "48/48 [==============================] - 2s 33ms/step - loss: 0.0392 - accuracy: 0.9889\n",
      "Epoch 19/100\n",
      "48/48 [==============================] - 2s 33ms/step - loss: 0.0385 - accuracy: 0.9870\n",
      "Epoch 20/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0280 - accuracy: 0.9915\n",
      "Epoch 21/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0269 - accuracy: 0.9909\n",
      "Epoch 22/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0126 - accuracy: 0.9941\n",
      "Epoch 23/100\n",
      "48/48 [==============================] - 2s 32ms/step - loss: 0.0108 - accuracy: 0.9961\n",
      "Epoch 24/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0091 - accuracy: 0.9967\n",
      "Epoch 25/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0166 - accuracy: 0.9954\n",
      "Epoch 26/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0427 - accuracy: 0.9857\n",
      "Epoch 27/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.1027 - accuracy: 0.9681\n",
      "Epoch 28/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0299 - accuracy: 0.9844\n",
      "Epoch 29/100\n",
      "48/48 [==============================] - 2s 32ms/step - loss: 0.0141 - accuracy: 0.9928\n",
      "Epoch 30/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0134 - accuracy: 0.9961\n",
      "Epoch 31/100\n",
      "48/48 [==============================] - 2s 32ms/step - loss: 0.0061 - accuracy: 0.9974\n",
      "Epoch 32/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0055 - accuracy: 0.9987\n",
      "Epoch 33/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0082 - accuracy: 0.9967\n",
      "Epoch 34/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0045 - accuracy: 0.9980\n",
      "Epoch 35/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0060 - accuracy: 0.9974\n",
      "Epoch 36/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0082 - accuracy: 0.9967\n",
      "Epoch 37/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0142 - accuracy: 0.9961\n",
      "Epoch 38/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0314 - accuracy: 0.9883\n",
      "Epoch 39/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0703 - accuracy: 0.9850\n",
      "Epoch 40/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0130 - accuracy: 0.9954\n",
      "Epoch 41/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0236 - accuracy: 0.9935\n",
      "Epoch 42/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0315 - accuracy: 0.9915\n",
      "Epoch 43/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0143 - accuracy: 0.9948\n",
      "Epoch 44/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0096 - accuracy: 0.9954\n",
      "Epoch 45/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0685 - accuracy: 0.9811\n",
      "Epoch 46/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0292 - accuracy: 0.9909\n",
      "Epoch 47/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0198 - accuracy: 0.9948\n",
      "Epoch 48/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0090 - accuracy: 0.9967\n",
      "Epoch 49/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0081 - accuracy: 0.9974\n",
      "Epoch 50/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0114 - accuracy: 0.9961\n",
      "Epoch 51/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0128 - accuracy: 0.9948\n",
      "Epoch 52/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0718 - accuracy: 0.9766\n",
      "Epoch 53/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0920 - accuracy: 0.9701\n",
      "Epoch 54/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0199 - accuracy: 0.9935\n",
      "Epoch 55/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0174 - accuracy: 0.9941\n",
      "Epoch 56/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0230 - accuracy: 0.9948\n",
      "Epoch 57/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0102 - accuracy: 0.9954\n",
      "Epoch 58/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0057 - accuracy: 0.9980\n",
      "Epoch 59/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0154 - accuracy: 0.9948\n",
      "Epoch 60/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0174 - accuracy: 0.9954\n",
      "Epoch 61/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0243 - accuracy: 0.9883\n",
      "Epoch 62/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0228 - accuracy: 0.9896\n",
      "Epoch 63/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0241 - accuracy: 0.9896\n",
      "Epoch 64/100\n",
      "48/48 [==============================] - 2s 32ms/step - loss: 0.0234 - accuracy: 0.9889\n",
      "Epoch 65/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0151 - accuracy: 0.9935\n",
      "Epoch 66/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0251 - accuracy: 0.9935\n",
      "Epoch 67/100\n",
      "48/48 [==============================] - 2s 32ms/step - loss: 0.0080 - accuracy: 0.9980\n",
      "Epoch 68/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0069 - accuracy: 0.9974\n",
      "Epoch 69/100\n",
      "48/48 [==============================] - 1s 31ms/step - loss: 0.0093 - accuracy: 0.9974\n",
      "Epoch 70/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0053 - accuracy: 0.9967\n",
      "Epoch 71/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0043 - accuracy: 0.9987\n",
      "Epoch 72/100\n",
      "48/48 [==============================] - 2s 33ms/step - loss: 0.0058 - accuracy: 0.9974\n",
      "Epoch 73/100\n",
      "48/48 [==============================] - 2s 32ms/step - loss: 0.0038 - accuracy: 0.9974\n",
      "Epoch 74/100\n",
      "48/48 [==============================] - 2s 33ms/step - loss: 0.0054 - accuracy: 0.9974\n",
      "Epoch 75/100\n",
      "48/48 [==============================] - 2s 34ms/step - loss: 0.0031 - accuracy: 0.9993\n",
      "Epoch 76/100\n",
      "48/48 [==============================] - 2s 33ms/step - loss: 0.0037 - accuracy: 0.9980\n",
      "Epoch 77/100\n",
      "48/48 [==============================] - 2s 32ms/step - loss: 0.0051 - accuracy: 0.9974\n",
      "Epoch 78/100\n",
      "48/48 [==============================] - 2s 31ms/step - loss: 0.0033 - accuracy: 0.9980\n",
      "Epoch 79/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0033 - accuracy: 0.9980\n",
      "Epoch 80/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0096 - accuracy: 0.9954\n",
      "Epoch 81/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0118 - accuracy: 0.9948\n",
      "Epoch 82/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0350 - accuracy: 0.9915\n",
      "Epoch 83/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0765 - accuracy: 0.9772\n",
      "Epoch 84/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0543 - accuracy: 0.9824\n",
      "Epoch 85/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0302 - accuracy: 0.9889\n",
      "Epoch 86/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0555 - accuracy: 0.9850\n",
      "Epoch 87/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0241 - accuracy: 0.9915\n",
      "Epoch 88/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0567 - accuracy: 0.9889\n",
      "Epoch 89/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0292 - accuracy: 0.9915\n",
      "Epoch 90/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0137 - accuracy: 0.9967\n",
      "Epoch 91/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0179 - accuracy: 0.9961\n",
      "Epoch 92/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0070 - accuracy: 0.9974\n",
      "Epoch 93/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0074 - accuracy: 0.9954\n",
      "Epoch 94/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0144 - accuracy: 0.9954\n",
      "Epoch 95/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0104 - accuracy: 0.9954\n",
      "Epoch 96/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0065 - accuracy: 0.9967\n",
      "Epoch 97/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0061 - accuracy: 0.9967\n",
      "Epoch 98/100\n",
      "48/48 [==============================] - 1s 29ms/step - loss: 0.0049 - accuracy: 0.9974\n",
      "Epoch 99/100\n",
      "48/48 [==============================] - 1s 28ms/step - loss: 0.0097 - accuracy: 0.9974\n",
      "Epoch 100/100\n",
      "48/48 [==============================] - 1s 30ms/step - loss: 0.0055 - accuracy: 0.9980\n",
      "12/12 [==============================] - 0s 12ms/step\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "     Class 0       0.99      0.99      0.99        86\n",
      "     Class 1       0.92      0.97      0.95        98\n",
      "     Class 2       0.99      0.97      0.98        96\n",
      "     Class 3       0.97      0.94      0.96       104\n",
      "\n",
      "    accuracy                           0.97       384\n",
      "   macro avg       0.97      0.97      0.97       384\n",
      "weighted avg       0.97      0.97      0.97       384\n",
      "\n",
      "\n",
      "Score for fold 5: loss: 0.18490004539489746 - accuracy: 0.9661458134651184 - Specifity: 0.9886214398483694 - Sensivity: 0.9672043851082472\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# K-fold Cross Validation model evaluation\n",
    "fold_no = 1\n",
    "for train, test in kfold.split(X, Y):\n",
    "    \n",
    "    # Generate a print\n",
    "    print('------------------------------------------------------------------------')\n",
    "    print(f'Training for fold {fold_no} ...\\n')\n",
    "\n",
    "    # Fit data to model\n",
    "    cnn.fit(X[train], Y[train],\n",
    "                    epochs = num_epochs,\n",
    "                    batch_size = batch_size,\n",
    "                    verbose = 1)\n",
    "    \n",
    "    # Predict the labels of test set\n",
    "    predicted_classes = cnn.predict(X[test])\n",
    "    y_pred = np.argmax(np.round(predicted_classes), axis = 1)\n",
    "\n",
    "    target_names = [\"Class {}\".format(i) for i in range(n)]\n",
    "    print(classification_report(Y[test], y_pred, target_names = target_names, zero_division = 0))\n",
    "\n",
    "    # Confusion Matrix\n",
    "    mcm = multilabel_confusion_matrix(Y[test], y_pred)\n",
    "\n",
    "    tn = mcm[:, 0, 0]\n",
    "    tp = mcm[:, 1, 1]\n",
    "    fn = mcm[:, 1, 0]\n",
    "    fp = mcm[:, 0, 1]\n",
    "\n",
    "    specifity = np.mean(tn / (tn + fp))\n",
    "    sensivity = np.mean(tp / (tp + fn))\n",
    "\n",
    "    # Generate generalization metrics of evaluation\n",
    "    scores = cnn.evaluate(X[test], Y[test], verbose = 0)\n",
    "    print(f'\\nScore for fold {fold_no}: {cnn.metrics_names[0]}: {scores[0]} - {cnn.metrics_names[1]}: {scores[1]} - Specifity: {specifity} - Sensivity: {sensivity}')\n",
    "\n",
    "    # Plot Confusion Matrix of each fold\n",
    "    ConfusionMatrixDisplay.from_predictions(Y[test], y_pred)\n",
    "    plt.title(f'Confusion Matrix - fold: {fold_no}', fontsize = 14)\n",
    "    plt.show()\n",
    "    \n",
    "    acc_per_fold.append(scores[1])\n",
    "    loss_per_fold.append(scores[0])\n",
    "    specifity_per_fold.append(specifity)\n",
    "    sensivity_per_fold.append(sensivity)\n",
    "\n",
    "    # Increase fold number\n",
    "    fold_no = fold_no + 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Resume Evaluation Metric scores**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Resume scores per fold\n",
      "------------------------------------------------------------------------\n",
      "> Fold 1 - Loss: 0.2507205009460449 - Accuracy: 0.9270833134651184 - Specificity: 0.9748003066327342 - Sensitivity: 0.9244158449245734\n",
      "------------------------------------------------------------------------\n",
      "> Fold 2 - Loss: 0.40820297598838806 - Accuracy: 0.8958333134651184 - Specificity: 0.965012990183687 - Sensitivity: 0.8913036963036962\n",
      "------------------------------------------------------------------------\n",
      "> Fold 3 - Loss: 0.15825289487838745 - Accuracy: 0.9479166865348816 - Specificity: 0.9826377473178342 - Sensitivity: 0.9478235713828338\n",
      "------------------------------------------------------------------------\n",
      "> Fold 4 - Loss: 0.15775036811828613 - Accuracy: 0.96875 - Specificity: 0.9895565381573039 - Sensitivity: 0.968694677501772\n",
      "------------------------------------------------------------------------\n",
      "> Fold 5 - Loss: 0.18490004539489746 - Accuracy: 0.9661458134651184 - Specificity: 0.9886214398483694 - Sensitivity: 0.9672043851082472\n",
      "------------------------------------------------------------------------\n",
      "Average scores for all folds:\n",
      "> Accuracy: 0.9411458253860474\n",
      "> Loss: 0.2319653570652008\n",
      "> Specificity: 0.9801258044279857\n",
      "> Sensitivity: 0.9398884350442245\n"
     ]
    }
   ],
   "source": [
    "# == Provide average scores ==\n",
    "print('Resume scores per fold')\n",
    "for i in range(0, num_folds):\n",
    "  print('------------------------------------------------------------------------')\n",
    "  print(f'> Fold {i+1} - Loss: {loss_per_fold[i]} - Accuracy: {acc_per_fold[i]} - Specificity: {specifity_per_fold[i]} - Sensitivity: {sensivity_per_fold[i]}')\n",
    "print('------------------------------------------------------------------------')\n",
    "print('Average scores for all folds:')\n",
    "print(f'> Accuracy: {np.mean(acc_per_fold)}')\n",
    "print(f'> Loss: {np.mean(loss_per_fold)}')\n",
    "print(f'> Specificity: {np.mean(specifity_per_fold)}')\n",
    "print(f'> Sensitivity: {np.mean(sensivity_per_fold)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Saving Model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "cnn.save(\"/Users/Cristian/Documents/EPN/Maestría en Computación/OneDrive - Escuela Politécnica Nacional/2022-B/Tesis/Script/Models/CNN-model1-ep\"+ str(num_epochs) + \".keras\", overwrite = True)"
   ]
  }
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