inf-sele-hyper-umap-spectralclustering.ipynb

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    "## Introduction\n",
    "\n",
    "### UMAP + Spectral Clustering\n",
    "\n",
    "* `n_neighbors`: This determines the number of neighboring points used in local approximations of manifold structure. Larger values will result in more global structure being preserved at the loss of detailed local structure. In general this parameter should often be in the **range 5 to 50**, with a choice of 10 to 15 being a sensible default.\n",
    "\n",
    "* `min_dist`: This controls how tightly the embedding is allowed compress points together. **Larger values** ensure embedded points are **more evenly distributed**, while smaller values allow the algorithm to optimise more accurately with regard to local structure. Sensible values are in the range 0.001 to 0.5, with 0.1 being a reasonable default.\n",
    "\n",
    "* `metric`: This determines the choice of metric used to measure distance in the input space. A wide variety of metrics are already coded, and a user defined function can be passed as long as it has been JITd by numba.\n",
    "\n",
    "`['euclidean','manhattan','chebyshev','minkowski','canberra','braycurtis','mahalanobis','wminkowski',,'cosine'，'correlation','haversine', 'hamming','jaccard','dice','russelrao', 'kulsinski', 'll_dirichlet', 'hellinger' ]`\n",
    "\n",
    "euclidean\n",
    "manhattan\n",
    "chebyshev\n",
    "minkowski\n",
    "canberra\n",
    "braycurtis\n",
    "~~mahalanobis~~\n",
    "wminkowski\n",
    "~~seuclidean~~\n",
    "cosine\n",
    "correlation\n",
    "haversine\n",
    "hamming\n",
    "jaccard\n",
    "dice\n",
    "~~russelrao~~\n",
    "kulsinski\n",
    "ll_dirichlet\n",
    "hellinger\n",
    "rogerstanimoto\n",
    "sokalmichener\n",
    "sokalsneath\n",
    "yule\n",
    "\n",
    "[UMAP API Guide](https://umap.scikit-tda.org/api.html)\n",
    "\n",
    "* `n_components`: 2-3\n"
   ]
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      "Collecting pyamg\r\n",
      "  Downloading pyamg-4.2.3-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (1.7 MB)\r\n",
      "     |████████████████████████████████| 1.7 MB 920 kB/s            \r\n",
      "\u001b[?25hRequirement already satisfied: scipy>=0.12.0 in /opt/conda/lib/python3.7/site-packages (from pyamg) (1.7.3)\r\n",
      "Requirement already satisfied: numpy>=1.7.0 in /opt/conda/lib/python3.7/site-packages (from pyamg) (1.20.3)\r\n",
      "Installing collected packages: pyamg\r\n",
      "Successfully installed pyamg-4.2.3\r\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\r\n"
     ]
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   "source": [
    "! pip install pyamg"
   ]
  },
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    "\n",
    "### Spectral Clustering\n",
    "\n",
    "`eigen_solver`: `['arpack', 'lobpcg', 'amg']`, default=None\n",
    "> The eigenvalue decomposition strategy to use. AMG requires pyamg to be installed. It can be faster on very large, sparse problems, but may also lead to instabilities. `If None, then 'arpack' is used`. See [4] for more details regarding 'lobpcg'.\n",
    "\n",
    "`affinity`: `['nearest_neighbors', 'rbf', 'precomputed', 'precomputed_nearest_neighbors']`\n",
    "\n",
    "* `[*, 'precomputed', *]`: `array must be 2-dimensional and square. shape = (720, 2)` \n",
    "* `[*, 'precomputed_nearest_neighbors', *]` : Precomputed matrix must be square. Input is a 720x2 matrix.\n",
    "\n",
    "`assign_labels`: `['discretize', 'kmeans']`\n",
    "\n",
    "`gamma`: float, default=1.0\n",
    "\n",
    "> Ignored for `affinity='nearest_neighbors'`\n",
    "\n",
    "`random_state` \n",
    "\n",
    " > when eigen_solver == 'amg', and for the K-Means initialization.\n",
    " \n",
    " When using ` eigen_solver == 'amg'`, it is necessary to also fix the global numpy seed with `np.random.seed(int)` to get deterministic results."
   ]
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    "# for everything else\n",
    "import os\n",
    "import random\n",
    "# from random import randint\n",
    "from functools import partial\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from pandas_profiling import ProfileReport\n",
    "\n",
    "# for loading/processing the images  \n",
    "from tensorflow import keras\n",
    "from keras.models import load_model\n",
    "from keras.preprocessing.image import load_img \n",
    "from keras.preprocessing.image import img_to_array \n",
    "from keras.applications.vgg16 import preprocess_input \n",
    "\n",
    "# models \n",
    "from keras.applications.vgg16 import VGG16 \n",
    "from keras.models import Model\n",
    "import pickle\n",
    "\n",
    "import umap\n",
    "\n",
    "# clustering and dimension reduction\n",
    "from sklearn.cluster import SpectralClustering\n",
    "from pyamg import smoothed_aggregation_solver #The eigen_solver was set to 'amg', but pyamg is not available.\n",
    "\n",
    "from sklearn import metrics\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "from sklearn.metrics import silhouette_score\n",
    "from sklearn.metrics import calinski_harabasz_score\n",
    "from sklearn.metrics import precision_score, recall_score, f1_score, accuracy_score\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.metrics import precision_recall_fscore_support\n",
    "# from sklearn.preprocessing import LabelEncoder\n",
    "# from keras.utils.np_utils import to_categorical\n",
    "from tqdm import trange\n",
    "from hyperopt import fmin, tpe, hp, STATUS_OK, space_eval, Trials\n",
    "\n",
    "import plotly.graph_objs as go\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "%matplotlib inline\n",
    "sns.set(style='white', context='notebook', rc={'figure.figsize':(14,10)})\n",
    "\n",
    "from warnings import filterwarnings\n",
    "filterwarnings('ignore')"
   ]
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   "source": [
    "#### Fixing random seeds for reproducibility\n",
    "\n",
    "📝 When using `eigen_solver == 'amg'`, it is necessary to also fix the global numpy seed with `np.random.seed(int)` to get deterministic results."
   ]
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   "source": [
    "random.seed(10)\n",
    "np.random.seed(10)"
   ]
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   "source": [
    "## Hyperparameters\n",
    "* agglomerative: `n_clusters` `affinity`\n",
    "* k-means: `n_initint`, `max_iter`"
   ]
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    "eigen_solver=['arpack', 'lobpcg', 'amg']\n",
    "affinity=['nearest_neighbors', 'rbf']\n",
    "assign_labels=['discretize', 'kmeans']\n",
    "\n",
    "specparams = [[e,a,l] for e in eigen_solver for a in affinity for l in assign_labels]"
   ]
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    "config = {\n",
    "    'method': 'SpectralClustering',\n",
    "    'output_features': 512,\n",
    "    'n_neighbors': range(20,300,20),\n",
    "    'min_dist': np.arange(0.0, 1.0, 0.05),\n",
    "    'n_components': 2,\n",
    "    \"umap_metric\": ['manhattan','canberra','hellinger','correlation','jaccard','cosine','dice','ll_dirichlet'],\n",
    "    'n_clusters': 4,\n",
    "    'n_init': 10,\n",
    "    'specparams': specparams,\n",
    "    'max_evals': 3000,\n",
    "    'random_state': 42\n",
    "}"
   ]
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   "source": [
    "umap_space = len(config['n_neighbors']) * len(config['min_dist']) * len(config['umap_metric'])\n",
    "spectral_space = len(config['specparams'])\n",
    "umap_space * spectral_space"
   ]
  },
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   "source": [
    "## Load Data"
   ]
  },
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   "source": [
    "base_dir = '../input/nbiinfframes/FRAMES'\n",
    "Fold1 = '../input/nbiinfframes/FRAMES/Fold1'\n",
    "Fold2 = '../input/nbiinfframes/FRAMES/Fold2'\n",
    "Fold3 = '../input/nbiinfframes/FRAMES/Fold3'\n",
    "\n",
    "model_path = r'vgg16_weights_tf_dim_ordering_tf_kernels.h5'\n",
    "pkl_file = r\"../input/feature-embedding/files_feature_embeddings_vgg16.pkl\"\n",
    "\n",
    "class_ = ['B', 'I', 'S', 'U']\n",
    "Folds = [Fold1, Fold2, Fold3]\n",
    "all_data = []\n",
    "\n",
    "for fold in Folds:\n",
    "    for case in class_:\n",
    "        path = os.path.join(fold, case)\n",
    "        if os.path.isdir(path):\n",
    "            for img in os.listdir(path):\n",
    "                all_data.append([os.path.join(path, img), case, os.path.basename(fold)])\n",
    "        \n",
    "all_df = pd.DataFrame(all_data, columns=['image_path', 'class', 'folder'],index=None)\n",
    "all_df.dropna(inplace = True)\n",
    "\n",
    "all_df['name'] = all_df['image_path'].map(lambda x: os.path.basename(x))\n",
    "img_name = all_df['name'] .to_list()\n",
    "files = all_df['image_path'].to_list()"
   ]
  },
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   },
   "source": [
    "## Methods: Building Model"
   ]
  },
  {
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   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-04-24 13:29:37.307521: I tensorflow/core/common_runtime/process_util.cc:146] Creating new thread pool with default inter op setting: 2. Tune using inter_op_parallelism_threads for best performance.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels.h5\n",
      "553467904/553467096 [==============================] - 3s 0us/step\n",
      "553476096/553467096 [==============================] - 3s 0us/step\n",
      "4096\n",
      "CPU times: user 3.92 s, sys: 2.96 s, total: 6.89 s\n",
      "Wall time: 5.57 s\n"
     ]
    }
   ],
   "source": [
    "%%time \n",
    "model = VGG16()\n",
    "model = Model(inputs = model.inputs, outputs = model.layers[-2].output)\n",
    "    \n",
    "out_features = model.output.shape[1] # to obtain the number of the output feature\n",
    "print(out_features)"
   ]
  },
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   },
   "source": [
    "## Feature Extraction by CNN"
   ]
  },
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   "source": [
    "def extract_features(files, model, pkl=\"\", out_feature=out_features):\n",
    "    \n",
    "    data = {}\n",
    "    if os.path.exists(pkl):\n",
    "        with open(pkl, 'rb') as f:\n",
    "            data = pickle.load(f)\n",
    "    else:\n",
    "        print(\"File data pkl file doesn't exist..., extracting by model\")\n",
    "        for file in files:\n",
    "            resized_img = load_img(file, target_size=(224,224))\n",
    "            img_arr = np.array(resized_img) \n",
    "            reshaped_img = img_arr.reshape(1,224,224,3)  ##reshape\n",
    "            imgx = preprocess_input(reshaped_img)\n",
    "            embeddings = model.predict(imgx, use_multiprocessing=True)\n",
    "            data[os.path.basename(file)] = embeddings\n",
    "            \n",
    "        pickle.dump(data, open(pkl, \"wb\"))\n",
    " \n",
    "    filenames = np.array(list(data.keys()))\n",
    "    feat = np.array(list(data.values()))\n",
    "    feat = feat.reshape(-1, out_features)\n",
    "        \n",
    "    return filenames, feat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "85eea448",
   "metadata": {
    "execution": {
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "extracted feature shape: (720, 4096)\n",
      "CPU times: user 9.49 ms, sys: 11.7 ms, total: 21.2 ms\n",
      "Wall time: 109 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "filenames, feat = extract_features(files, model, pkl_file, out_features)    \n",
    "print('extracted feature shape: {}'.format(feat.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c66f9fd3",
   "metadata": {
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     "start_time": "2022-04-24T13:29:43.369042",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Different Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b4f51714",
   "metadata": {
    "execution": {
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     "status": "completed"
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    "tags": []
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   "outputs": [],
   "source": [
    "def generate_clusters(feature_embeddings,\n",
    "                       n_neighbors,\n",
    "                       min_dist,\n",
    "                       metric,\n",
    "                       eigen_solver,\n",
    "                       affinity,\n",
    "                       assign_labels,\n",
    "                       random_state = config['random_state'],\n",
    "                       n_components = config['n_components'],\n",
    "                       n_clusters = config['n_clusters'],\n",
    "                       n_init = config['n_init']):\n",
    "    \n",
    "    print('the setting eigen_solver:{} affinity: {}, assign_labels: {}'.format(eigen_solver, affinity, assign_labels))\n",
    "    \n",
    "    umap_embeddings = umap.UMAP(n_neighbors = n_neighbors,\n",
    "                                min_dist = min_dist,\n",
    "                                n_components = n_components,\n",
    "                                metric = metric,\n",
    "                                random_state=random_state).fit_transform(feature_embeddings)\n",
    "    \n",
    "    clusters = SpectralClustering(n_clusters = n_clusters,\n",
    "                                  n_components = n_components,\n",
    "                                  n_init = n_init,\n",
    "                                  eigen_solver = eigen_solver,\n",
    "                                  affinity = affinity,\n",
    "                                  assign_labels = assign_labels,\n",
    "                                  gamma=1.0,\n",
    "                                  n_jobs=None, \n",
    "                                  n_neighbors=10,\n",
    "                                  random_state=random_state).fit(umap_embeddings) #tsne_sc_s\n",
    "\n",
    "    return clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "315ee262",
   "metadata": {
    "execution": {
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    },
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     "duration": 12.154109,
     "end_time": "2022-04-24T13:29:55.773386",
     "exception": false,
     "start_time": "2022-04-24T13:29:43.619277",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "SpectralClustering(eigen_solver='arpack', n_clusters=4, n_components=2,\n",
       "                   random_state=42)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generate_clusters(feat, 200, 0, 'manhattan', 'arpack', 'rbf', 'kmeans')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84e89dd8",
   "metadata": {
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     "duration": 0.060563,
     "end_time": "2022-04-24T13:29:55.896447",
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     "start_time": "2022-04-24T13:29:55.835884",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "0df671a0",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-24T13:29:56.035153Z",
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    },
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     "duration": 0.080155,
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     "exception": false,
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def metrics_score_(clusters, filenames, image_label_df):\n",
    "    mapped_label = {}\n",
    "    clustered_labels = clusters.labels_\n",
    "    clustered_groups = {}\n",
    "    for file, cluster in zip(filenames, clustered_labels):\n",
    "        if cluster not in clustered_groups.keys():\n",
    "            clustered_groups[cluster] = []\n",
    "            clustered_groups[cluster].append(file)\n",
    "        else:\n",
    "            clustered_groups[cluster].append(file)\n",
    "    \n",
    "    image_groups = image_label_df.groupby('class')['name']\n",
    "    ground_labels = [*image_groups.groups.keys()] \n",
    "    \n",
    "    for label in ground_labels:\n",
    "        group_label = {}\n",
    "        lst = image_groups.get_group(label).tolist()\n",
    "        \n",
    "        for x in range(len(clustered_groups)):\n",
    "            num = len(set(clustered_groups[x]) & set(lst))\n",
    "            group_label[x] = num\n",
    "            \n",
    "        max_key = max(group_label, key=group_label.get)\n",
    "        mapped_label[max_key] = label\n",
    "        \n",
    "        np_groups = np.array(list(clustered_groups.items()))\n",
    "        imgs = []\n",
    "        clustered_img_labels = []\n",
    "        for i in range(np_groups.shape[0]):\n",
    "            imgs.extend(np_groups[i,:][1])\n",
    "            clustered_img_labels.extend([np_groups[i,:][0]]*len(np_groups[i,:][1]))\n",
    "        \n",
    "        clustered_df = pd.DataFrame({'name': imgs, 'predict_target': clustered_img_labels})\n",
    "        clustered_df['predict_class'] = clustered_df['predict_target'].map(mapped_label)\n",
    "        eval_df = pd.merge(image_label_df, clustered_df, on='name', how='left')\n",
    "        \n",
    "        y_test = eval_df['class'].tolist()\n",
    "        y_pred = eval_df['predict_class'].tolist()\n",
    "        \n",
    "        report = classification_report(y_test, y_pred)\n",
    "\n",
    "        precision_score_ = precision_recall_fscore_support(y_test, y_pred)[0]\n",
    "        recall_score_ = precision_recall_fscore_support(y_test, y_pred)[1]\n",
    "        f1_score_ = precision_recall_fscore_support(y_test, y_pred)[2]\n",
    "\n",
    "        avg_precision = np.average(precision_score_)\n",
    "        avg_recall = np.average(recall_score_)\n",
    "        avg_f1 = np.average(f1_score_)\n",
    "        \n",
    "    return avg_precision, avg_recall, avg_f1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b686003f",
   "metadata": {
    "execution": {
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     "duration": 0.071239,
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     "exception": false,
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     "status": "completed"
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    "tags": []
   },
   "outputs": [],
   "source": [
    "def objective(params, embeddings, filenames, df):\n",
    "      \n",
    "    clusters = generate_clusters(embeddings, n_neighbors = params['n_neighbors'], min_dist = params['min_dist'], metric = params['umap_metric'],\n",
    "                                 eigen_solver = params['specparams'][0],\n",
    "                                 affinity = params['specparams'][1],\n",
    "                                 assign_labels = params['specparams'][2])\n",
    "    \n",
    "    avg_precision, avg_recall, avg_f1 = metrics_score_(clusters, filenames, df)\n",
    "    cost = 1 - avg_recall \n",
    "\n",
    "    if (np.abs(avg_precision - avg_recall) > 0.025):\n",
    "        penalty = 0.1 * np.abs(avg_precision - avg_recall)\n",
    "    else:\n",
    "        penalty = 0\n",
    "    loss = cost + penalty\n",
    "    return {'loss': loss, 'avg_precision': avg_precision,'avg_recall': avg_recall, 'avg_f1':avg_f1, 'status': STATUS_OK}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e3c3ce7d",
   "metadata": {
    "execution": {
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     "status": "completed"
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    "tags": []
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   "outputs": [],
   "source": [
    "def bayesian_search(features, filenames, df, space, max_evals):\n",
    "    trials = Trials()\n",
    "    \n",
    "    fmin_objective = partial(objective, embeddings=features, filenames=filenames, df=df)\n",
    "    \n",
    "    best = fmin(fmin_objective, \n",
    "                space = space, \n",
    "                algo=tpe.suggest,\n",
    "                max_evals = max_evals, \n",
    "                trials = trials)\n",
    "\n",
    "    best_params = space_eval(space, best)\n",
    "    print ('best:')\n",
    "    print (best_params)\n",
    "    print (f\"the average recall: {trials.best_trial['result']['avg_recall']}\")\n",
    "\n",
    "    best_clusters = generate_clusters(features, \n",
    "                                      n_neighbors = best_params['n_neighbors'], \n",
    "                                      min_dist = best_params['min_dist'], \n",
    "                                      metric = best_params['umap_metric'],\n",
    "                                      eigen_solver = best_params['specparams'][0],\n",
    "                                      affinity = best_params['specparams'][1],\n",
    "                                      assign_labels = best_params['specparams'][2])\n",
    "    \n",
    "\n",
    "    return best_params, best_clusters, trials"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "94753946",
   "metadata": {
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   "outputs": [],
   "source": [
    "hspace = {\n",
    "    \"n_neighbors\": hp.choice('n_neighbors', config['n_neighbors']),\n",
    "    \"min_dist\": hp.choice('min_dist', config['min_dist']),\n",
    "    \"umap_metric\": hp.choice('umap_metric', config['umap_metric']),\n",
    "    \"specparams\": hp.choice('specparams',config['specparams'])\n",
    "}\n",
    "max_evals = config['max_evals']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "8c83696a",
   "metadata": {
    "execution": {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test the time-cost for the method SpectralClustering\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: nearest_neighbors, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: discretize\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:lobpcg affinity: rbf, assign_labels: kmeans\n",
      "the setting eigen_solver:amg affinity: rbf, assign_labels: kmeans\n",
      "100%|██████████| 3000/3000 [7:12:56<00:00,  8.66s/trial, best loss: 0.07499999999999996]\n",
      "best:\n",
      "{'min_dist': 0.0, 'n_neighbors': 260, 'specparams': ('arpack', 'rbf', 'kmeans'), 'umap_metric': 'manhattan'}\n",
      "the average recall: 0.925\n",
      "the setting eigen_solver:arpack affinity: rbf, assign_labels: kmeans\n",
      "CPU times: user 8h 30min 52s, sys: 1h 46min 27s, total: 10h 17min 19s\n",
      "Wall time: 7h 13min 4s\n"
     ]
    }
   ],
   "source": [
    "print('test the time-cost for the method {}'.format(config['method']))\n",
    "%time best_params_use, best_clusters_use, trials_use = bayesian_search(feat, filenames, all_df, hspace, max_evals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7d9621f6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-24T20:43:09.626395Z",
     "iopub.status.busy": "2022-04-24T20:43:09.625607Z",
     "iopub.status.idle": "2022-04-24T20:43:09.628705Z",
     "shell.execute_reply": "2022-04-24T20:43:09.629197Z",
     "shell.execute_reply.started": "2022-04-24T13:21:31.587596Z"
    },
    "papermill": {
     "duration": 4.523292,
     "end_time": "2022-04-24T20:43:09.629364",
     "exception": false,
     "start_time": "2022-04-24T20:43:05.106072",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'min_dist': 0.0, 'n_neighbors': 260, 'specparams': ('arpack', 'rbf', 'kmeans'), 'umap_metric': 'manhattan', 'avg_recall': 0.925}\n"
     ]
    }
   ],
   "source": [
    "best_params_use['avg_recall'] = trials_use.best_trial['result']['avg_recall']\n",
    "print(best_params_use)\n",
    "sourceFile = open('best_params_{}.txt'.format(config['method']), 'w')\n",
    "print(best_params_use, file = sourceFile)\n",
    "sourceFile.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "989a1b16",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-24T20:43:18.943662Z",
     "iopub.status.busy": "2022-04-24T20:43:18.942660Z",
     "iopub.status.idle": "2022-04-24T20:43:18.949085Z",
     "shell.execute_reply": "2022-04-24T20:43:18.949714Z",
     "shell.execute_reply.started": "2022-04-24T13:21:31.628444Z"
    },
    "papermill": {
     "duration": 4.447978,
     "end_time": "2022-04-24T20:43:18.949899",
     "exception": false,
     "start_time": "2022-04-24T20:43:14.501921",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'state': 2,\n",
       " 'tid': 396,\n",
       " 'spec': None,\n",
       " 'result': {'loss': 0.07499999999999996,\n",
       "  'avg_precision': 0.9271032724247373,\n",
       "  'avg_recall': 0.925,\n",
       "  'avg_f1': 0.9248171785622348,\n",
       "  'status': 'ok'},\n",
       " 'misc': {'tid': 396,\n",
       "  'cmd': ('domain_attachment', 'FMinIter_Domain'),\n",
       "  'workdir': None,\n",
       "  'idxs': {'min_dist': [396],\n",
       "   'n_neighbors': [396],\n",
       "   'specparams': [396],\n",
       "   'umap_metric': [396]},\n",
       "  'vals': {'min_dist': [0],\n",
       "   'n_neighbors': [12],\n",
       "   'specparams': [3],\n",
       "   'umap_metric': [0]}},\n",
       " 'exp_key': None,\n",
       " 'owner': None,\n",
       " 'version': 0,\n",
       " 'book_time': datetime.datetime(2022, 4, 24, 14, 32, 15, 598000),\n",
       " 'refresh_time': datetime.datetime(2022, 4, 24, 14, 32, 22, 322000)}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trials_use.best_trial"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "dd704860",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-04-24T20:43:27.862416Z",
     "iopub.status.busy": "2022-04-24T20:43:27.861600Z",
     "iopub.status.idle": "2022-04-24T20:43:27.864711Z",
     "shell.execute_reply": "2022-04-24T20:43:27.865193Z",
     "shell.execute_reply.started": "2022-04-24T13:21:31.630929Z"
    },
    "papermill": {
     "duration": 4.48845,
     "end_time": "2022-04-24T20:43:27.865352",
     "exception": false,
     "start_time": "2022-04-24T20:43:23.376902",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.5.2'"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " umap.__version__"
   ]
  }
 ],
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