naive-bayes.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "018914de",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "# import dummy classifier\n",
    "from sklearn.dummy import DummyClassifier\n",
    "# import train_test_split\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "628b3407",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ac673a68",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.head()\n",
    "data['age'] = data['age'] / 365"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "61173fa8",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_val, y_train, y_val = train_test_split(data.drop('cardio', axis=1), data['cardio'], test_size=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "799e8feb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.4988392857142857"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dummy_clf = DummyClassifier(strategy='most_frequent')\n",
    "dummy_clf.fit(x_train, y_train)\n",
    "\n",
    "dummy_clf.score(x_val, y_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c0b92647",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5578571428571428"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Naive-bayes algorithm\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "\n",
    "nb_clf = GaussianNB()\n",
    "nb_clf.fit(x_train,y_train)\n",
    "\n",
    "nb_clf.score(x_val,y_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fcb3bb68",
   "metadata": {},
   "outputs": [],
   "source": [
    "#import min max scaler, one hot encoder, and column transformer\n",
    "from sklearn.preprocessing import MinMaxScaler, OneHotEncoder, StandardScaler\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.naive_bayes import CategoricalNB\n",
    "# pode deixar dessa forma, se tiver mt ruim a gente muda\n",
    "x_train, x_val, y_train, y_val = train_test_split(data.drop('cardio', axis=1), data['cardio'], test_size=0.2, random_state=0)\n",
    "var_to_be_used = ['ap_hi', 'ap_lo', 'age', 'weight', 'gluc', 'cholesterol', 'smoke', 'alco', 'active']\n",
    "\n",
    "numerical_features = ['ap_hi', 'ap_lo', 'weight', 'age']\n",
    "categorical_features = ['gluc', 'cholesterol', 'smoke', 'alco', 'active',]\n",
    "\n",
    "# create column transformer\n",
    "preprocessor = ColumnTransformer(\n",
    "    transformers=[\n",
    "        ('num', StandardScaler(), numerical_features),\n",
    "        # ('cat', OneHotEncoder(), categorical_features)\n",
    "    ]\n",
    ")\n",
    "\n",
    "data_transformed = preprocessor.fit_transform(x_train)\n",
    "val_transformed = preprocessor.transform(x_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7f0f0d59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(44800, 4)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_transformed.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "df4e5614",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32m[I 2023-04-20 17:04:39,081]\u001b[0m A new study created in memory with name: no-name-0d198b1a-48c1-4da4-8024-ed8a6916f26b\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,118]\u001b[0m Trial 5 finished with value: 0.7389558232931727 and parameters: {'var_smoothing': 0.06440806151646028}. Best is trial 5 with value: 0.7389558232931727.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,123]\u001b[0m Trial 0 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.20951768489948053}. Best is trial 5 with value: 0.7389558232931727.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,124]\u001b[0m Trial 1 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5362735901979833}. Best is trial 1 with value: 0.7409274193548387.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,130]\u001b[0m Trial 4 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.3695507067051784}. Best is trial 1 with value: 0.7409274193548387.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,131]\u001b[0m Trial 7 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.28079157719300785}. Best is trial 1 with value: 0.7409274193548387.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,134]\u001b[0m Trial 6 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6025579891164066}. Best is trial 6 with value: 0.7414141414141414.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,134]\u001b[0m Trial 2 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6483898612680118}. Best is trial 2 with value: 0.742914979757085.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,141]\u001b[0m Trial 3 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9468804852929678}. Best is trial 2 with value: 0.742914979757085.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,169]\u001b[0m Trial 8 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6416812383842817}. Best is trial 2 with value: 0.742914979757085.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,172]\u001b[0m Trial 10 finished with value: 0.7379032258064516 and parameters: {'var_smoothing': 0.041476821095766114}. Best is trial 2 with value: 0.742914979757085.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,172]\u001b[0m Trial 9 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6906875591579865}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,186]\u001b[0m Trial 13 finished with value: 0.738 and parameters: {'var_smoothing': 0.08305209503212363}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,187]\u001b[0m Trial 12 finished with value: 0.7397397397397397 and parameters: {'var_smoothing': 0.4915164249713714}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,194]\u001b[0m Trial 15 finished with value: 0.7392607392607392 and parameters: {'var_smoothing': 0.4627028388302108}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,213]\u001b[0m Trial 14 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9253806433472865}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,214]\u001b[0m Trial 11 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9284690642386987}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,243]\u001b[0m Trial 16 finished with value: 0.7394366197183099 and parameters: {'var_smoothing': 0.5292067374306764}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,254]\u001b[0m Trial 17 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.8057971090359507}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,261]\u001b[0m Trial 18 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.802846552839253}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,262]\u001b[0m Trial 19 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7448735726062795}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,276]\u001b[0m Trial 21 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.729381213115943}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,282]\u001b[0m Trial 20 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7368586578644241}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,290]\u001b[0m Trial 22 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7250454012082757}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,303]\u001b[0m Trial 23 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6704112651434244}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,342]\u001b[0m Trial 24 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.761004858906145}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,360]\u001b[0m Trial 25 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.743943940888511}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,369]\u001b[0m Trial 26 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7172490099844278}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,376]\u001b[0m Trial 27 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7044620490338013}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,387]\u001b[0m Trial 28 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6826397103346918}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,402]\u001b[0m Trial 29 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7015689937671369}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,403]\u001b[0m Trial 30 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6439185003942116}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,422]\u001b[0m Trial 31 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6084235881079553}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,437]\u001b[0m Trial 32 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5957924276459031}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,455]\u001b[0m Trial 33 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.641260380584821}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,455]\u001b[0m Trial 35 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6288754389074804}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,457]\u001b[0m Trial 34 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6312736422935161}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,468]\u001b[0m Trial 36 finished with value: 0.7416073245167853 and parameters: {'var_smoothing': 0.8457440210620696}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,491]\u001b[0m Trial 37 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6076696172151335}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,502]\u001b[0m Trial 39 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5718908897976129}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,503]\u001b[0m Trial 38 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5611731533468224}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,526]\u001b[0m Trial 40 finished with value: 0.7431192660550459 and parameters: {'var_smoothing': 0.8527040658387499}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,537]\u001b[0m Trial 41 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5469297959810104}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,548]\u001b[0m Trial 43 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5394468253852227}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,549]\u001b[0m Trial 42 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5732148279425555}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,563]\u001b[0m Trial 44 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5697000789551443}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,583]\u001b[0m Trial 45 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.53839655565714}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,584]\u001b[0m Trial 46 finished with value: 0.7380478087649402 and parameters: {'var_smoothing': 0.45811970706313393}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,598]\u001b[0m Trial 47 finished with value: 0.7380478087649402 and parameters: {'var_smoothing': 0.45772801661589746}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,612]\u001b[0m Trial 48 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6628791068185687}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,631]\u001b[0m Trial 49 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6597099774892423}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,633]\u001b[0m Trial 50 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6746037253904746}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,651]\u001b[0m Trial 51 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6738167759762486}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,654]\u001b[0m Trial 52 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.682374985030692}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,669]\u001b[0m Trial 53 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.638919312069066}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,677]\u001b[0m Trial 54 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6715926539471355}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,689]\u001b[0m Trial 55 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6714363928377496}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,699]\u001b[0m Trial 56 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6794764380255249}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,719]\u001b[0m Trial 57 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6894661418049743}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,721]\u001b[0m Trial 58 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6615449759542866}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,752]\u001b[0m Trial 59 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6813432195146216}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,757]\u001b[0m Trial 60 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.685929858153729}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,779]\u001b[0m Trial 61 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6879185687105129}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,781]\u001b[0m Trial 62 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6683677921374674}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,782]\u001b[0m Trial 63 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7842723458420052}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,805]\u001b[0m Trial 64 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7785896390070663}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,822]\u001b[0m Trial 66 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.778339860691281}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,825]\u001b[0m Trial 65 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7613645589470917}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,846]\u001b[0m Trial 67 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7633171144645954}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,857]\u001b[0m Trial 68 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.7824577445433352}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,871]\u001b[0m Trial 69 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7617811959625711}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,872]\u001b[0m Trial 70 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7699432042907649}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,889]\u001b[0m Trial 71 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7691041465565656}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,894]\u001b[0m Trial 72 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.726070288469196}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,914]\u001b[0m Trial 73 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7354735321665674}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,925]\u001b[0m Trial 74 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7230382761833494}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,943]\u001b[0m Trial 76 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7263751509712628}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,944]\u001b[0m Trial 75 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7167499477765044}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,971]\u001b[0m Trial 78 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7200431702179567}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:39,985]\u001b[0m Trial 79 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7209050746663047}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:39,987]\u001b[0m Trial 77 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7199299137220089}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,008]\u001b[0m Trial 80 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6079858972366031}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,019]\u001b[0m Trial 81 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7098783325966005}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,035]\u001b[0m Trial 83 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6178667157181637}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,047]\u001b[0m Trial 82 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6215904517367616}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,049]\u001b[0m Trial 84 finished with value: 0.7419028340080972 and parameters: {'var_smoothing': 0.6156930497779272}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,067]\u001b[0m Trial 85 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6247331573231142}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,084]\u001b[0m Trial 87 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6024281515064471}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,089]\u001b[0m Trial 86 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.608115361820882}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,104]\u001b[0m Trial 88 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6180866254998487}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,135]\u001b[0m Trial 89 finished with value: 0.7419028340080972 and parameters: {'var_smoothing': 0.6138775243191475}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,139]\u001b[0m Trial 91 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6602136091074365}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,186]\u001b[0m Trial 90 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.650344932900035}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,210]\u001b[0m Trial 92 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6559525137848816}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,219]\u001b[0m Trial 93 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6528566556457616}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,230]\u001b[0m Trial 95 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6535510805551555}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,233]\u001b[0m Trial 96 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6554741631113349}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,248]\u001b[0m Trial 94 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6667485419600894}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,262]\u001b[0m Trial 97 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6818244969023017}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,273]\u001b[0m Trial 98 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6960073561546765}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,288]\u001b[0m Trial 99 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6849994945796598}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,303]\u001b[0m Trial 100 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6880490478380139}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,314]\u001b[0m Trial 101 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6831866594790253}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,326]\u001b[0m Trial 102 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6907941825000454}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,328]\u001b[0m Trial 104 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7032303736979612}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,346]\u001b[0m Trial 103 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6914248285136428}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,357]\u001b[0m Trial 105 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6910236260596774}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,368]\u001b[0m Trial 106 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.691158285920803}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,380]\u001b[0m Trial 107 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5830033177009126}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,397]\u001b[0m Trial 109 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7471664274393874}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,399]\u001b[0m Trial 108 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7006162014707817}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,439]\u001b[0m Trial 111 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7484678575751622}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,453]\u001b[0m Trial 110 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7417317536843231}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,455]\u001b[0m Trial 113 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5822137510880303}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,474]\u001b[0m Trial 112 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7456773221986345}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,508]\u001b[0m Trial 115 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6717513001363221}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,512]\u001b[0m Trial 114 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5853998054141619}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,534]\u001b[0m Trial 117 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7454272305937869}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,552]\u001b[0m Trial 116 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6337190409963382}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,564]\u001b[0m Trial 118 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5882088745209461}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,577]\u001b[0m Trial 119 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6377032575991041}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,585]\u001b[0m Trial 120 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6365507229280376}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,605]\u001b[0m Trial 123 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6477504164875154}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,606]\u001b[0m Trial 121 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6412991859818621}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,607]\u001b[0m Trial 122 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7158929828672904}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,637]\u001b[0m Trial 124 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6389054903287448}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,650]\u001b[0m Trial 125 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6738411882069256}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,665]\u001b[0m Trial 126 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6311760873336482}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,677]\u001b[0m Trial 127 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7155422970899242}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,684]\u001b[0m Trial 128 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.8046016734588702}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,721]\u001b[0m Trial 130 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6724978126176758}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,727]\u001b[0m Trial 131 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6716613091856874}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,736]\u001b[0m Trial 129 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6672642239206868}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,754]\u001b[0m Trial 133 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.713412154769397}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,764]\u001b[0m Trial 132 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6739884653251664}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,781]\u001b[0m Trial 135 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7971393686019386}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,783]\u001b[0m Trial 134 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6737331613950412}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,805]\u001b[0m Trial 136 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6749327221003942}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,823]\u001b[0m Trial 137 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6728367910237755}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,827]\u001b[0m Trial 138 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6842557814009237}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,832]\u001b[0m Trial 139 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7157966013128948}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,849]\u001b[0m Trial 140 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.705096819852173}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,861]\u001b[0m Trial 141 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6883617055564062}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,877]\u001b[0m Trial 143 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7061909472324808}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,888]\u001b[0m Trial 142 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7075987612331658}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,904]\u001b[0m Trial 144 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7032669470667674}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,918]\u001b[0m Trial 145 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7047475263927505}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,930]\u001b[0m Trial 146 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7012812610073718}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,949]\u001b[0m Trial 148 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6983306454981908}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:40,951]\u001b[0m Trial 147 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6945107376614333}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,972]\u001b[0m Trial 150 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7340581161397643}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:40,993]\u001b[0m Trial 149 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6972533889635374}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,006]\u001b[0m Trial 151 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7271544870141325}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,020]\u001b[0m Trial 152 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7312477031339658}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,035]\u001b[0m Trial 153 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7309385944325003}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,038]\u001b[0m Trial 154 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7302445846357749}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,059]\u001b[0m Trial 156 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7282813540746584}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,064]\u001b[0m Trial 155 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7329553660231327}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,084]\u001b[0m Trial 157 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5995252209498794}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,096]\u001b[0m Trial 158 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6528574103050698}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,108]\u001b[0m Trial 159 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6531728453867232}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,120]\u001b[0m Trial 160 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6450913469953388}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,137]\u001b[0m Trial 161 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6524424602078706}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,138]\u001b[0m Trial 162 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6541107495594777}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,162]\u001b[0m Trial 164 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6554258628232665}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,166]\u001b[0m Trial 163 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.645086827176543}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,198]\u001b[0m Trial 165 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6456201860163723}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,219]\u001b[0m Trial 167 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6293422269822257}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,225]\u001b[0m Trial 166 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6513369326587076}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,244]\u001b[0m Trial 168 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6774876540678936}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,255]\u001b[0m Trial 170 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6835682960638257}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,271]\u001b[0m Trial 169 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6228938986173701}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,284]\u001b[0m Trial 171 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6823425674055154}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,295]\u001b[0m Trial 172 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6754770780252454}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,322]\u001b[0m Trial 173 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6819997425323723}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,351]\u001b[0m Trial 174 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6874552816572352}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,352]\u001b[0m Trial 175 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6740220919867528}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,353]\u001b[0m Trial 176 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6859800499195317}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,383]\u001b[0m Trial 177 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7615983197955506}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,398]\u001b[0m Trial 178 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7614319988770448}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,408]\u001b[0m Trial 180 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7542690123043295}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,434]\u001b[0m Trial 179 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6851337552842001}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,455]\u001b[0m Trial 181 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7486758556204753}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,470]\u001b[0m Trial 182 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6110733050056298}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,481]\u001b[0m Trial 183 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7485207753226403}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,490]\u001b[0m Trial 185 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.6135400000182731}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,493]\u001b[0m Trial 184 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7595388457902801}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,519]\u001b[0m Trial 186 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6169215527341066}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,522]\u001b[0m Trial 187 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.61940937056992}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,538]\u001b[0m Trial 188 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7041483710779611}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,557]\u001b[0m Trial 190 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6979697498971077}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,560]\u001b[0m Trial 189 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6978157214089874}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,578]\u001b[0m Trial 191 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7044365538787077}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,581]\u001b[0m Trial 192 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6995310989235531}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,591]\u001b[0m Trial 193 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6996550926585691}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,631]\u001b[0m Trial 194 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7008274787681755}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,643]\u001b[0m Trial 195 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.7023614405434883}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,660]\u001b[0m Trial 196 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6923772541074596}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,678]\u001b[0m Trial 199 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6676023424925835}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,679]\u001b[0m Trial 197 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6678670248943182}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,700]\u001b[0m Trial 198 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.670128515515898}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,707]\u001b[0m Trial 200 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.666730147912178}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,725]\u001b[0m Trial 201 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6645996723100549}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,748]\u001b[0m Trial 202 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6638331365435202}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,750]\u001b[0m Trial 203 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6655378681875287}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,773]\u001b[0m Trial 204 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6626347649895875}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,789]\u001b[0m Trial 205 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6645891631296501}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,807]\u001b[0m Trial 206 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6646062823725675}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,819]\u001b[0m Trial 207 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6594396372870286}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,843]\u001b[0m Trial 208 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6850498928488297}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,858]\u001b[0m Trial 209 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7198364486069576}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,873]\u001b[0m Trial 210 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7179124964176257}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,877]\u001b[0m Trial 211 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6858542430920362}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,879]\u001b[0m Trial 212 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7146349917938237}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,923]\u001b[0m Trial 213 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7181280939899604}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:41,924]\u001b[0m Trial 214 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7230448531164867}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,932]\u001b[0m Trial 215 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6367471358378026}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,948]\u001b[0m Trial 216 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7224373770602189}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,966]\u001b[0m Trial 219 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6319240317701287}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,969]\u001b[0m Trial 217 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7177594269289461}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,980]\u001b[0m Trial 220 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6351843920554752}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:41,985]\u001b[0m Trial 218 finished with value: 0.7402862985685071 and parameters: {'var_smoothing': 0.9974703391112674}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,042]\u001b[0m Trial 221 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6362918132186999}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,055]\u001b[0m Trial 222 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6879419899743283}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,069]\u001b[0m Trial 224 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6911417680487082}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,071]\u001b[0m Trial 223 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6847698919608521}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,075]\u001b[0m Trial 225 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6883661734341378}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,075]\u001b[0m Trial 226 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6848905786109035}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,076]\u001b[0m Trial 228 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6832281464405062}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,114]\u001b[0m Trial 227 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6866163774914285}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,173]\u001b[0m Trial 232 finished with value: 0.7353815659068385 and parameters: {'var_smoothing': 0.32312783924817257}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,175]\u001b[0m Trial 229 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6889109608027194}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,185]\u001b[0m Trial 233 finished with value: 0.7358490566037735 and parameters: {'var_smoothing': 0.3852350188179752}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,194]\u001b[0m Trial 230 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6843236195721175}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,200]\u001b[0m Trial 231 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6843265822234579}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,215]\u001b[0m Trial 234 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6487959679427211}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,219]\u001b[0m Trial 236 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.29496951746827954}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,242]\u001b[0m Trial 235 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6488937776191228}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,290]\u001b[0m Trial 237 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.647462501875458}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,300]\u001b[0m Trial 239 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6462623355882726}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,309]\u001b[0m Trial 238 finished with value: 0.7428571428571429 and parameters: {'var_smoothing': 0.8568844397850044}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,321]\u001b[0m Trial 240 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6495317711814759}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,325]\u001b[0m Trial 241 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6479220059642077}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,335]\u001b[0m Trial 243 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.1299801903866128}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,336]\u001b[0m Trial 242 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6499741447808649}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,356]\u001b[0m Trial 244 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6753817760099013}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,391]\u001b[0m Trial 245 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6642700666982003}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,396]\u001b[0m Trial 246 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6663442879601099}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,405]\u001b[0m Trial 247 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6720412172663951}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,422]\u001b[0m Trial 249 finished with value: 0.7401812688821753 and parameters: {'var_smoothing': 0.5230439199615781}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,425]\u001b[0m Trial 251 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6681495474744572}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,450]\u001b[0m Trial 248 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6708789945926577}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,465]\u001b[0m Trial 250 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6733209319370179}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,476]\u001b[0m Trial 252 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6681849791714892}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,511]\u001b[0m Trial 253 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7047357330785669}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,514]\u001b[0m Trial 254 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7077257129128544}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,533]\u001b[0m Trial 255 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7055665092486739}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,545]\u001b[0m Trial 256 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7058877847484505}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,548]\u001b[0m Trial 258 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7069632811021205}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,549]\u001b[0m Trial 257 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7054831739285227}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,568]\u001b[0m Trial 259 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7089099055722364}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,579]\u001b[0m Trial 260 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7164146050775533}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,638]\u001b[0m Trial 262 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7368819288231303}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,646]\u001b[0m Trial 261 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7356550288530262}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,649]\u001b[0m Trial 263 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7350882346380245}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,670]\u001b[0m Trial 266 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7367506597114397}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,674]\u001b[0m Trial 264 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7423449362272291}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,678]\u001b[0m Trial 265 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7370396452960715}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,694]\u001b[0m Trial 268 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7348309042332629}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,697]\u001b[0m Trial 267 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7395077421754612}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,737]\u001b[0m Trial 271 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6854313457200623}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,739]\u001b[0m Trial 269 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.598835548886074}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,754]\u001b[0m Trial 270 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6284892911713298}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,769]\u001b[0m Trial 272 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6282519925149093}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,779]\u001b[0m Trial 273 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5970692164416752}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,832]\u001b[0m Trial 274 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6228761512465255}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,832]\u001b[0m Trial 275 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6297761119539613}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,833]\u001b[0m Trial 276 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6866772109352496}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,902]\u001b[0m Trial 277 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6289508237423657}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,921]\u001b[0m Trial 278 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6262494235929}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,933]\u001b[0m Trial 279 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6836802603060541}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,949]\u001b[0m Trial 280 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.686077341163526}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,956]\u001b[0m Trial 281 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5595070617041643}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:42,957]\u001b[0m Trial 283 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6833182886916725}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,977]\u001b[0m Trial 282 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6792424406442601}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:42,981]\u001b[0m Trial 284 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6810450104740975}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,009]\u001b[0m Trial 285 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6769219591251711}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,026]\u001b[0m Trial 286 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6801143176181697}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,038]\u001b[0m Trial 287 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5561997669036772}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,050]\u001b[0m Trial 290 finished with value: 0.7421319796954314 and parameters: {'var_smoothing': 0.8327856363792367}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,052]\u001b[0m Trial 289 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6671211780353177}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,056]\u001b[0m Trial 288 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6582781840991702}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,073]\u001b[0m Trial 291 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6611174871254953}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,078]\u001b[0m Trial 292 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6668915657744617}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,102]\u001b[0m Trial 293 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6571432504986445}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,131]\u001b[0m Trial 294 finished with value: 0.7402206619859579 and parameters: {'var_smoothing': 0.4996425797867219}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,133]\u001b[0m Trial 295 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6486248538280557}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,148]\u001b[0m Trial 297 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7015262640242286}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,157]\u001b[0m Trial 296 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6541541018645306}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,165]\u001b[0m Trial 300 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6971617704507153}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,166]\u001b[0m Trial 299 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7015750186522794}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,176]\u001b[0m Trial 298 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6999132688550463}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,197]\u001b[0m Trial 301 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7011088164568036}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,228]\u001b[0m Trial 303 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7015084604321021}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,230]\u001b[0m Trial 302 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.703997488633637}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,247]\u001b[0m Trial 305 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7129701160359742}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,248]\u001b[0m Trial 304 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7168789418952642}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,264]\u001b[0m Trial 307 finished with value: 0.7392607392607392 and parameters: {'var_smoothing': 0.4715893928715045}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,267]\u001b[0m Trial 308 finished with value: 0.74 and parameters: {'var_smoothing': 0.4831068799411771}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,272]\u001b[0m Trial 306 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5830836390630181}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,292]\u001b[0m Trial 309 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.778738564976975}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,324]\u001b[0m Trial 310 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7746857692500236}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,336]\u001b[0m Trial 312 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7744743719465641}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,338]\u001b[0m Trial 311 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7210789371084018}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,353]\u001b[0m Trial 314 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6437820729510983}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,363]\u001b[0m Trial 313 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6413685898174953}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,364]\u001b[0m Trial 315 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7783446535440526}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,380]\u001b[0m Trial 316 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.1992439801504301}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,385]\u001b[0m Trial 317 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.652078640806234}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,417]\u001b[0m Trial 318 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6443253068706865}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,431]\u001b[0m Trial 319 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6385150622158025}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,441]\u001b[0m Trial 321 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6691395689085314}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,443]\u001b[0m Trial 320 finished with value: 0.7401812688821753 and parameters: {'var_smoothing': 0.5215826222188318}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,464]\u001b[0m Trial 324 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6756308481300717}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,467]\u001b[0m Trial 323 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6736925277279904}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,468]\u001b[0m Trial 322 finished with value: 0.7394366197183099 and parameters: {'var_smoothing': 0.5287157025545604}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,480]\u001b[0m Trial 325 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6733846650596335}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,514]\u001b[0m Trial 326 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6705070041962301}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,527]\u001b[0m Trial 327 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6730842100078649}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,541]\u001b[0m Trial 328 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6836814944341264}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,550]\u001b[0m Trial 329 finished with value: 0.7377866400797607 and parameters: {'var_smoothing': 0.4526001067092478}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,560]\u001b[0m Trial 330 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6922498841722259}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,561]\u001b[0m Trial 332 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6914489004500063}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,566]\u001b[0m Trial 331 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6108605596742643}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,585]\u001b[0m Trial 333 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.9061872867014367}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,619]\u001b[0m Trial 334 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7205945819058946}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,634]\u001b[0m Trial 335 finished with value: 0.7398373983739838 and parameters: {'var_smoothing': 0.009338190974793159}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,650]\u001b[0m Trial 336 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7258669569824069}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,651]\u001b[0m Trial 337 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7293610979294245}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,663]\u001b[0m Trial 338 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7139666353921119}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,674]\u001b[0m Trial 340 finished with value: 0.7425944841675178 and parameters: {'var_smoothing': 0.8869984395772024}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,676]\u001b[0m Trial 339 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7264225237646604}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,680]\u001b[0m Trial 341 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7203942941176485}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,713]\u001b[0m Trial 342 finished with value: 0.7392176529588766 and parameters: {'var_smoothing': 0.07080894762109124}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,734]\u001b[0m Trial 343 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7259736645312398}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,749]\u001b[0m Trial 346 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6913012445732091}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,754]\u001b[0m Trial 345 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6577569494305742}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,756]\u001b[0m Trial 348 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6564532325097303}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,762]\u001b[0m Trial 344 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6919479601421235}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,783]\u001b[0m Trial 347 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6559050333235166}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,811]\u001b[0m Trial 349 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.693187859031057}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,826]\u001b[0m Trial 350 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7586498030245485}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,856]\u001b[0m Trial 351 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6592040195748546}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,868]\u001b[0m Trial 352 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6915788772501893}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,872]\u001b[0m Trial 355 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7480630030649712}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,877]\u001b[0m Trial 354 finished with value: 0.742393509127789 and parameters: {'var_smoothing': 0.8159409761420352}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,882]\u001b[0m Trial 353 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7510481960023164}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,884]\u001b[0m Trial 356 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5956891573746369}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,910]\u001b[0m Trial 357 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7506370020270805}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,925]\u001b[0m Trial 358 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5955252163420677}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,959]\u001b[0m Trial 359 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.578257821704295}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,968]\u001b[0m Trial 360 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6363616197185471}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,975]\u001b[0m Trial 362 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6314688414165954}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,989]\u001b[0m Trial 364 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.8005721277791685}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:43,989]\u001b[0m Trial 361 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6312186720704531}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:43,993]\u001b[0m Trial 363 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5715914952614682}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,011]\u001b[0m Trial 365 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6302611333963924}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,025]\u001b[0m Trial 366 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6332628558186513}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,060]\u001b[0m Trial 367 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7050538741393928}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,071]\u001b[0m Trial 368 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7971724716091731}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,072]\u001b[0m Trial 370 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6720074280103799}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,073]\u001b[0m Trial 369 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6734808530655232}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,092]\u001b[0m Trial 371 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6743932341546768}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,103]\u001b[0m Trial 372 finished with value: 0.7380478087649402 and parameters: {'var_smoothing': 0.4416830395375897}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,117]\u001b[0m Trial 373 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.673594886834879}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,122]\u001b[0m Trial 374 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.673866936993502}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,163]\u001b[0m Trial 376 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7073449234593782}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,164]\u001b[0m Trial 378 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7060982185636562}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,171]\u001b[0m Trial 375 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6760963665670076}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,188]\u001b[0m Trial 377 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6980314454556913}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,197]\u001b[0m Trial 379 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7039568231957782}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,207]\u001b[0m Trial 381 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.700110932306401}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,215]\u001b[0m Trial 380 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7088504456578872}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,216]\u001b[0m Trial 382 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7068507597762838}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,258]\u001b[0m Trial 384 finished with value: 0.7419028340080972 and parameters: {'var_smoothing': 0.6140318743639609}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,260]\u001b[0m Trial 385 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6531516500355737}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,270]\u001b[0m Trial 383 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6899515465280626}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,288]\u001b[0m Trial 386 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6099262736923491}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,309]\u001b[0m Trial 387 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6104866744009472}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,314]\u001b[0m Trial 389 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6117648496824477}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,340]\u001b[0m Trial 390 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6107692125871409}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,358]\u001b[0m Trial 388 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6524515955775028}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,378]\u001b[0m Trial 392 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6452179037239298}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,386]\u001b[0m Trial 393 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6522499555136895}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,412]\u001b[0m Trial 391 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6562063103151607}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,424]\u001b[0m Trial 396 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6527350762222826}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,435]\u001b[0m Trial 394 finished with value: 0.7428571428571429 and parameters: {'var_smoothing': 0.8621472909488965}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,447]\u001b[0m Trial 397 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6477667717508315}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,455]\u001b[0m Trial 398 finished with value: 0.7404426559356136 and parameters: {'var_smoothing': 0.5132446340716718}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,460]\u001b[0m Trial 395 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6529741558429533}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,477]\u001b[0m Trial 399 finished with value: 0.7413441955193483 and parameters: {'var_smoothing': 0.9648618156880122}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,487]\u001b[0m Trial 400 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6845814756923793}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,516]\u001b[0m Trial 401 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7320220417065012}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,526]\u001b[0m Trial 402 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7263259170452911}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,531]\u001b[0m Trial 403 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7261811733739092}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,545]\u001b[0m Trial 404 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7246782731419863}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,556]\u001b[0m Trial 406 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7289606552793769}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,565]\u001b[0m Trial 405 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.724718825902099}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,583]\u001b[0m Trial 407 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6862024878989241}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,589]\u001b[0m Trial 408 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.2555211949901021}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,618]\u001b[0m Trial 409 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5619080036469982}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,633]\u001b[0m Trial 411 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6894057150595793}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,634]\u001b[0m Trial 410 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6923243632403295}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,659]\u001b[0m Trial 412 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6896671007821322}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,670]\u001b[0m Trial 413 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6852547163513594}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,680]\u001b[0m Trial 414 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5374578899928003}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,691]\u001b[0m Trial 416 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6905882021159835}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,703]\u001b[0m Trial 415 finished with value: 0.741869918699187 and parameters: {'var_smoothing': 0.8420203625472986}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,728]\u001b[0m Trial 417 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6821057871753193}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,742]\u001b[0m Trial 418 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6679048383806278}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,743]\u001b[0m Trial 419 finished with value: 0.7402206619859579 and parameters: {'var_smoothing': 0.4962517596720979}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,760]\u001b[0m Trial 420 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6684852609208239}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,775]\u001b[0m Trial 421 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6673134455850075}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,786]\u001b[0m Trial 422 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7609569952289196}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,788]\u001b[0m Trial 423 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.4382054355658169}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,796]\u001b[0m Trial 424 finished with value: 0.7402206619859579 and parameters: {'var_smoothing': 0.5016842865882817}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,859]\u001b[0m Trial 426 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7556378433876061}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,859]\u001b[0m Trial 425 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7513592932260088}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,879]\u001b[0m Trial 427 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6670418697758738}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,892]\u001b[0m Trial 428 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7667905911388601}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,911]\u001b[0m Trial 431 finished with value: 0.7413441955193483 and parameters: {'var_smoothing': 0.9640149136361252}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,919]\u001b[0m Trial 429 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7646455108162644}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:44,923]\u001b[0m Trial 432 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7130649414307584}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,935]\u001b[0m Trial 430 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9518491325873146}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,969]\u001b[0m Trial 434 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7122956234282817}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,984]\u001b[0m Trial 433 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7127140693973774}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,990]\u001b[0m Trial 435 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7126125617956176}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:44,998]\u001b[0m Trial 436 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7126902089910387}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,017]\u001b[0m Trial 438 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6353770439924364}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,019]\u001b[0m Trial 437 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7076462258879492}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,032]\u001b[0m Trial 440 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6346926124408314}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,045]\u001b[0m Trial 439 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6376769146452674}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,083]\u001b[0m Trial 441 finished with value: 0.738 and parameters: {'var_smoothing': 0.083342375887972}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,097]\u001b[0m Trial 444 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.62992744746441}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,099]\u001b[0m Trial 442 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6338171341128981}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,119]\u001b[0m Trial 443 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6362751072673135}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,130]\u001b[0m Trial 445 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6648221871672294}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,131]\u001b[0m Trial 446 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6660327205637826}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,138]\u001b[0m Trial 447 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.34062503525806337}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,161]\u001b[0m Trial 448 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6713960518271861}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,217]\u001b[0m Trial 449 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6635316185692833}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,233]\u001b[0m Trial 450 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6662805430667545}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,235]\u001b[0m Trial 451 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5402426838981287}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,239]\u001b[0m Trial 453 finished with value: 0.741869918699187 and parameters: {'var_smoothing': 0.8352851925697713}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,239]\u001b[0m Trial 454 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6823296534966132}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,268]\u001b[0m Trial 455 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.8996868419514399}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,277]\u001b[0m Trial 452 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6676105881998187}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,283]\u001b[0m Trial 456 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.69139309753622}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,320]\u001b[0m Trial 457 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.14103178659522564}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,326]\u001b[0m Trial 458 finished with value: 0.7361111111111112 and parameters: {'var_smoothing': 0.38108571320297746}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,346]\u001b[0m Trial 460 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5823949030448208}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,348]\u001b[0m Trial 461 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5803982731786996}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,362]\u001b[0m Trial 462 finished with value: 0.7392607392607392 and parameters: {'var_smoothing': 0.47060977423128314}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,364]\u001b[0m Trial 464 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.690890322580996}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,374]\u001b[0m Trial 459 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.4366906543911169}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,374]\u001b[0m Trial 463 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6957485717726337}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,528]\u001b[0m Trial 465 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.8026728699314867}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,538]\u001b[0m Trial 466 finished with value: 0.7371031746031746 and parameters: {'var_smoothing': 0.27234058807932077}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,550]\u001b[0m Trial 468 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7386063560684335}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,560]\u001b[0m Trial 467 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6966036080772758}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,576]\u001b[0m Trial 472 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7352060822872337}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,578]\u001b[0m Trial 471 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7938438644212398}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,593]\u001b[0m Trial 470 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7404445495230193}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,594]\u001b[0m Trial 469 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5587514465684028}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,642]\u001b[0m Trial 474 finished with value: 0.7421319796954314 and parameters: {'var_smoothing': 0.8279301275288201}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,652]\u001b[0m Trial 473 finished with value: 0.7359050445103857 and parameters: {'var_smoothing': 0.36530180314223143}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,654]\u001b[0m Trial 475 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6916998305024835}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,660]\u001b[0m Trial 476 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.784618883510878}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,682]\u001b[0m Trial 478 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.39457772945551384}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,684]\u001b[0m Trial 477 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6493715573653305}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,689]\u001b[0m Trial 479 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6541272662975769}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,690]\u001b[0m Trial 480 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.9211455898900597}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,748]\u001b[0m Trial 481 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6546591004634569}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,749]\u001b[0m Trial 482 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6529395232202649}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,760]\u001b[0m Trial 484 finished with value: 0.7410440122824974 and parameters: {'var_smoothing': 0.9888059544326284}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,773]\u001b[0m Trial 483 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6529824016889847}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,784]\u001b[0m Trial 485 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6784850313664255}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,786]\u001b[0m Trial 486 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6784743845643425}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,811]\u001b[0m Trial 487 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.4131356795718182}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,825]\u001b[0m Trial 488 finished with value: 0.7425944841675178 and parameters: {'var_smoothing': 0.8727330070911797}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,879]\u001b[0m Trial 494 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7100070955848786}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,890]\u001b[0m Trial 489 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6750761248248965}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,908]\u001b[0m Trial 490 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.4029769159931012}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,909]\u001b[0m Trial 492 finished with value: 0.7428571428571429 and parameters: {'var_smoothing': 0.8598386520958419}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,926]\u001b[0m Trial 491 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6780468182917134}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:45,928]\u001b[0m Trial 493 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7110059970894717}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,944]\u001b[0m Trial 495 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7095479818811763}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,955]\u001b[0m Trial 496 finished with value: 0.742393509127789 and parameters: {'var_smoothing': 0.8181003652148002}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:45,990]\u001b[0m Trial 497 finished with value: 0.742393509127789 and parameters: {'var_smoothing': 0.8186450926619173}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,004]\u001b[0m Trial 499 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9249549017427128}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,016]\u001b[0m Trial 498 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6166123449877311}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,017]\u001b[0m Trial 500 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.705533332521088}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,034]\u001b[0m Trial 503 finished with value: 0.741 and parameters: {'var_smoothing': 0.47956587034703413}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,039]\u001b[0m Trial 502 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.9203868189382921}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,040]\u001b[0m Trial 501 finished with value: 0.7425944841675178 and parameters: {'var_smoothing': 0.8749252583756313}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,067]\u001b[0m Trial 504 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.2327231360498911}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,105]\u001b[0m Trial 505 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6924243984491347}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,117]\u001b[0m Trial 506 finished with value: 0.74 and parameters: {'var_smoothing': 0.48485807253853275}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,119]\u001b[0m Trial 508 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.597968434675413}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,138]\u001b[0m Trial 507 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6925775705409526}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,148]\u001b[0m Trial 511 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6930535911439298}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,151]\u001b[0m Trial 509 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5385120763083298}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,168]\u001b[0m Trial 512 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6914992909125618}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,169]\u001b[0m Trial 510 finished with value: 0.7404426559356136 and parameters: {'var_smoothing': 0.5147263296134437}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,220]\u001b[0m Trial 513 finished with value: 0.7423625254582484 and parameters: {'var_smoothing': 0.8486524840964105}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,236]\u001b[0m Trial 514 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6186911770675554}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,250]\u001b[0m Trial 517 finished with value: 0.7410805300713558 and parameters: {'var_smoothing': 0.0012387965618833041}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,250]\u001b[0m Trial 515 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6861474062529642}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,251]\u001b[0m Trial 516 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7197186363877656}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,252]\u001b[0m Trial 518 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7296007172377167}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,268]\u001b[0m Trial 519 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6192762606156086}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,273]\u001b[0m Trial 520 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6194022022337321}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,329]\u001b[0m Trial 521 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9433728289267219}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,331]\u001b[0m Trial 522 finished with value: 0.7377866400797607 and parameters: {'var_smoothing': 0.45598004903821165}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,351]\u001b[0m Trial 523 finished with value: 0.7386478304742684 and parameters: {'var_smoothing': 0.03488649691954715}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,353]\u001b[0m Trial 526 finished with value: 0.7361660079051383 and parameters: {'var_smoothing': 0.3555099561673104}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,369]\u001b[0m Trial 525 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6599353527082898}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,371]\u001b[0m Trial 524 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6620760469461855}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,372]\u001b[0m Trial 527 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6634362860418216}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,379]\u001b[0m Trial 528 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6627680449723531}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,435]\u001b[0m Trial 529 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6675254722787067}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,437]\u001b[0m Trial 530 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6607441604135011}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,452]\u001b[0m Trial 531 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6640379367825506}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,460]\u001b[0m Trial 532 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.666721233236957}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,465]\u001b[0m Trial 533 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6394311974566894}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,472]\u001b[0m Trial 534 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6404618162732009}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,481]\u001b[0m Trial 535 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7414454367605676}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,504]\u001b[0m Trial 536 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6384782707419844}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,553]\u001b[0m Trial 539 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.3409406473076555}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,565]\u001b[0m Trial 541 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.31014309999516}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,580]\u001b[0m Trial 538 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7404967176799588}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,584]\u001b[0m Trial 537 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6414699398361338}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,598]\u001b[0m Trial 544 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7193828654145757}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,599]\u001b[0m Trial 540 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7434058196512267}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,602]\u001b[0m Trial 543 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7125568109544592}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,614]\u001b[0m Trial 542 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7155268312954247}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,663]\u001b[0m Trial 546 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7192652652984771}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,670]\u001b[0m Trial 545 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7197068292237985}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,686]\u001b[0m Trial 547 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7160676274047809}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,688]\u001b[0m Trial 548 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7109026693587216}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,705]\u001b[0m Trial 551 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.683593961477322}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,706]\u001b[0m Trial 550 finished with value: 0.7425944841675178 and parameters: {'var_smoothing': 0.8825276967529034}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,707]\u001b[0m Trial 552 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.686433016354643}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,707]\u001b[0m Trial 549 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6881996380251474}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,770]\u001b[0m Trial 553 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6830635628806393}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,770]\u001b[0m Trial 554 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.21148944235517608}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,790]\u001b[0m Trial 555 finished with value: 0.7375745526838966 and parameters: {'var_smoothing': 0.4249790095799551}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,795]\u001b[0m Trial 556 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6831401063827087}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,806]\u001b[0m Trial 557 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5955618877866324}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,821]\u001b[0m Trial 559 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7778359672227526}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,827]\u001b[0m Trial 560 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.565926417474824}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,828]\u001b[0m Trial 558 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7831350902425283}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,885]\u001b[0m Trial 561 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.778330065930706}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,897]\u001b[0m Trial 562 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5982923349499477}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,898]\u001b[0m Trial 565 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6980577854683675}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,905]\u001b[0m Trial 564 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7853639656775624}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,926]\u001b[0m Trial 563 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7017962798169134}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,937]\u001b[0m Trial 566 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6973059487396602}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,945]\u001b[0m Trial 568 finished with value: 0.7361111111111112 and parameters: {'var_smoothing': 0.3789026770969958}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:46,945]\u001b[0m Trial 567 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6983011312943554}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:46,991]\u001b[0m Trial 570 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6465202235213859}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,002]\u001b[0m Trial 569 finished with value: 0.7392607392607392 and parameters: {'var_smoothing': 0.46824694995125116}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,014]\u001b[0m Trial 573 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6439427889717328}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,014]\u001b[0m Trial 572 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6992239603458358}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,034]\u001b[0m Trial 571 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6787535330897672}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,036]\u001b[0m Trial 575 finished with value: 0.739 and parameters: {'var_smoothing': 0.09204894684965892}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,045]\u001b[0m Trial 574 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6436058509925241}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,064]\u001b[0m Trial 576 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.645318825576845}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,105]\u001b[0m Trial 577 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6757664339583322}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,112]\u001b[0m Trial 579 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.4088227651044225}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,117]\u001b[0m Trial 580 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6740752935026623}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,123]\u001b[0m Trial 578 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6757505042897318}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,155]\u001b[0m Trial 583 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6754737734254376}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,158]\u001b[0m Trial 581 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.4255435154430419}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,166]\u001b[0m Trial 582 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.28527466478953617}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,290]\u001b[0m Trial 584 finished with value: 0.7387836490528414 and parameters: {'var_smoothing': 0.11901531845896784}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,321]\u001b[0m Trial 585 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7498336634589291}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,339]\u001b[0m Trial 587 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7539171293469619}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,340]\u001b[0m Trial 586 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6235429138487913}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,341]\u001b[0m Trial 588 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.19693360148268568}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,354]\u001b[0m Trial 589 finished with value: 0.7431192660550459 and parameters: {'var_smoothing': 0.8537496821778663}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,377]\u001b[0m Trial 590 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6221207793217193}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,380]\u001b[0m Trial 591 finished with value: 0.741869918699187 and parameters: {'var_smoothing': 0.8381039978825808}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,395]\u001b[0m Trial 592 finished with value: 0.7368941641938674 and parameters: {'var_smoothing': 0.35679077426003575}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,431]\u001b[0m Trial 593 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.9066538398409606}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,446]\u001b[0m Trial 594 finished with value: 0.7394366197183099 and parameters: {'var_smoothing': 0.5269265975297479}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,448]\u001b[0m Trial 597 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7321596798570043}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,456]\u001b[0m Trial 595 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.9126261038950552}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,479]\u001b[0m Trial 596 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7327787205116695}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,489]\u001b[0m Trial 599 finished with value: 0.7368421052631579 and parameters: {'var_smoothing': 0.2682383309007943}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,490]\u001b[0m Trial 600 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7301552395176049}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,494]\u001b[0m Trial 598 finished with value: 0.7368421052631579 and parameters: {'var_smoothing': 0.2687590735296638}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,553]\u001b[0m Trial 601 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7283495608477326}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,553]\u001b[0m Trial 603 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6618440311070284}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,573]\u001b[0m Trial 604 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.8948437610225222}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,585]\u001b[0m Trial 602 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5577328060533924}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,597]\u001b[0m Trial 605 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6589825115501684}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,598]\u001b[0m Trial 606 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.31875301000938105}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,600]\u001b[0m Trial 607 finished with value: 0.742393509127789 and parameters: {'var_smoothing': 0.8158795321104535}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,618]\u001b[0m Trial 608 finished with value: 0.7406281661600811 and parameters: {'var_smoothing': 0.017624539912651227}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,662]\u001b[0m Trial 610 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7014328859163182}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,670]\u001b[0m Trial 609 finished with value: 0.7406281661600811 and parameters: {'var_smoothing': 0.015244917096256083}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,680]\u001b[0m Trial 611 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7001395333438809}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,691]\u001b[0m Trial 612 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.3140953024562561}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,719]\u001b[0m Trial 613 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7003025726095954}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,729]\u001b[0m Trial 614 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6987025593730934}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,731]\u001b[0m Trial 615 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6949564899367208}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,745]\u001b[0m Trial 616 finished with value: 0.7389558232931727 and parameters: {'var_smoothing': 0.060700218935313854}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,793]\u001b[0m Trial 617 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6995406067200463}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,803]\u001b[0m Trial 618 finished with value: 0.7386934673366834 and parameters: {'var_smoothing': 0.051526849722064894}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,818]\u001b[0m Trial 619 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5446930531788977}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,819]\u001b[0m Trial 620 finished with value: 0.7377866400797607 and parameters: {'var_smoothing': 0.44677683861502315}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,837]\u001b[0m Trial 623 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6724535383550659}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,849]\u001b[0m Trial 621 finished with value: 0.7380478087649402 and parameters: {'var_smoothing': 0.4580697962632009}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,860]\u001b[0m Trial 622 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6728401647700294}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,861]\u001b[0m Trial 624 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6788379206307508}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,906]\u001b[0m Trial 625 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6758006407004916}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,914]\u001b[0m Trial 626 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6763607126964217}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,918]\u001b[0m Trial 627 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6708527038213666}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,935]\u001b[0m Trial 629 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.652988360377194}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:47,937]\u001b[0m Trial 628 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6702233053663509}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,947]\u001b[0m Trial 630 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6562571367660162}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,959]\u001b[0m Trial 632 finished with value: 0.7402862985685071 and parameters: {'var_smoothing': 0.9994102828171174}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:47,973]\u001b[0m Trial 631 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6488864132320662}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,022]\u001b[0m Trial 633 finished with value: 0.7361111111111112 and parameters: {'var_smoothing': 0.3762528860447565}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,024]\u001b[0m Trial 637 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5800688830830363}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,024]\u001b[0m Trial 634 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6466507851094906}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,035]\u001b[0m Trial 635 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6474055396672627}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,058]\u001b[0m Trial 639 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6205504457517709}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,072]\u001b[0m Trial 638 finished with value: 0.7407035175879397 and parameters: {'var_smoothing': 0.5110470000793084}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,074]\u001b[0m Trial 636 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5815316491890674}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,100]\u001b[0m Trial 640 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6249580712424734}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,162]\u001b[0m Trial 641 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9348038481355491}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,163]\u001b[0m Trial 643 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6210854483119904}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,164]\u001b[0m Trial 642 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.16202830750046016}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,192]\u001b[0m Trial 645 finished with value: 0.7379032258064516 and parameters: {'var_smoothing': 0.0409148265565481}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,203]\u001b[0m Trial 644 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6223808624033551}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,205]\u001b[0m Trial 647 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7185557116531088}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,211]\u001b[0m Trial 648 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.3965350446797969}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,213]\u001b[0m Trial 646 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.760799445713496}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,270]\u001b[0m Trial 649 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7180650380986329}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,281]\u001b[0m Trial 650 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7168685281184148}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,291]\u001b[0m Trial 651 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7190798391719587}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,300]\u001b[0m Trial 652 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7161761513264943}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,310]\u001b[0m Trial 653 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7548709089621384}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,311]\u001b[0m Trial 655 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7100503932843867}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,332]\u001b[0m Trial 654 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7142042070563817}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,340]\u001b[0m Trial 656 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.719051566743717}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,380]\u001b[0m Trial 657 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6951587720391927}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,394]\u001b[0m Trial 660 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6878395479744178}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,395]\u001b[0m Trial 658 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6893536920243458}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,401]\u001b[0m Trial 659 finished with value: 0.7425944841675178 and parameters: {'var_smoothing': 0.8836164404497613}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,422]\u001b[0m Trial 662 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6884809274315218}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,423]\u001b[0m Trial 661 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6928960123325086}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,428]\u001b[0m Trial 664 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.687635281823269}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,429]\u001b[0m Trial 663 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6858562780638704}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,491]\u001b[0m Trial 667 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6578292856383501}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,497]\u001b[0m Trial 665 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.16678461679159862}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,508]\u001b[0m Trial 668 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.3390893325532586}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,510]\u001b[0m Trial 666 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.949574897834737}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,529]\u001b[0m Trial 672 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5965135036675575}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,533]\u001b[0m Trial 670 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6050473363047584}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,534]\u001b[0m Trial 669 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5955412000526141}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,651]\u001b[0m Trial 671 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5976768145086253}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,693]\u001b[0m Trial 674 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6034745157183964}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,694]\u001b[0m Trial 676 finished with value: 0.7402862985685071 and parameters: {'var_smoothing': 0.9860422366652168}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,696]\u001b[0m Trial 673 finished with value: 0.7375745526838966 and parameters: {'var_smoothing': 0.22106378859545694}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,707]\u001b[0m Trial 675 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6380893387265013}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,734]\u001b[0m Trial 678 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6597519024749738}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,747]\u001b[0m Trial 679 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.8013352850232303}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,760]\u001b[0m Trial 677 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6363905409621559}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,781]\u001b[0m Trial 680 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6387366357008611}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,829]\u001b[0m Trial 682 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.638234199593478}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,849]\u001b[0m Trial 684 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7438848537067739}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,851]\u001b[0m Trial 683 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6573843635266579}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,870]\u001b[0m Trial 688 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6635123437372973}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,877]\u001b[0m Trial 685 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7424188261358659}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,887]\u001b[0m Trial 686 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6625157673228883}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,888]\u001b[0m Trial 687 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.73931806826058}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,889]\u001b[0m Trial 681 finished with value: 0.7387387387387387 and parameters: {'var_smoothing': 0.0908338475927708}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,946]\u001b[0m Trial 689 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7458215342695655}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,959]\u001b[0m Trial 692 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5531518605204364}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,974]\u001b[0m Trial 690 finished with value: 0.7425944841675178 and parameters: {'var_smoothing': 0.8731188755436387}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:48,975]\u001b[0m Trial 691 finished with value: 0.7387836490528414 and parameters: {'var_smoothing': 0.11725887929766265}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,988]\u001b[0m Trial 693 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6809809682991756}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:48,994]\u001b[0m Trial 694 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6740739753841616}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,000]\u001b[0m Trial 695 finished with value: 0.7397397397397397 and parameters: {'var_smoothing': 0.48837299236082654}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,016]\u001b[0m Trial 696 finished with value: 0.7392607392607392 and parameters: {'var_smoothing': 0.4660924021637978}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,060]\u001b[0m Trial 697 finished with value: 0.7380478087649402 and parameters: {'var_smoothing': 0.12517989411103958}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,077]\u001b[0m Trial 699 finished with value: 0.7401812688821753 and parameters: {'var_smoothing': 0.5219060608901416}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,080]\u001b[0m Trial 698 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6815542857443764}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,087]\u001b[0m Trial 701 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5379031497927891}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,093]\u001b[0m Trial 702 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7007049670638494}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,100]\u001b[0m Trial 700 finished with value: 0.7375745526838966 and parameters: {'var_smoothing': 0.424454994862056}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,106]\u001b[0m Trial 703 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.28340492431538666}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,128]\u001b[0m Trial 704 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7016500951387116}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,176]\u001b[0m Trial 705 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.7022269757745376}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,185]\u001b[0m Trial 706 finished with value: 0.7416073245167853 and parameters: {'var_smoothing': 0.845901523001908}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,195]\u001b[0m Trial 707 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.7022482711974797}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,212]\u001b[0m Trial 710 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7030265077619693}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,212]\u001b[0m Trial 709 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7075942620114382}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,219]\u001b[0m Trial 708 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6983541751027926}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,261]\u001b[0m Trial 712 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.36952644065681495}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,263]\u001b[0m Trial 711 finished with value: 0.7410805300713558 and parameters: {'var_smoothing': 0.9616450683477656}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,323]\u001b[0m Trial 714 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6579339416963519}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,332]\u001b[0m Trial 715 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.8999465302147523}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,344]\u001b[0m Trial 718 finished with value: 0.7359050445103857 and parameters: {'var_smoothing': 0.3649467034869313}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,346]\u001b[0m Trial 716 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.16203053269013223}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,350]\u001b[0m Trial 713 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6600186729800481}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,354]\u001b[0m Trial 717 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.9002725851975815}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,364]\u001b[0m Trial 719 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7682034127772899}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,394]\u001b[0m Trial 720 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6563184367562598}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,435]\u001b[0m Trial 722 finished with value: 0.7421319796954314 and parameters: {'var_smoothing': 0.8256552097838795}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,436]\u001b[0m Trial 721 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6693878138077174}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,453]\u001b[0m Trial 723 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6719747864392212}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,463]\u001b[0m Trial 724 finished with value: 0.7397397397397397 and parameters: {'var_smoothing': 0.48988146909540264}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,479]\u001b[0m Trial 727 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6780369816343669}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,481]\u001b[0m Trial 725 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6696063037303865}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,492]\u001b[0m Trial 728 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6755710475415528}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,503]\u001b[0m Trial 726 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6785138261324016}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,548]\u001b[0m Trial 729 finished with value: 0.74 and parameters: {'var_smoothing': 0.48576673505996054}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,550]\u001b[0m Trial 730 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7272112797789556}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,571]\u001b[0m Trial 732 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7249723499042288}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,573]\u001b[0m Trial 731 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6317435020597761}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,592]\u001b[0m Trial 734 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.726164364327358}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,599]\u001b[0m Trial 736 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6352474816691251}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,600]\u001b[0m Trial 733 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7257325723184495}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,613]\u001b[0m Trial 735 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6387138238792102}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,659]\u001b[0m Trial 737 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6286143306568259}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,672]\u001b[0m Trial 738 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6362758646324062}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,685]\u001b[0m Trial 739 finished with value: 0.7367896311066799 and parameters: {'var_smoothing': 0.23688740031987876}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,699]\u001b[0m Trial 743 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.2894127218957639}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,700]\u001b[0m Trial 742 finished with value: 0.7402206619859579 and parameters: {'var_smoothing': 0.5071755013245048}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,701]\u001b[0m Trial 741 finished with value: 0.7428571428571429 and parameters: {'var_smoothing': 0.8613340825374717}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,722]\u001b[0m Trial 740 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6428823497171798}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,830]\u001b[0m Trial 744 finished with value: 0.7402862985685071 and parameters: {'var_smoothing': 0.9847242456835548}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,872]\u001b[0m Trial 746 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6856118397167104}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,890]\u001b[0m Trial 748 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6879368374669448}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,895]\u001b[0m Trial 745 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.4358511566645494}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,900]\u001b[0m Trial 747 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6879705573847648}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:49,911]\u001b[0m Trial 749 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.315419118314722}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,936]\u001b[0m Trial 752 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6854420446203207}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,959]\u001b[0m Trial 751 finished with value: 0.7386934673366834 and parameters: {'var_smoothing': 0.059378528675960274}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:49,977]\u001b[0m Trial 750 finished with value: 0.7377866400797607 and parameters: {'var_smoothing': 0.4505166062883788}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,025]\u001b[0m Trial 753 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.688916867562701}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,040]\u001b[0m Trial 756 finished with value: 0.7392607392607392 and parameters: {'var_smoothing': 0.09846480016788062}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,042]\u001b[0m Trial 754 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6543774819909893}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,043]\u001b[0m Trial 755 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.3486169939190804}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,047]\u001b[0m Trial 757 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.4097987323627872}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,068]\u001b[0m Trial 758 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.575595816997857}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,072]\u001b[0m Trial 759 finished with value: 0.7393939393939394 and parameters: {'var_smoothing': 0.025597646170400057}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,077]\u001b[0m Trial 760 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6539294023059332}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,135]\u001b[0m Trial 761 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7582230908426152}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,148]\u001b[0m Trial 762 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7928112533935223}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,151]\u001b[0m Trial 763 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7737661920187132}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,168]\u001b[0m Trial 767 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.22365737030233324}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,177]\u001b[0m Trial 766 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7081998239793169}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,178]\u001b[0m Trial 764 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.23302457062565518}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,190]\u001b[0m Trial 765 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7530278563874163}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,208]\u001b[0m Trial 768 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.8017711847460446}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,249]\u001b[0m Trial 769 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.8048764097726894}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,264]\u001b[0m Trial 770 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.22207547079649115}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,277]\u001b[0m Trial 771 finished with value: 0.7419028340080972 and parameters: {'var_smoothing': 0.6149426564652425}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,284]\u001b[0m Trial 772 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6127204666245731}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,300]\u001b[0m Trial 773 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.9200651219611011}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,301]\u001b[0m Trial 774 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6594386547701355}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,314]\u001b[0m Trial 776 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6612612527729861}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,317]\u001b[0m Trial 775 finished with value: 0.7381671701913394 and parameters: {'var_smoothing': 0.04323174286083509}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,361]\u001b[0m Trial 777 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.6135883521281671}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,378]\u001b[0m Trial 778 finished with value: 0.7421319796954314 and parameters: {'var_smoothing': 0.8297148508109526}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,394]\u001b[0m Trial 779 finished with value: 0.7365269461077845 and parameters: {'var_smoothing': 0.24441894869266423}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,396]\u001b[0m Trial 780 finished with value: 0.7389558232931727 and parameters: {'var_smoothing': 0.06242443730659741}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,416]\u001b[0m Trial 783 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5482341866835791}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,426]\u001b[0m Trial 781 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7111716215090396}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,431]\u001b[0m Trial 782 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7073170159872225}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,446]\u001b[0m Trial 784 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.713955121710332}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,527]\u001b[0m Trial 786 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.706687404591902}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,535]\u001b[0m Trial 785 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7074766586639089}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,552]\u001b[0m Trial 787 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7121997071934288}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,568]\u001b[0m Trial 788 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7099690690451199}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,577]\u001b[0m Trial 790 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7312337628450506}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,594]\u001b[0m Trial 789 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7081412037761793}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,596]\u001b[0m Trial 791 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7387206064065913}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,603]\u001b[0m Trial 792 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.950462957430845}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,654]\u001b[0m Trial 793 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6745538032574157}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,671]\u001b[0m Trial 795 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6624042473904862}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,672]\u001b[0m Trial 794 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6744095444215125}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,672]\u001b[0m Trial 796 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7381351308036728}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,699]\u001b[0m Trial 797 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6762736985931056}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,714]\u001b[0m Trial 798 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.15689915661940657}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,727]\u001b[0m Trial 799 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6677458686804848}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,728]\u001b[0m Trial 800 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6734207805682831}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,776]\u001b[0m Trial 803 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6854799396324543}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,787]\u001b[0m Trial 802 finished with value: 0.7375745526838966 and parameters: {'var_smoothing': 0.14791629374364357}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,794]\u001b[0m Trial 804 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9289176519053619}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,795]\u001b[0m Trial 801 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.677970271019374}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,815]\u001b[0m Trial 806 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6512581564495512}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:50,820]\u001b[0m Trial 805 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6457461463149207}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,848]\u001b[0m Trial 807 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6457773910693614}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:50,868]\u001b[0m Trial 808 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.4201477811360424}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,010]\u001b[0m Trial 809 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.64771984628153}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,026]\u001b[0m Trial 810 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6413194929237437}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,027]\u001b[0m Trial 813 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6954688398401329}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,028]\u001b[0m Trial 811 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.2562382628774429}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,068]\u001b[0m Trial 814 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.692085018122112}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,085]\u001b[0m Trial 816 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6883838767336566}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,087]\u001b[0m Trial 815 finished with value: 0.7394366197183099 and parameters: {'var_smoothing': 0.5280063459302153}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,088]\u001b[0m Trial 812 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6475605819138324}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,141]\u001b[0m Trial 817 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.29338285501256595}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,158]\u001b[0m Trial 818 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.3939434807893516}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,166]\u001b[0m Trial 819 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6922209776161046}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,181]\u001b[0m Trial 820 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6942521965987049}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,183]\u001b[0m Trial 821 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.76623586455633}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,196]\u001b[0m Trial 823 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7298541099524899}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,208]\u001b[0m Trial 824 finished with value: 0.7406281661600811 and parameters: {'var_smoothing': 0.01655570153949948}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,224]\u001b[0m Trial 822 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7303232151393274}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,265]\u001b[0m Trial 825 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6222509231557554}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,274]\u001b[0m Trial 826 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.734341308851436}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,285]\u001b[0m Trial 827 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.629599474094307}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,301]\u001b[0m Trial 828 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5824254815439999}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,309]\u001b[0m Trial 829 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7297127883533376}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,322]\u001b[0m Trial 831 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.34287293654617784}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,323]\u001b[0m Trial 830 finished with value: 0.7428571428571429 and parameters: {'var_smoothing': 0.8569934217456365}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,333]\u001b[0m Trial 832 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5808507059034783}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,387]\u001b[0m Trial 833 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.5883413228228953}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,399]\u001b[0m Trial 835 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6641949430075273}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,411]\u001b[0m Trial 834 finished with value: 0.7397397397397397 and parameters: {'var_smoothing': 0.49100397508001814}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,424]\u001b[0m Trial 836 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6647752327980907}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,436]\u001b[0m Trial 840 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.25923288666898026}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,438]\u001b[0m Trial 838 finished with value: 0.7402206619859579 and parameters: {'var_smoothing': 0.49622531956601607}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,445]\u001b[0m Trial 839 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5593131125241644}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,445]\u001b[0m Trial 837 finished with value: 0.7402206619859579 and parameters: {'var_smoothing': 0.5019588489227104}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,506]\u001b[0m Trial 843 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6709382790870964}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,515]\u001b[0m Trial 841 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6593644795840673}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,516]\u001b[0m Trial 842 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6689205188943489}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,562]\u001b[0m Trial 844 finished with value: 0.7410805300713558 and parameters: {'var_smoothing': 0.9732036727512425}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,578]\u001b[0m Trial 848 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.679145241637561}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,585]\u001b[0m Trial 845 finished with value: 0.7410805300713558 and parameters: {'var_smoothing': 0.9606543985242855}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,593]\u001b[0m Trial 846 finished with value: 0.7410805300713558 and parameters: {'var_smoothing': 0.9711282196128582}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,609]\u001b[0m Trial 847 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6827542662290355}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,662]\u001b[0m Trial 849 finished with value: 0.7380478087649402 and parameters: {'var_smoothing': 0.45799296744993345}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,671]\u001b[0m Trial 850 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6928392669950848}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,676]\u001b[0m Trial 851 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.4020124869851135}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,693]\u001b[0m Trial 855 finished with value: 0.7387836490528414 and parameters: {'var_smoothing': 0.11476179906549511}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,698]\u001b[0m Trial 852 finished with value: 0.742393509127789 and parameters: {'var_smoothing': 0.818543857618738}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,716]\u001b[0m Trial 853 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.38929187666172826}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,727]\u001b[0m Trial 854 finished with value: 0.7425944841675178 and parameters: {'var_smoothing': 0.8795443964442148}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,738]\u001b[0m Trial 856 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6942303379187786}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,785]\u001b[0m Trial 857 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7000318787190143}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,787]\u001b[0m Trial 858 finished with value: 0.7383838383838384 and parameters: {'var_smoothing': 0.03145702776948822}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,793]\u001b[0m Trial 860 finished with value: 0.7361111111111112 and parameters: {'var_smoothing': 0.3790689990063112}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,794]\u001b[0m Trial 859 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.12801086094759595}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,830]\u001b[0m Trial 861 finished with value: 0.7387387387387387 and parameters: {'var_smoothing': 0.07632229911538047}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,832]\u001b[0m Trial 864 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7505130707069618}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,844]\u001b[0m Trial 862 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7098417641041158}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,846]\u001b[0m Trial 863 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.704522969587478}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,903]\u001b[0m Trial 865 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7598618643928758}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,917]\u001b[0m Trial 866 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7526396590610269}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:51,919]\u001b[0m Trial 868 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7558708221546119}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,940]\u001b[0m Trial 870 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6211251293013728}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,943]\u001b[0m Trial 867 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6254473935054827}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:51,950]\u001b[0m Trial 872 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6260164045865375}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,069]\u001b[0m Trial 871 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6222054797652532}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,085]\u001b[0m Trial 869 finished with value: 0.7353815659068385 and parameters: {'var_smoothing': 0.32670245359880934}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,139]\u001b[0m Trial 873 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6267515018440434}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,156]\u001b[0m Trial 875 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6222002853562743}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,166]\u001b[0m Trial 879 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.3349336927644629}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,166]\u001b[0m Trial 878 finished with value: 0.7356435643564356 and parameters: {'var_smoothing': 0.3398993160976013}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,171]\u001b[0m Trial 874 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.20123616132250433}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,189]\u001b[0m Trial 876 finished with value: 0.7410805300713558 and parameters: {'var_smoothing': 0.9313483063541306}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,195]\u001b[0m Trial 877 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6543358879002961}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,224]\u001b[0m Trial 880 finished with value: 0.739 and parameters: {'var_smoothing': 0.09296085097865059}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,266]\u001b[0m Trial 881 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6572341279262307}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,268]\u001b[0m Trial 882 finished with value: 0.742914979757085 and parameters: {'var_smoothing': 0.6514453241671821}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,291]\u001b[0m Trial 887 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7170440314626828}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,293]\u001b[0m Trial 884 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6591052968320458}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,300]\u001b[0m Trial 883 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7207831676778365}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,314]\u001b[0m Trial 885 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6504400400112584}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,334]\u001b[0m Trial 888 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6797820498765026}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,343]\u001b[0m Trial 886 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.722221882168739}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,389]\u001b[0m Trial 890 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7251416903187664}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,391]\u001b[0m Trial 889 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7244797846936334}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,411]\u001b[0m Trial 892 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6862602125976034}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,426]\u001b[0m Trial 893 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6835406647383991}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,433]\u001b[0m Trial 891 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6839267973997948}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,446]\u001b[0m Trial 895 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7861034492122455}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,459]\u001b[0m Trial 894 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6811399335962582}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,467]\u001b[0m Trial 896 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6852975585990575}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,513]\u001b[0m Trial 897 finished with value: 0.7404426559356136 and parameters: {'var_smoothing': 0.5160602514714047}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,515]\u001b[0m Trial 899 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6885238797196899}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,536]\u001b[0m Trial 898 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.296361906304696}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,548]\u001b[0m Trial 903 finished with value: 0.7425944841675178 and parameters: {'var_smoothing': 0.8819385888835007}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,587]\u001b[0m Trial 904 finished with value: 0.7386934673366834 and parameters: {'var_smoothing': 0.058824069825487935}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,598]\u001b[0m Trial 900 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.9008751318491828}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,606]\u001b[0m Trial 901 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.3006773450445581}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,614]\u001b[0m Trial 902 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5603658854357503}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,660]\u001b[0m Trial 905 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5705890232531318}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,685]\u001b[0m Trial 906 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.42757160620903484}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,701]\u001b[0m Trial 907 finished with value: 0.7421319796954314 and parameters: {'var_smoothing': 0.8279783448164689}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,712]\u001b[0m Trial 908 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.5685109370004874}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,715]\u001b[0m Trial 909 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7037243235063777}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,717]\u001b[0m Trial 910 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.25372324147671804}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,718]\u001b[0m Trial 912 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9431395337107309}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,741]\u001b[0m Trial 911 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.60224982075105}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,790]\u001b[0m Trial 913 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7028184886819685}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,819]\u001b[0m Trial 914 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.70350409390621}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,822]\u001b[0m Trial 916 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6667326269383085}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,837]\u001b[0m Trial 915 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.2813062728259619}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,859]\u001b[0m Trial 918 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6600660331731529}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,860]\u001b[0m Trial 919 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6654307880661715}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,860]\u001b[0m Trial 917 finished with value: 0.7410805300713558 and parameters: {'var_smoothing': 0.000550890987777608}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,889]\u001b[0m Trial 920 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6500726236110883}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,918]\u001b[0m Trial 921 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.4385019750841762}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,954]\u001b[0m Trial 922 finished with value: 0.7407407407407407 and parameters: {'var_smoothing': 0.47703777913279577}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,964]\u001b[0m Trial 927 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6476257096141576}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:52,969]\u001b[0m Trial 923 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6427738115883459}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:52,977]\u001b[0m Trial 924 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6431993392447387}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,010]\u001b[0m Trial 925 finished with value: 0.7392607392607392 and parameters: {'var_smoothing': 0.09728354763076108}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,037]\u001b[0m Trial 928 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6444095313179152}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,038]\u001b[0m Trial 926 finished with value: 0.7370517928286853 and parameters: {'var_smoothing': 0.19561621370387094}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,070]\u001b[0m Trial 929 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.64522899173822}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,201]\u001b[0m Trial 930 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6417958360474365}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,216]\u001b[0m Trial 931 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5478459003275489}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,231]\u001b[0m Trial 933 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6748816485772269}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,240]\u001b[0m Trial 932 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7768966072027774}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,253]\u001b[0m Trial 934 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.673549606539047}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,257]\u001b[0m Trial 936 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7430607464999391}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,277]\u001b[0m Trial 935 finished with value: 0.7428571428571429 and parameters: {'var_smoothing': 0.8560461872703566}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,288]\u001b[0m Trial 937 finished with value: 0.7428571428571429 and parameters: {'var_smoothing': 0.868560621097946}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,332]\u001b[0m Trial 939 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7412212759106445}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,345]\u001b[0m Trial 938 finished with value: 0.7428571428571429 and parameters: {'var_smoothing': 0.8572983784698669}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,346]\u001b[0m Trial 941 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.16745957476713358}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,360]\u001b[0m Trial 940 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7014863402631465}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,378]\u001b[0m Trial 942 finished with value: 0.7394366197183099 and parameters: {'var_smoothing': 0.5294834104250921}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,388]\u001b[0m Trial 944 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.703284467671706}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,403]\u001b[0m Trial 943 finished with value: 0.7367896311066799 and parameters: {'var_smoothing': 0.24301051474513025}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,416]\u001b[0m Trial 945 finished with value: 0.7409274193548387 and parameters: {'var_smoothing': 0.5383732554562787}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,455]\u001b[0m Trial 946 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7012067896976317}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,468]\u001b[0m Trial 949 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6071668512457499}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,475]\u001b[0m Trial 948 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.6997489266523086}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,505]\u001b[0m Trial 947 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7012427891726924}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,532]\u001b[0m Trial 950 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7152798965090145}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,540]\u001b[0m Trial 951 finished with value: 0.7415730337078652 and parameters: {'var_smoothing': 0.914616514805141}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,581]\u001b[0m Trial 953 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7163498892703277}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,594]\u001b[0m Trial 952 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7179853524541863}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,637]\u001b[0m Trial 954 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.672960121972181}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,652]\u001b[0m Trial 959 finished with value: 0.738430583501006 and parameters: {'var_smoothing': 0.0462678767928667}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,653]\u001b[0m Trial 955 finished with value: 0.7383084577114428 and parameters: {'var_smoothing': 0.17238191029614236}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,654]\u001b[0m Trial 957 finished with value: 0.7353815659068385 and parameters: {'var_smoothing': 0.32548407022483694}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,662]\u001b[0m Trial 956 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6724035000131942}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,688]\u001b[0m Trial 958 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6743232925553907}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,709]\u001b[0m Trial 961 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6711900157274175}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,720]\u001b[0m Trial 960 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6715878116135142}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,794]\u001b[0m Trial 963 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6735962436206264}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,813]\u001b[0m Trial 964 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7934640459629194}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,815]\u001b[0m Trial 967 finished with value: 0.7373134328358208 and parameters: {'var_smoothing': 0.41172087688150555}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,816]\u001b[0m Trial 965 finished with value: 0.7387836490528414 and parameters: {'var_smoothing': 0.4591686457843672}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,822]\u001b[0m Trial 966 finished with value: 0.7411526794742164 and parameters: {'var_smoothing': 0.7896932153445537}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,823]\u001b[0m Trial 962 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.67453415362982}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,863]\u001b[0m Trial 968 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6874766017824047}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,880]\u001b[0m Trial 969 finished with value: 0.7351190476190477 and parameters: {'var_smoothing': 0.3089906431128485}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,925]\u001b[0m Trial 971 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6891333926457992}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:53,927]\u001b[0m Trial 970 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7370073616333207}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,928]\u001b[0m Trial 974 finished with value: 0.7365805168986084 and parameters: {'var_smoothing': 0.2785698366351044}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,935]\u001b[0m Trial 973 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6891719012431953}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,967]\u001b[0m Trial 975 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.739937568387971}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,977]\u001b[0m Trial 976 finished with value: 0.7421319796954314 and parameters: {'var_smoothing': 0.8315755787199718}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:53,988]\u001b[0m Trial 977 finished with value: 0.7419354838709677 and parameters: {'var_smoothing': 0.7384119998533909}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,007]\u001b[0m Trial 972 finished with value: 0.7439271255060729 and parameters: {'var_smoothing': 0.6888962265748346}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,089]\u001b[0m Trial 984 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6049035588190911}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,107]\u001b[0m Trial 980 finished with value: 0.7414141414141414 and parameters: {'var_smoothing': 0.6061625392755131}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,116]\u001b[0m Trial 981 finished with value: 0.7385229540918163 and parameters: {'var_smoothing': 0.10843079867888605}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,126]\u001b[0m Trial 978 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7294368517176731}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,142]\u001b[0m Trial 979 finished with value: 0.7402862985685071 and parameters: {'var_smoothing': 0.9849393492350751}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,258]\u001b[0m Trial 982 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6350011989791088}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,260]\u001b[0m Trial 985 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6325600052864948}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,280]\u001b[0m Trial 983 finished with value: 0.7387836490528414 and parameters: {'var_smoothing': 0.12176903727663357}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,317]\u001b[0m Trial 986 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.634732748125272}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,343]\u001b[0m Trial 988 finished with value: 0.7426545086119554 and parameters: {'var_smoothing': 0.6356694489090194}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,343]\u001b[0m Trial 990 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6310469662186581}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,343]\u001b[0m Trial 989 finished with value: 0.7434343434343434 and parameters: {'var_smoothing': 0.6599171451735437}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,346]\u001b[0m Trial 987 finished with value: 0.7434077079107505 and parameters: {'var_smoothing': 0.6329819953411481}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "/tmp/ipykernel_11975/4154838856.py:10: FutureWarning: suggest_uniform has been deprecated in v3.0.0. This feature will be removed in v6.0.0. See https://github.com/optuna/optuna/releases/tag/v3.0.0. Use :func:`~optuna.trial.Trial.suggest_float` instead.\n",
      "  'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
      "\u001b[32m[I 2023-04-20 17:04:54,367]\u001b[0m Trial 992 finished with value: 0.7380478087649402 and parameters: {'var_smoothing': 0.4410832134539825}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,368]\u001b[0m Trial 991 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6588460357655451}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,397]\u001b[0m Trial 993 finished with value: 0.7418367346938776 and parameters: {'var_smoothing': 0.9366098325937078}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,424]\u001b[0m Trial 994 finished with value: 0.7431749241658241 and parameters: {'var_smoothing': 0.6591819054630851}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,430]\u001b[0m Trial 995 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7707055623404092}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,434]\u001b[0m Trial 996 finished with value: 0.7416750756811302 and parameters: {'var_smoothing': 0.7686950331203088}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,436]\u001b[0m Trial 997 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.7110266924169513}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,437]\u001b[0m Trial 999 finished with value: 0.7424242424242424 and parameters: {'var_smoothing': 0.713821520689104}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n",
      "\u001b[32m[I 2023-04-20 17:04:54,438]\u001b[0m Trial 998 finished with value: 0.7426841574167508 and parameters: {'var_smoothing': 0.7158443446420307}. Best is trial 9 with value: 0.7439271255060729.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# xgb_clf = xgb.XGBClassifier()\n",
    "import xgboost as xgb\n",
    "import optuna\n",
    "#import accuracy score\n",
    "from sklearn.metrics import accuracy_score, precision_score\n",
    "def objective(trial):\n",
    "    \"\"\"Define the objective function\"\"\"\n",
    "\n",
    "    params = {\n",
    "        'var_smoothing': trial.suggest_uniform('var_smoothing', 0.0, 1.0),\n",
    "    }\n",
    "\n",
    "    # Fit the model\n",
    "    optuna_model = GaussianNB(**params)\n",
    "    optuna_model.fit(data_transformed, y_train)\n",
    "\n",
    "    # Make predictions\n",
    "    y_pred = optuna_model.predict(val_transformed)\n",
    "\n",
    "    # Evaluate predictions\n",
    "    accuracy = precision_score(y_val, y_pred)\n",
    "\n",
    "    return accuracy\n",
    "study = optuna.create_study(direction='maximize')\n",
    "study.optimize(objective, n_trials=1000, n_jobs=8, timeout=600 * 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "97f68c48",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of finished trials: 1000\n",
      "Best trial:\n",
      "  Value: 0.7439271255060729\n",
      "  Params: \n",
      "    var_smoothing: 0.6906875591579865\n"
     ]
    }
   ],
   "source": [
    "print('Number of finished trials: {}'.format(len(study.trials)))\n",
    "print('Best trial:')\n",
    "trial = study.best_trial\n",
    "\n",
    "print('  Value: {}'.format(trial.value))\n",
    "print('  Params: ')\n",
    "\n",
    "for key, value in trial.params.items():\n",
    "    print('    {}: {}'.format(key, value))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "162fade8",
   "metadata": {},
   "outputs": [],
   "source": [
    "params = trial.params\n",
    "\n",
    "nb_clf = GaussianNB(**params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "30423164",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'var_smoothing': 0.6906875591579865}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7d728078",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "precision: 0.75 +/- 0.01\n",
      "accuracy: 0.55 +/- 0.01\n"
     ]
    }
   ],
   "source": [
    "from sklearn.model_selection import KFold\n",
    "kf = KFold(n_splits=5, shuffle=True, random_state=0)\n",
    "\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "\n",
    "scores = cross_val_score(nb_clf, data_transformed, y_train, cv=kf, scoring='precision', n_jobs=8)\n",
    "scores_acc = cross_val_score(nb_clf, data_transformed, y_train, cv=kf, scoring='accuracy', n_jobs=8)\n",
    "\n",
    "print('precision: {:.2f} +/- {:.2f}'.format(scores.mean(), scores.std()))\n",
    "print('accuracy: {:.2f} +/- {:.2f}'.format(scores_acc.mean(), scores_acc.std()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c32e4b21",
   "metadata": {},
   "outputs": [],
   "source": [
    "full_data = preprocessor.transform(data.drop('cardio', axis=1))\n",
    "nb_clf.fit(full_data, data['cardio'])\n",
    "naive_bayes_pred = nb_clf.predict(val_transformed)\n",
    "\n",
    "pd.DataFrame(naive_bayes_pred).to_csv('naive_bayes.csv', index=False, header=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "0d138f0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_test = pd.read_csv('test.csv')\n",
    "data_test['age'] = data_test['age'] / 365"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "c6196ee4",
   "metadata": {},
   "outputs": [],
   "source": [
    "test_target = data_test['cardio']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "3e2676de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14000,)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_test['cardio'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "c69a9a4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.00704968, -0.14038232, -0.70968504, -0.24983882],\n",
       "       [-0.05777892, -0.08786342,  0.39849638,  1.23871443],\n",
       "       [-0.05777892, -0.08786342, -0.98673039, -1.89766282],\n",
       "       ...,\n",
       "       [ 0.00704968, -0.08786342,  1.92224583, -0.51853221],\n",
       "       [-0.12260752, -0.14038232, -1.05599173,  1.01500591],\n",
       "       [-0.05777892, -0.14038232,  0.6062804 ,  0.62392127]])"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_test_transformed = preprocessor.transform(data_test)\n",
    "data_test_transformed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "81d7ebd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7299444003177125"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = nb_clf.predict(data_test_transformed)\n",
    "precision_score(test_target, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "id": "b10c1374",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, ..., 0, 0, 0])"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f125323",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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