{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext line_profiler\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.model_selection_precomputed import model_selection_for_precomputed_kernel\n",
    "from gklearn.kernels.weisfeilerLehmanKernel import weisfeilerlehmankernel\n",
    "\n",
    "dslist = [   \n",
    "    {'name': 'Acyclic', 'dataset': '../datasets/acyclic/dataset_bps.ds', 'task': 'regression'}, # node_labeled\n",
    "    {'name': 'COIL-DEL', 'dataset': '../datasets/COIL-DEL/COIL-DEL_A.txt'}, # edge_labeled\n",
    "    {'name': 'PAH', 'dataset': '../datasets/PAH/dataset.ds',}, # unlabeled\n",
    "    {'name': 'Mutagenicity', 'dataset': '../datasets/Mutagenicity/Mutagenicity_A.txt'}, # fully_labeled\n",
    "#     {'name': 'MAO', 'dataset': '../datasets/MAO/dataset.ds',},\n",
    "\n",
    "#     {'name': 'MUTAG', 'dataset': '../datasets/MUTAG/MUTAG.mat',\n",
    "#         'extra_params': {'am_sp_al_nl_el': [0, 0, 3, 1, 2]}},\n",
    "#     {'name': 'Alkane', 'dataset': '../datasets/Alkane/dataset.ds', 'task': 'regression', \n",
    "#         'dataset_y': '../datasets/Alkane/dataset_boiling_point_names.txt',},\n",
    "#     {'name': 'BZR', 'dataset': '../datasets/BZR_txt/BZR_A_sparse.txt'},\n",
    "#     {'name': 'COX2', 'dataset': '../datasets/COX2_txt/COX2_A_sparse.txt'},    \n",
    "    {'name': 'ENZYMES', 'dataset': '../datasets/ENZYMES_txt/ENZYMES_A_sparse.txt'},\n",
    "#     {'name': 'DHFR', 'dataset': '../datasets/DHFR_txt/DHFR_A_sparse.txt'},\n",
    "#     {'name': 'SYNTHETIC', 'dataset': '../datasets/SYNTHETIC_txt/SYNTHETIC_A_sparse.txt'},\n",
    "#     {'name': 'MSRC9', 'dataset': '../datasets/MSRC_9_txt/MSRC_9_A.txt'},\n",
    "#     {'name': 'MSRC21', 'dataset': '../datasets/MSRC_21_txt/MSRC_21_A.txt'},\n",
    "#     {'name': 'FIRSTMM_DB', 'dataset': '../datasets/FIRSTMM_DB/FIRSTMM_DB_A.txt'},\n",
    "\n",
    "#     {'name': 'PROTEINS', 'dataset': '../datasets/PROTEINS_txt/PROTEINS_A_sparse.txt'},\n",
    "#     {'name': 'PROTEINS_full', 'dataset': '../datasets/PROTEINS_full_txt/PROTEINS_full_A_sparse.txt'},\n",
    "#     {'name': 'D&D', 'dataset': '../datasets/D&D/DD.mat',\n",
    "#      'extra_params': {'am_sp_al_nl_el': [0, 1, 2, 1, -1]}},\n",
    "#     {'name': 'AIDS', 'dataset': '../datasets/AIDS/AIDS_A.txt'},\n",
    "#     {'name': 'NCI1', 'dataset': '../datasets/NCI1/NCI1.mat',\n",
    "#         'extra_params': {'am_sp_al_nl_el': [1, 1, 2, 0, -1]}},\n",
    "#     {'name': 'NCI109', 'dataset': '../datasets/NCI109/NCI109.mat',\n",
    "#         'extra_params': {'am_sp_al_nl_el': [1, 1, 2, 0, -1]}},\n",
    "#     {'name': 'NCI-HIV', 'dataset': '../datasets/NCI-HIV/AIDO99SD.sdf',\n",
    "#         'dataset_y': '../datasets/NCI-HIV/aids_conc_may04.txt',},\n",
    "    \n",
    "#     # not working below\n",
    "#     {'name': 'PTC_FM', 'dataset': '../datasets/PTC/Train/FM.ds',},\n",
    "#     {'name': 'PTC_FR', 'dataset': '../datasets/PTC/Train/FR.ds',},\n",
    "#     {'name': 'PTC_MM', 'dataset': '../datasets/PTC/Train/MM.ds',},\n",
    "#     {'name': 'PTC_MR', 'dataset': '../datasets/PTC/Train/MR.ds',},\n",
    "]\n",
    "estimator = weisfeilerlehmankernel\n",
    "param_grid_precomputed = {'height': np.linspace(0, 4, 5)}\n",
    "param_grid = [{'C': np.logspace(-10, 10, num = 41, base = 10)}, \n",
    "              {'alpha': np.logspace(-10, 10, num = 41, base = 10)}]\n",
    "\n",
    "for ds in dslist:\n",
    "    print()\n",
    "    print(ds['name'])\n",
    "    model_selection_for_precomputed_kernel(\n",
    "        ds['dataset'], estimator, param_grid_precomputed, \n",
    "        (param_grid[1] if ('task' in ds and ds['task'] == 'regression') else param_grid[0]), \n",
    "        (ds['task'] if 'task' in ds else 'classification'), NUM_TRIALS=30,\n",
    "        datafile_y=(ds['dataset_y'] if 'dataset_y' in ds else None),\n",
    "        extra_params=(ds['extra_params'] if 'extra_params' in ds else None))\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--- This is a regression problem ---\n",
      "\n",
      "1. Loading dataset from file...\n",
      "\n",
      "2. Calculating gram matrices. This could take a while...\n",
      "\n",
      "gram matrix with parameters {'height': 0.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 183 built in 0.3652372360229492 seconds ---\n",
      "[[ 1.          0.9486833   0.8        ...,  0.88998832  0.88998832\n",
      "   0.88998832]\n",
      " [ 0.9486833   1.          0.63245553 ...,  0.70359754  0.70359754\n",
      "   0.70359754]\n",
      " [ 0.8         0.63245553  1.         ...,  0.93448773  0.93448773\n",
      "   0.93448773]\n",
      " ..., \n",
      " [ 0.88998832  0.70359754  0.93448773 ...,  1.          1.          1.        ]\n",
      " [ 0.88998832  0.70359754  0.93448773 ...,  1.          1.          1.        ]\n",
      " [ 0.88998832  0.70359754  0.93448773 ...,  1.          1.          1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fce407b2b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'height': 1.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 183 built in 0.8008801937103271 seconds ---\n",
      "[[ 1.          0.79056942  0.4        ...,  0.5547002   0.5547002\n",
      "   0.50964719]\n",
      " [ 0.79056942  1.          0.31622777 ...,  0.43852901  0.43852901\n",
      "   0.40291148]\n",
      " [ 0.4         0.31622777  1.         ...,  0.61017022  0.61017022\n",
      "   0.61157663]\n",
      " ..., \n",
      " [ 0.5547002   0.43852901  0.61017022 ...,  1.          1.          0.86223926]\n",
      " [ 0.5547002   0.43852901  0.61017022 ...,  1.          1.          0.86223926]\n",
      " [ 0.50964719  0.40291148  0.61157663 ...,  0.86223926  0.86223926  1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fce3fdc4320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'height': 2.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 183 built in 1.336890459060669 seconds ---\n",
      "[[ 1.          0.21081851  0.         ...,  0.          0.          0.        ]\n",
      " [ 0.21081851  1.          0.         ...,  0.          0.          0.        ]\n",
      " [ 0.          0.          1.         ...,  0.02768183  0.03154401\n",
      "   0.12845875]\n",
      " ..., \n",
      " [ 0.          0.          0.02768183 ...,  1.          0.75968048\n",
      "   0.24536212]\n",
      " [ 0.          0.          0.03154401 ...,  0.75968048  1.          0.27959522]\n",
      " [ 0.          0.          0.12845875 ...,  0.24536212  0.27959522  1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fce3dcc2ef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'height': 3.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 183 built in 1.9019012451171875 seconds ---\n",
      "[[ 1.          0.          0.         ...,  0.          0.          0.        ]\n",
      " [ 0.          1.          0.         ...,  0.          0.          0.        ]\n",
      " [ 0.          0.          1.         ...,  0.          0.          0.        ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.09589266  0.        ]\n",
      " [ 0.          0.          0.         ...,  0.09589266  1.          0.        ]\n",
      " [ 0.          0.          0.         ...,  0.          0.          1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fce3c3e1a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'height': 4.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 183 built in 2.3479185104370117 seconds ---\n",
      "[[ 1.  0.  0. ...,  0.  0.  0.]\n",
      " [ 0.  1.  0. ...,  0.  0.  0.]\n",
      " [ 0.  0.  1. ...,  0.  0.  0.]\n",
      " ..., \n",
      " [ 0.  0.  0. ...,  1.  0.  0.]\n",
      " [ 0.  0.  0. ...,  0.  1.  0.]\n",
      " [ 0.  0.  0. ...,  0.  0.  1.]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fce3c3e0278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "5 gram matrices are calculated, 0 of which are ignored.\n",
      "\n",
      "3. Fitting and predicting using nested cross validation. This could really take a while...\n",
      "                                                                       \r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ljia/.local/lib/python3.5/site-packages/sklearn/linear_model/ridge.py:154: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead.\n",
      "  warnings.warn(\"Singular matrix in solving dual problem. Using \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                          \n",
      "4. Getting final performances...\n",
      "best_params_out:  [{'height': 1.0}]\n",
      "best_params_in:  [{'alpha': 0.0017782794100389228}]\n",
      "\n",
      "best_val_perf:  18.6696019633\n",
      "best_val_std:  1.0343466385\n",
      "final_performance:  18.2376906247\n",
      "final_confidence:  5.11471792159\n",
      "train_performance:  14.0135701414\n",
      "train_std:  0.589730736398\n",
      "\n",
      "time to calculate gram matrix with different hyperpapams: 1.35±0.80\n",
      "time to calculate best gram matrix:  0.8008801937103271 s\n",
      "\n",
      "params                                train_perf           valid_perf                 test_perf                       gram_matrix_time\n",
      "------------------------------------  -------------------  -------------------------  ----------------------------  ------------------\n",
      "{'height': 0.0, 'alpha': '1.00e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.00e-05'}  13.80±0.68           49.83±168.80               61.54±238.18                                0.8\n",
      "{'height': 2.0, 'alpha': '1.00e-05'}  813.60±1130.47       8173.36±12714.20           7051.55±13250.52                            1.34\n",
      "{'height': 3.0, 'alpha': '1.00e-05'}  56367.57±150983.54   5121660.49±13905971.76     9906750.97±48780542.45                      1.9\n",
      "{'height': 4.0, 'alpha': '1.00e-05'}  93117.53±117059.66   282116255.31±587480850.04  5388277081.10±18272827660.19                2.35\n",
      "{'height': 0.0, 'alpha': '1.19e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.19e-05'}  13.80±0.68           44.93±141.95               54.69±200.65                                0.8\n",
      "{'height': 2.0, 'alpha': '1.19e-05'}  773.37±869.60        8712.26±15576.24           6917.61±14201.10                            1.34\n",
      "{'height': 3.0, 'alpha': '1.19e-05'}  44146.44±121179.25   4070631.40±11519026.51     8248188.24±40296004.98                      1.9\n",
      "{'height': 4.0, 'alpha': '1.19e-05'}  76103.27±94219.31    210698405.04±447958567.48  3643014728.93±12254691665.40                2.35\n",
      "{'height': 0.0, 'alpha': '1.41e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.41e-05'}  13.80±0.68           40.80±119.32               48.91±169.02                                0.8\n",
      "{'height': 2.0, 'alpha': '1.41e-05'}  1203.92±2256.94      12729.68±29856.45          10121.13±26205.87                           1.34\n",
      "{'height': 3.0, 'alpha': '1.41e-05'}  39537.64±107750.91   3429732.30±9687532.36      6904057.30±33288080.88                      1.9\n",
      "{'height': 4.0, 'alpha': '1.41e-05'}  62181.48±75955.25    157975497.69±347925232.24  2454318407.13±8181849482.83                 2.35\n",
      "{'height': 0.0, 'alpha': '1.68e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.68e-05'}  13.80±0.67           37.32±100.26               44.04±142.38                                0.8\n",
      "{'height': 2.0, 'alpha': '1.68e-05'}  1423.08±2942.39      20856.43±73535.00          18518.45±65271.72                           1.34\n",
      "{'height': 3.0, 'alpha': '1.68e-05'}  36346.61±96332.22    2925950.64±8153834.65      5702461.04±27515549.02                      1.9\n",
      "{'height': 4.0, 'alpha': '1.68e-05'}  50810.47±61383.32    118718728.89±272643482.78  1648008765.92±5438886595.48                 2.35\n",
      "{'height': 0.0, 'alpha': '2.00e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '2.00e-05'}  13.80±0.67           34.38±84.21                39.94±119.95                                0.8\n",
      "{'height': 2.0, 'alpha': '2.00e-05'}  964.76±1495.49       9808.76±19733.04           10325.80±23268.94                           1.34\n",
      "{'height': 3.0, 'alpha': '2.00e-05'}  33976.99±86304.01    2514349.13±6863842.98      4758397.44±22756856.55                      1.9\n",
      "{'height': 4.0, 'alpha': '2.00e-05'}  41542.09±49767.22    89347322.40±214068609.02   1103269448.10±3600648014.39                 2.35\n",
      "{'height': 0.0, 'alpha': '2.37e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '2.37e-05'}  13.80±0.67           31.91±70.68                36.49±101.07                                0.8\n",
      "{'height': 2.0, 'alpha': '2.37e-05'}  1345.40±3514.30      10525.45±24849.36          9771.18±19584.44                            1.34\n",
      "{'height': 3.0, 'alpha': '2.37e-05'}  32453.08±77881.32    2177691.28±5778212.10      3985526.19±18838666.52                      1.9\n",
      "{'height': 4.0, 'alpha': '2.37e-05'}  34004.27±40501.77    67242583.57±167665365.50   736693259.75±2374725410.30                  2.35\n",
      "{'height': 0.0, 'alpha': '2.82e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '2.82e-05'}  13.80±0.67           29.83±59.30                33.58±85.17                                 0.8\n",
      "{'height': 2.0, 'alpha': '2.82e-05'}  6969.85±33932.47     1371787.48±7486117.85      514719.99±2789925.52                        1.34\n",
      "{'height': 3.0, 'alpha': '2.82e-05'}  31484.82±72050.55    1901368.95±4867758.51      3351119.84±15613458.76                      1.9\n",
      "{'height': 4.0, 'alpha': '2.82e-05'}  27863.80±33103.90    50526280.06±130656073.96   490921156.71±1561013161.10                  2.35\n",
      "{'height': 0.0, 'alpha': '3.35e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '3.35e-05'}  13.79±0.67           28.08±49.71                31.13±71.80                                 0.8\n",
      "{'height': 2.0, 'alpha': '3.35e-05'}  567.65±715.91        8630.62±22132.35           5673.56±11050.85                            1.34\n",
      "{'height': 3.0, 'alpha': '3.35e-05'}  32112.48±71148.17    1689771.56±4108627.02      2833503.65±12957930.21                      1.9\n",
      "{'height': 4.0, 'alpha': '3.35e-05'}  22861.98±27179.91    37886291.24±101153765.33   326687951.39±1023304296.81                  2.35\n",
      "{'height': 0.0, 'alpha': '3.98e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '3.98e-05'}  13.79±0.67           26.60±41.64                29.07±60.56                                 0.8\n",
      "{'height': 2.0, 'alpha': '3.98e-05'}  1644.70±5633.68      13146.67±26913.61          7932.10±18285.27                            1.34\n",
      "{'height': 3.0, 'alpha': '3.98e-05'}  38194.19±85974.31    1587234.21±3503743.97      2427324.48±10768775.43                      1.9\n",
      "{'height': 4.0, 'alpha': '3.98e-05'}  18786.78±22416.93    28340819.07±77754878.31    217250051.04±669413850.86                   2.35\n",
      "{'height': 0.0, 'alpha': '4.73e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '4.73e-05'}  13.79±0.67           25.36±34.85                27.33±51.11                                 0.8\n",
      "{'height': 2.0, 'alpha': '4.73e-05'}  500.93±594.98        7363.96±15849.02           4839.33±9234.45                             1.34\n",
      "{'height': 3.0, 'alpha': '4.73e-05'}  75006.92±219063.10   2121767.80±3922340.34      2163657.18±8968302.47                       1.9\n",
      "{'height': 4.0, 'alpha': '4.73e-05'}  15464.40±18568.99    21148207.48±59336886.39    144598751.60±437280428.24                   2.35\n",
      "{'height': 0.0, 'alpha': '5.62e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '5.62e-05'}  13.79±0.67           24.31±29.14                25.86±43.17                                 0.8\n",
      "{'height': 2.0, 'alpha': '5.62e-05'}  357.63±347.70        4444.20±6946.54            3243.41±5220.23                             1.34\n",
      "{'height': 3.0, 'alpha': '5.62e-05'}  179273.68±863173.21  2993686.93±10464837.08     2281422.17±7899570.66                       1.9\n",
      "{'height': 4.0, 'alpha': '5.62e-05'}  12752.96±15444.12    15743984.16±44965845.77    96381148.66±285467409.51                    2.35\n",
      "{'height': 0.0, 'alpha': '6.68e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '6.68e-05'}  13.79±0.67           23.42±24.33                24.63±36.50                                 0.8\n",
      "{'height': 2.0, 'alpha': '6.68e-05'}  336.25±357.72        4177.42±5285.49            3006.46±4280.90                             1.34\n",
      "{'height': 3.0, 'alpha': '6.68e-05'}  31872.78±87696.87    1120238.69±2244515.75      1521392.85±6260335.25                       1.9\n",
      "{'height': 4.0, 'alpha': '6.68e-05'}  10537.07±12893.20    11696621.95±33854027.97    64360067.36±186408821.89                    2.35\n",
      "{'height': 0.0, 'alpha': '7.94e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '7.94e-05'}  13.79±0.67           22.68±20.29                23.59±30.92                                 0.8\n",
      "{'height': 2.0, 'alpha': '7.94e-05'}  314.86±353.43        5790.06±14883.92           4270.17±10333.86                            1.34\n",
      "{'height': 3.0, 'alpha': '7.94e-05'}  21771.86±46341.78    933634.60±1795751.64       1282747.38±5261484.42                       1.9\n",
      "{'height': 4.0, 'alpha': '7.94e-05'}  8736.14±10790.80     8675867.79±25338501.17     43094105.82±121858212.83                    2.35\n",
      "{'height': 0.0, 'alpha': '9.44e-05'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '9.44e-05'}  13.79±0.67           22.05±16.89                22.71±26.24                                 0.8\n",
      "{'height': 2.0, 'alpha': '9.44e-05'}  275.79±247.45        3191.58±3343.49            2509.88±3376.28                             1.34\n",
      "{'height': 3.0, 'alpha': '9.44e-05'}  21022.50±36846.67    1046957.61±1945686.54      1157206.41±4501938.74                       1.9\n",
      "{'height': 4.0, 'alpha': '9.44e-05'}  7266.12±9055.48      6428854.29±18867408.11     28982211.47±79922437.06                     2.35\n",
      "{'height': 0.0, 'alpha': '1.12e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.12e-04'}  13.78±0.67           21.52±14.03                21.97±22.34                                 0.8\n",
      "{'height': 2.0, 'alpha': '1.12e-04'}  269.98±209.35        2836.72±2538.35            2446.48±3211.65                             1.34\n",
      "{'height': 3.0, 'alpha': '1.12e-04'}  15528.15±23815.51    848532.78±1423133.71       993626.55±3714027.55                        1.9\n",
      "{'height': 4.0, 'alpha': '1.12e-04'}  6068.15±7621.42      4762342.25±13987968.65     19829160.45±53542318.15                     2.35\n",
      "{'height': 0.0, 'alpha': '1.33e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.33e-04'}  13.78±0.67           21.06±11.63                21.35±19.08                                 0.8\n",
      "{'height': 2.0, 'alpha': '1.33e-04'}  1195.94±4526.00      10448.48±33520.30          8384.24±22944.18                            1.34\n",
      "{'height': 3.0, 'alpha': '1.33e-04'}  16946.04±24343.61    1942006.72±5431509.42      1254326.11±3534287.39                       1.9\n",
      "{'height': 4.0, 'alpha': '1.33e-04'}  5086.86±6429.64      3529677.87±10334288.03     13651587.79±36109595.74                     2.35\n",
      "{'height': 0.0, 'alpha': '1.58e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.58e-04'}  13.78±0.67           20.68±9.61                 20.82±16.38                                 0.8\n",
      "{'height': 2.0, 'alpha': '1.58e-04'}  421.47±676.71        3659.68±4880.25            3806.10±5989.92                             1.34\n",
      "{'height': 3.0, 'alpha': '1.58e-04'}  11903.52±15891.10    693008.31±1096993.45       767027.91±2664916.42                        1.9\n",
      "{'height': 4.0, 'alpha': '1.58e-04'}  4282.27±5436.03      2620549.13±7615185.52      9453410.83±24501833.61                      2.35\n",
      "{'height': 0.0, 'alpha': '1.88e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.88e-04'}  13.78±0.67           20.36±7.92                 20.37±14.15                                 0.8\n",
      "{'height': 2.0, 'alpha': '1.88e-04'}  373.73±658.85        2724.41±2254.28            2421.98±3143.16                             1.34\n",
      "{'height': 3.0, 'alpha': '1.88e-04'}  15637.89±28491.48    625139.22±1015945.35       750277.67±2335188.70                        1.9\n",
      "{'height': 4.0, 'alpha': '1.88e-04'}  3630.84±4607.16      1951906.06±5602347.76      6586377.24±16731155.07                      2.35\n",
      "{'height': 0.0, 'alpha': '2.24e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '2.24e-04'}  13.77±0.67           20.08±6.51                 19.99±12.32                                 0.8\n",
      "{'height': 2.0, 'alpha': '2.24e-04'}  269.28±275.70        2803.58±2793.10            2556.58±3375.69                             1.34\n",
      "{'height': 3.0, 'alpha': '2.24e-04'}  14517.26±27065.92    980810.68±2359590.89       603452.81±1980393.89                        1.9\n",
      "{'height': 4.0, 'alpha': '2.24e-04'}  3102.54±3922.16      1462101.49±4118512.56      4618400.50±11499093.07                      2.35\n",
      "{'height': 0.0, 'alpha': '2.66e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '2.66e-04'}  13.77±0.66           19.84±5.32                 19.67±10.82                                 0.8\n",
      "{'height': 2.0, 'alpha': '2.66e-04'}  281.17±282.59        3678.52±7443.24            2494.71±3023.93                             1.34\n",
      "{'height': 3.0, 'alpha': '2.66e-04'}  12719.68±23145.20    1666609.71±5360251.19      842928.06±2425918.53                        1.9\n",
      "{'height': 4.0, 'alpha': '2.66e-04'}  2707.55±3400.67      1109248.69±3029322.13      3261167.99±7955160.81                       2.35\n",
      "{'height': 0.0, 'alpha': '3.16e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '3.16e-04'}  13.77±0.66           19.64±4.34                 19.39±9.61                                  0.8\n",
      "{'height': 2.0, 'alpha': '3.16e-04'}  303.04±425.09        2516.83±2059.43            2199.32±2646.04                             1.34\n",
      "{'height': 3.0, 'alpha': '3.16e-04'}  8150.82±10118.16     499588.76±1065123.30       488057.95±1577731.54                        1.9\n",
      "{'height': 4.0, 'alpha': '3.16e-04'}  2589.04±3557.42      884152.88±2251322.11       2325660.80±5539088.62                       2.35\n",
      "{'height': 0.0, 'alpha': '3.76e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '3.76e-04'}  13.77±0.66           19.46±3.53                 19.16±8.63                                  0.8\n",
      "{'height': 2.0, 'alpha': '3.76e-04'}  1591.88±5096.80      9448.58±26063.26           8413.30±20057.26                            1.34\n",
      "{'height': 3.0, 'alpha': '3.76e-04'}  11403.63±21398.82    544950.88±1099591.97       591324.21±1704889.04                        1.9\n",
      "{'height': 4.0, 'alpha': '3.76e-04'}  7035.40±28342.66     1470477.06±4897341.88      1806796.62±3918256.38                       2.35\n",
      "{'height': 0.0, 'alpha': '4.47e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '4.47e-04'}  13.77±0.66           19.30±2.87                 18.95±7.85                                  0.8\n",
      "{'height': 2.0, 'alpha': '4.47e-04'}  277.50±321.08        2593.94±2421.57            2201.93±2801.90                             1.34\n",
      "{'height': 3.0, 'alpha': '4.47e-04'}  16630.77±42529.07    1510144.19±6127980.93      710067.89±2073741.69                        1.9\n",
      "{'height': 4.0, 'alpha': '4.47e-04'}  2316.06±4384.23      588858.89±1370567.81       1218778.57±2764584.54                       2.35\n",
      "{'height': 0.0, 'alpha': '5.31e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '5.31e-04'}  13.77±0.66           19.17±2.33                 18.78±7.23                                  0.8\n",
      "{'height': 2.0, 'alpha': '5.31e-04'}  325.52±546.30        2423.85±2936.45            2314.20±3208.55                             1.34\n",
      "{'height': 3.0, 'alpha': '5.31e-04'}  8867.25±19043.13     344236.35±521078.19        595385.03±2145392.92                        1.9\n",
      "{'height': 4.0, 'alpha': '5.31e-04'}  3155.97±9198.06      656555.86±1737900.67       913351.77±1930596.67                        2.35\n",
      "{'height': 0.0, 'alpha': '6.31e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '6.31e-04'}  13.77±0.65           19.05±1.91                 18.63±6.73                                  0.8\n",
      "{'height': 2.0, 'alpha': '6.31e-04'}  331.53±681.27        2742.67±4154.36            1820.78±2311.51                             1.34\n",
      "{'height': 3.0, 'alpha': '6.31e-04'}  5698.80±6940.05      258655.24±410675.90        457183.70±1750718.07                        1.9\n",
      "{'height': 4.0, 'alpha': '6.31e-04'}  1492.01±2345.56      331519.02±747815.64        642890.48±1397167.53                        2.35\n",
      "{'height': 0.0, 'alpha': '7.50e-04'}  38.05±0.81           38.45±0.88                 39.73±6.68                                  0.37\n",
      "{'height': 1.0, 'alpha': '7.50e-04'}  13.78±0.65           18.95±1.60                 18.51±6.33                                  0.8\n",
      "{'height': 2.0, 'alpha': '7.50e-04'}  304.75±469.76        1880.81±1724.74            2221.18±3748.21                             1.34\n",
      "{'height': 3.0, 'alpha': '7.50e-04'}  6532.64±12138.95     281813.91±525120.80        874875.38±4210183.87                        1.9\n",
      "{'height': 4.0, 'alpha': '7.50e-04'}  1103.83±1580.09      231896.49±543399.29        472757.80±1021447.74                        2.35\n",
      "{'height': 0.0, 'alpha': '8.91e-04'}  38.05±0.81           38.45±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '8.91e-04'}  13.80±0.64           18.86±1.37                 18.40±6.01                                  0.8\n",
      "{'height': 2.0, 'alpha': '8.91e-04'}  2455.37±11478.48     3636.92±6905.75            6145.89±22078.85                            1.34\n",
      "{'height': 3.0, 'alpha': '8.91e-04'}  4167.76±4976.06      198191.92±403760.26        561561.30±2490905.22                        1.9\n",
      "{'height': 4.0, 'alpha': '8.91e-04'}  937.34±1440.56       179249.84±427594.95        355102.13±759400.13                         2.35\n",
      "{'height': 0.0, 'alpha': '1.06e-03'}  38.05±0.81           38.45±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.06e-03'}  13.83±0.63           18.78±1.22                 18.32±5.74                                  0.8\n",
      "{'height': 2.0, 'alpha': '1.06e-03'}  243.81±328.95        1805.27±2301.95            2107.83±5319.51                             1.34\n",
      "{'height': 3.0, 'alpha': '1.06e-03'}  3589.64±4209.18      200639.46±458565.38        226203.84±758068.17                         1.9\n",
      "{'height': 4.0, 'alpha': '1.06e-03'}  836.20±1397.19       144229.40±350439.33        272447.10±580268.79                         2.35\n",
      "{'height': 0.0, 'alpha': '1.26e-03'}  38.05±0.81           38.45±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.26e-03'}  13.87±0.62           18.72±1.12                 18.27±5.51                                  0.8\n",
      "{'height': 2.0, 'alpha': '1.26e-03'}  207.39±274.13        1384.53±1212.65            1462.44±2736.92                             1.34\n",
      "{'height': 3.0, 'alpha': '1.26e-03'}  2799.26±2804.45      175512.34±532719.62        179940.34±557368.68                         1.9\n",
      "{'height': 4.0, 'alpha': '1.26e-03'}  786.62±1463.04       121214.33±305223.33        215903.73±464930.77                         2.35\n",
      "{'height': 0.0, 'alpha': '1.50e-03'}  38.05±0.81           38.45±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.50e-03'}  13.93±0.61           18.68±1.07                 18.24±5.30                                  0.8\n",
      "{'height': 2.0, 'alpha': '1.50e-03'}  200.86±237.95        1683.08±2888.37            1500.54±2571.65                             1.34\n",
      "{'height': 3.0, 'alpha': '1.50e-03'}  2991.27±3708.77      319574.40±1404307.37       307687.09±1293399.20                        1.9\n",
      "{'height': 4.0, 'alpha': '1.50e-03'}  832.13±1843.84       110256.87±297565.79        183440.13±413135.96                         2.35\n",
      "{'height': 0.0, 'alpha': '1.78e-03'}  38.05±0.81           38.44±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.78e-03'}  14.01±0.59           18.67±1.03                 18.24±5.11                                  0.8\n",
      "{'height': 2.0, 'alpha': '1.78e-03'}  193.23±277.96        1089.85±801.69             1269.22±2040.65                             1.34\n",
      "{'height': 3.0, 'alpha': '1.78e-03'}  3365.68±4157.01      249263.36±1066084.91       298622.85±1153362.27                        1.9\n",
      "{'height': 4.0, 'alpha': '1.78e-03'}  1882.96±6278.93      133927.77±385296.55        310007.84±1006783.58                        2.35\n",
      "{'height': 0.0, 'alpha': '2.11e-03'}  38.05±0.81           38.44±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '2.11e-03'}  14.13±0.57           18.68±1.01                 18.28±4.94                                  0.8\n",
      "{'height': 2.0, 'alpha': '2.11e-03'}  252.65±456.78        1341.92±1305.35            1545.71±3165.58                             1.34\n",
      "{'height': 3.0, 'alpha': '2.11e-03'}  27934.88±138150.59   152330.60±368717.85        227950.86±698972.25                         1.9\n",
      "{'height': 4.0, 'alpha': '2.11e-03'}  2892.21±9280.66      2502367.11±12969109.99     202030.23±580127.65                         2.35\n",
      "{'height': 0.0, 'alpha': '2.51e-03'}  38.05±0.81           38.44±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '2.51e-03'}  14.28±0.54           18.73±0.98                 18.37±4.76                                  0.8\n",
      "{'height': 2.0, 'alpha': '2.51e-03'}  377.70±839.42        1369.00±1470.94            1555.10±2291.35                             1.34\n",
      "{'height': 3.0, 'alpha': '2.51e-03'}  2629.94±3127.15      75000.16±199120.15         74912.06±264427.71                          1.9\n",
      "{'height': 4.0, 'alpha': '2.51e-03'}  2853.83±10471.52     83785.46±168898.15         348253.65±1004180.58                        2.35\n",
      "{'height': 0.0, 'alpha': '2.99e-03'}  38.05±0.81           38.44±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '2.99e-03'}  14.48±0.51           18.82±0.94                 18.51±4.59                                  0.8\n",
      "{'height': 2.0, 'alpha': '2.99e-03'}  203.88±292.27        1118.84±785.82             1706.37±3594.32                             1.34\n",
      "{'height': 3.0, 'alpha': '2.99e-03'}  4316.79±12956.20     84217.58±201779.56         138939.41±469493.55                         1.9\n",
      "{'height': 4.0, 'alpha': '2.99e-03'}  567.30±1010.31       37697.10±53387.18          86548.63±217072.57                          2.35\n",
      "{'height': 0.0, 'alpha': '3.55e-03'}  38.05±0.81           38.44±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '3.55e-03'}  14.74±0.48           18.95±0.90                 18.71±4.42                                  0.8\n",
      "{'height': 2.0, 'alpha': '3.55e-03'}  155.89±206.92        1416.25±3090.05            1560.72±3750.42                             1.34\n",
      "{'height': 3.0, 'alpha': '3.55e-03'}  6477.17±23319.22     242914.14±923807.97        207149.15±728797.30                         1.9\n",
      "{'height': 4.0, 'alpha': '3.55e-03'}  325.67±536.57        22476.65±21281.62          41779.74±64821.24                           2.35\n",
      "{'height': 0.0, 'alpha': '4.22e-03'}  38.05±0.81           38.44±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '4.22e-03'}  15.05±0.44           19.14±0.86                 18.98±4.24                                  0.8\n",
      "{'height': 2.0, 'alpha': '4.22e-03'}  167.86±415.36        824.45±961.45              923.92±1944.11                              1.34\n",
      "{'height': 3.0, 'alpha': '4.22e-03'}  1920.88±2751.71      62392.85±158063.30         76828.30±300577.64                          1.9\n",
      "{'height': 4.0, 'alpha': '4.22e-03'}  216.37±216.22        16152.04±9803.85           26414.13±29515.51                           2.35\n",
      "{'height': 0.0, 'alpha': '5.01e-03'}  38.05±0.81           38.44±0.88                 39.73±6.69                                  0.37\n",
      "{'height': 1.0, 'alpha': '5.01e-03'}  15.43±0.41           19.39±0.81                 19.32±4.06                                  0.8\n",
      "{'height': 2.0, 'alpha': '5.01e-03'}  103.88±119.30        738.70±1056.98             807.97±2118.43                              1.34\n",
      "{'height': 3.0, 'alpha': '5.01e-03'}  1892.35±2698.74      43954.48±71427.89          28186.90±84222.55                           1.9\n",
      "{'height': 4.0, 'alpha': '5.01e-03'}  172.40±117.51        12486.39±4769.84           18888.41±16224.94                           2.35\n",
      "{'height': 0.0, 'alpha': '5.96e-03'}  38.05±0.81           38.44±0.88                 39.73±6.70                                  0.37\n",
      "{'height': 1.0, 'alpha': '5.96e-03'}  15.89±0.37           19.70±0.76                 19.74±3.88                                  0.8\n",
      "{'height': 2.0, 'alpha': '5.96e-03'}  89.44±88.05          524.96±439.66              450.24±712.59                               1.34\n",
      "{'height': 3.0, 'alpha': '5.96e-03'}  1167.81±1198.60      17926.16±20443.48          20981.76±48241.29                           1.9\n",
      "{'height': 4.0, 'alpha': '5.96e-03'}  146.47±69.02         9968.30±2407.30            14220.40±9862.48                            2.35\n",
      "{'height': 0.0, 'alpha': '7.08e-03'}  38.05±0.81           38.44±0.88                 39.72±6.70                                  0.37\n",
      "{'height': 1.0, 'alpha': '7.08e-03'}  16.41±0.34           20.07±0.71                 20.23±3.70                                  0.8\n",
      "{'height': 2.0, 'alpha': '7.08e-03'}  87.79±99.36          584.50±725.37              564.70±1094.19                              1.34\n",
      "{'height': 3.0, 'alpha': '7.08e-03'}  1622.98±3262.80      24366.23±41209.90          24727.19±50811.73                           1.9\n",
      "{'height': 4.0, 'alpha': '7.08e-03'}  129.43±42.18         8105.95±1280.60            11036.34±6440.85                            2.35\n",
      "{'height': 0.0, 'alpha': '8.41e-03'}  38.05±0.81           38.44±0.88                 39.72±6.70                                  0.37\n",
      "{'height': 1.0, 'alpha': '8.41e-03'}  16.99±0.31           20.51±0.66                 20.79±3.54                                  0.8\n",
      "{'height': 2.0, 'alpha': '8.41e-03'}  79.41±84.27          641.13±1116.82             467.52±780.65                               1.34\n",
      "{'height': 3.0, 'alpha': '8.41e-03'}  1229.47±1578.32      20278.41±31578.22          24679.43±75134.15                           1.9\n",
      "{'height': 4.0, 'alpha': '8.41e-03'}  117.60±26.53         6666.45±760.99             8739.46±4456.32                             2.35\n",
      "{'height': 0.0, 'alpha': '1.00e-02'}  38.04±0.81           38.44±0.88                 39.72±6.71                                  0.37\n",
      "{'height': 1.0, 'alpha': '1.00e-02'}  17.64±0.30           21.01±0.61                 21.41±3.38                                  0.8\n",
      "{'height': 2.0, 'alpha': '1.00e-02'}  207.34±624.11        1808.06±7528.79            557.45±870.34                               1.34\n",
      "{'height': 3.0, 'alpha': '1.00e-02'}  714.65±834.47        9787.74±11857.64           10020.04±24267.74                           1.9\n",
      "{'height': 4.0, 'alpha': '1.00e-02'}  109.14±17.23         5522.42±533.45             7019.40±3241.21                             2.35\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "calculate performance: 100%|██████████| 6150/6150 [07:10<00:00, 17.81it/s]"
     ]
    }
   ],
   "source": [
    "%load_ext line_profiler\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.model_selection_precomputed import model_selection_for_precomputed_kernel\n",
    "from gklearn.kernels.weisfeilerLehmanKernel import weisfeilerlehmankernel\n",
    "\n",
    "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n",
    "estimator = weisfeilerlehmankernel\n",
    "param_grid_precomputed = {'height': np.linspace(0, 4, 5)}\n",
    "param_grid = {'alpha': np.logspace(-5, -2, num = 41, base = 10)}\n",
    "\n",
    "model_selection_for_precomputed_kernel(datafile, estimator, param_grid_precomputed, param_grid, \n",
    "                                       'regression', NUM_TRIALS=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--- This is a regression problem ---\n",
      "\n",
      "1. Loading dataset from file...\n",
      "\n",
      "2. Calculating gram matrices. This could take a while...\n",
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 0.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 0.8630716800689697 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd88c1ae5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 1.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 1.7902493476867676 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b7aeba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 2.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 2.6321918964385986 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b72fdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 3.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 3.4586880207061768 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b75b978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 4.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 4.377591371536255 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b6bcd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 5.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 5.1209235191345215 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b6a2b00>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 6.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 5.995981454849243 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b6e9400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 7.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 6.742000341415405 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b696438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 8.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 8.033668518066406 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b68ce10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 9.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 8.800208568572998 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b562278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "gram matrix with parameters {'base_kernel': 'edge', 'height': 10.0} is: \n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 183 built in 9.634340763092041 seconds ---\n",
      "[[ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " [ 0.40824829  1.          0.40824829 ...,  0.          0.          0.36514837]\n",
      " [ 1.          0.40824829  1.         ...,  0.          0.          0.2236068 ]\n",
      " ..., \n",
      " [ 0.          0.          0.         ...,  1.          0.7         0.        ]\n",
      " [ 0.          0.          0.         ...,  0.7         1.          0.1       ]\n",
      " [ 0.2236068   0.36514837  0.2236068  ...,  0.          0.1         1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd84b542400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "11 gram matrices are calculated, 0 of which are ignored.\n",
      "\n",
      "3. Fitting and predicting using nested cross validation. This could really take a while...\n",
      "                                                                        \r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ljia/.local/lib/python3.5/site-packages/sklearn/linear_model/ridge.py:154: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead.\n",
      "  warnings.warn(\"Singular matrix in solving dual problem. Using \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                            \n",
      "4. Getting final performances...\n",
      "best_params_out:  [{'base_kernel': 'edge', 'height': 5.0}]\n",
      "best_params_in:  [{'alpha': 0.63095734448019336}]\n",
      "\n",
      "best_val_perf:  36.5568220191\n",
      "best_val_std:  0.880513453982\n",
      "final_performance:  37.4135304568\n",
      "final_confidence:  5.4357510122\n",
      "train_performance:  30.2713973272\n",
      "train_std:  0.52760863625\n",
      "\n",
      "time to calculate gram matrix with different hyperpapams: 5.22±2.91\n",
      "time to calculate best gram matrix:  5.1209235191345215 s\n",
      "\n",
      "params                                                        train_perf    valid_perf    test_perf       gram_matrix_time\n",
      "------------------------------------------------------------  ------------  ------------  ------------  ------------------\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 0.0}   35.78±16.89   58.44±55.77   57.81±56.01                 0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 1.0}   36.09±19.86   57.55±54.80   56.46±40.60                 1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 2.0}   33.01±4.46    48.59±9.08    49.90±12.37                 2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 3.0}   31.60±2.36    46.76±4.02    48.03±7.72                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 4.0}   37.29±21.18   55.47±27.29   59.65±47.11                 4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 5.0}   32.54±1.77    47.87±4.66    49.99±5.84                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 6.0}   39.08±23.46   60.00±47.11   58.41±48.90                 6\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 7.0}   36.71±9.28    56.86±23.57   56.15±19.78                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 8.0}   33.51±5.10    50.13±10.53   48.99±17.11                 8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 9.0}   33.81±5.27    53.06±19.87   53.65±16.34                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-02', 'height': 10.0}  37.31±17.67   61.57±56.57   56.68±38.29                 9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 0.0}   33.58±7.24    51.08±21.68   50.52±23.95                 0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 1.0}   37.97±31.55   62.61±87.35   59.76±63.21                 1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 2.0}   32.40±3.12    46.90±5.80    48.30±8.47                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 3.0}   31.30±1.95    45.81±3.25    47.05±6.77                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 4.0}   34.00±6.79    50.42±10.70   52.15±17.11                 4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 5.0}   32.36±1.68    47.25±5.00    49.32±5.54                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 6.0}   33.85±5.08    49.82±10.32   47.23±10.55                 6\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 7.0}   36.06±7.80    54.67±17.12   54.45±16.16                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 8.0}   32.75±2.78    48.28±5.90    46.87±12.06                 8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 9.0}   35.58±9.96    59.60±45.48   60.05±36.62                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-02', 'height': 10.0}  34.60±6.89    53.12±20.26   50.76±16.77                 9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 0.0}   32.77±4.66    48.41±12.54   47.80±15.42                 0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 1.0}   33.32±7.49    49.49±20.32   50.00±15.60                 1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 2.0}   32.05±2.64    45.81±4.67    47.31±7.27                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 3.0}   31.08±1.73    44.99±2.81    46.25±6.20                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 4.0}   33.07±4.04    48.36±6.74    49.62±11.12                 4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 5.0}   32.45±2.66    47.56±10.04   49.27±7.35                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 6.0}   33.16±3.16    48.05±5.89    45.61±7.81                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 7.0}   34.22±4.54    50.52±9.91    50.52±11.08                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 8.0}   32.37±2.12    47.16±4.29    45.59±10.24                 8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 9.0}   32.87±3.50    50.05±15.79   50.94±12.47                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-02', 'height': 10.0}  33.66±4.50    50.15±11.63   48.52±12.42                 9.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 0.0}   32.28±3.45    46.76±8.40    46.07±11.49                 0.86\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 1.0}   32.44±3.94    46.85±10.36   47.85±9.37                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 2.0}   31.79±2.32    44.90±3.98    46.50±6.66                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 3.0}   30.90±1.57    44.24±2.53    45.55±5.84                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 4.0}   32.50±2.83    46.88±4.87    47.93±8.62                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 5.0}   32.40±3.30    47.38±13.07   48.86±8.79                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 6.0}   32.75±2.45    46.84±4.14    44.52±6.75                  6\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 7.0}   33.68±4.08    49.00±9.17    49.12±10.30                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 8.0}   32.11±1.84    46.24±3.47    44.56±9.25                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 9.0}   32.13±2.25    46.91±6.66    48.30±6.95                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-02', 'height': 10.0}  33.08±3.48    48.27±7.87    47.01±10.55                 9.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 0.0}   31.92±2.73    45.50±6.10    44.74±9.19                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 1.0}   31.98±2.60    45.36±6.47    46.52±7.38                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 2.0}   31.57±2.07    44.08±3.44    45.77±6.28                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 3.0}   30.75±1.45    43.54±2.31    44.92±5.60                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 4.0}   32.09±2.18    45.67±3.80    46.60±7.38                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 5.0}   31.70±1.28    44.73±3.75    46.82±4.77                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 6.0}   32.44±2.06    45.81±3.17    43.60±6.15                  6\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 7.0}   33.36±3.98    47.87±9.01    48.15±10.26                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 8.0}   31.89±1.66    45.41±2.96    43.63±8.61                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 9.0}   31.80±1.94    45.49±4.41    47.05±5.78                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-02', 'height': 10.0}  32.65±2.88    46.81±5.79    45.79±9.38                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 0.0}   31.63±2.24    44.44±4.67    43.60±7.66                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 1.0}   31.65±1.93    44.24±4.46    45.47±6.54                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 2.0}   31.36±1.86    43.31±2.99    45.06±6.02                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 3.0}   30.61±1.34    42.86±2.12    44.33±5.44                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 4.0}   31.76±1.78    44.61±3.10    45.46±6.70                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 5.0}   31.45±1.17    43.70±2.79    45.85±4.69                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 6.0}   32.17±1.80    44.87±2.55    42.77±5.77                  6\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 7.0}   32.74±2.79    46.05±5.53    46.28±7.34                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 8.0}   31.69±1.52    44.62±2.58    42.75±8.14                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 9.0}   31.60±1.79    44.55±3.71    46.22±5.69                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-02', 'height': 10.0}  32.28±2.45    45.57±4.49    44.73±8.48                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 0.0}   31.37±1.87    43.49±3.71    42.58±6.54                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 1.0}   31.38±1.56    43.28±3.27    44.54±6.12                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 2.0}   31.16±1.66    42.57±2.61    44.37±5.84                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 3.0}   30.48±1.24    42.20±1.94    43.76±5.32                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 4.0}   31.47±1.49    43.64±2.62    44.44±6.31                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 5.0}   31.25±1.09    42.85±2.47    45.00±4.69                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 6.0}   31.91±1.58    43.97±2.11    41.97±5.52                  6\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 7.0}   32.35±2.32    44.84±4.25    45.10±6.41                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 8.0}   31.50±1.40    43.85±2.28    41.88±7.78                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 9.0}   31.80±3.24    44.54±7.35    46.49±10.43                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-02', 'height': 10.0}  31.95±2.12    44.46±3.60    43.75±7.74                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 0.0}   31.12±1.58    42.61±3.03    41.61±5.69                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 1.0}   31.13±1.34    42.42±2.53    43.67±5.91                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 2.0}   30.95±1.48    41.85±2.28    43.68±5.72                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 3.0}   30.33±1.14    41.54±1.77    43.20±5.22                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 4.0}   31.20±1.27    42.74±2.26    43.50±6.06                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 5.0}   31.04±1.00    42.08±2.23    44.18±4.71                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 6.0}   31.65±1.40    43.09±1.79    41.20±5.37                  6\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 7.0}   31.99±1.95    43.73±3.27    44.03±5.81                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 8.0}   31.30±1.27    43.08±2.02    41.04±7.50                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 9.0}   31.32±1.95    43.00±3.72    44.87±6.28                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-02', 'height': 10.0}  31.64±1.84    43.44±2.94    42.81±7.12                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 0.0}   30.88±1.34    41.78±2.54    40.68±5.06                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 1.0}   30.88±1.19    41.60±2.04    42.84±5.81                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 2.0}   30.74±1.31    41.14±2.00    42.99±5.64                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 3.0}   30.18±1.05    40.88±1.61    42.64±5.15                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 4.0}   30.95±1.08    41.89±1.98    42.62±5.88                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 5.0}   30.83±0.91    41.33±2.02    43.35±4.74                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 6.0}   31.38±1.23    42.23±1.54    40.44±5.28                  6\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 7.0}   31.64±1.63    42.69±2.50    43.03±5.44                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 8.0}   31.09±1.16    42.32±1.79    40.20±7.26                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 9.0}   30.89±1.22    41.78±1.96    43.55±4.19                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-02', 'height': 10.0}  31.34±1.60    42.48±2.44    41.92±6.60                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 0.0}   30.64±1.15    40.99±2.17    39.79±4.65                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 1.0}   30.64±1.08    40.83±1.71    42.07±5.78                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 2.0}   30.53±1.15    40.45±1.77    42.29±5.60                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 3.0}   30.03±0.96    40.25±1.47    42.09±5.09                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 4.0}   30.70±0.93    41.09±1.76    41.79±5.75                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 5.0}   30.61±0.82    40.60±1.82    42.54±4.80                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 6.0}   31.11±1.07    41.39±1.34    39.70±5.23                  6\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 7.0}   31.30±1.37    41.71±1.90    42.09±5.24                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 8.0}   30.88±1.05    41.57±1.60    39.39±7.05                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 9.0}   30.62±1.05    40.94±1.62    42.70±3.89                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-02', 'height': 10.0}  31.04±1.38    41.57±2.03    41.07±6.19                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 0.0}   30.41±1.00    40.24±1.89    38.96±4.46                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 1.0}   30.41±0.99    40.10±1.50    41.33±5.80                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 2.0}   30.31±1.01    39.79±1.57    41.61±5.57                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 3.0}   29.87±0.89    39.63±1.35    41.56±5.04                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 4.0}   30.46±0.80    40.33±1.59    41.01±5.65                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 5.0}   30.39±0.73    39.90±1.62    41.73±4.88                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 6.0}   30.84±0.94    40.59±1.17    38.99±5.21                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 7.0}   30.97±1.15    40.80±1.48    41.20±5.15                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 8.0}   30.67±0.95    40.85±1.43    38.62±6.87                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 9.0}   30.38±0.93    40.20±1.40    41.95±3.81                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e-01', 'height': 10.0}  30.75±1.19    40.73±1.70    40.25±5.90                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 0.0}   30.20±0.89    39.55±1.68    38.18±4.44                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 1.0}   30.20±0.91    39.41±1.35    40.64±5.85                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 2.0}   30.11±0.89    39.17±1.40    40.95±5.56                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 3.0}   29.73±0.82    39.04±1.25    41.05±5.02                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 4.0}   30.24±0.69    39.63±1.45    40.30±5.56                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 5.0}   30.19±0.66    39.24±1.45    40.95±4.97                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 6.0}   30.59±0.81    39.83±1.05    38.33±5.19                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 7.0}   30.67±0.96    39.96±1.19    40.39±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 8.0}   30.47±0.87    40.16±1.30    37.89±6.71                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 9.0}   30.16±0.83    39.50±1.22    41.25±3.82                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e-01', 'height': 10.0}  30.48±1.03    39.95±1.44    39.49±5.73                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 0.0}   30.03±0.81    38.92±1.51    37.48±4.55                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 1.0}   30.00±0.84    38.78±1.25    40.01±5.90                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 2.0}   29.93±0.79    38.60±1.27    40.32±5.56                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 3.0}   29.61±0.76    38.50±1.17    40.57±5.01                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 4.0}   30.06±0.62    38.98±1.34    39.66±5.49                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 5.0}   30.01±0.59    38.62±1.30    40.21±5.07                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 6.0}   30.37±0.71    39.14±0.96    37.73±5.18                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 7.0}   30.40±0.80    39.20±1.01    39.66±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 8.0}   30.29±0.80    39.52±1.19    37.21±6.55                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 9.0}   29.96±0.75    38.87±1.07    40.59±3.89                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e-01', 'height': 10.0}  30.24±0.90    39.24±1.25    38.80±5.64                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 0.0}   29.90±0.76    38.36±1.38    36.87±4.72                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 1.0}   29.85±0.77    38.21±1.18    39.44±5.96                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 2.0}   29.80±0.71    38.09±1.15    39.74±5.55                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 3.0}   29.52±0.72    38.00±1.11    40.14±5.02                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 4.0}   29.91±0.57    38.40±1.26    39.09±5.44                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 5.0}   29.87±0.55    38.07±1.17    39.53±5.16                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 6.0}   30.19±0.63    38.52±0.89    37.19±5.16                  6\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 7.0}   30.19±0.68    38.54±0.89    39.01±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 8.0}   30.14±0.74    38.93±1.12    36.61±6.41                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 9.0}   29.80±0.69    38.29±0.96    39.99±4.00                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e-01', 'height': 10.0}  30.06±0.81    38.61±1.11    38.19±5.62                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 0.0}   29.83±0.72    37.87±1.27    36.35±4.91                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 1.0}   29.76±0.71    37.71±1.13    38.94±6.02                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 2.0}   29.71±0.64    37.64±1.06    39.21±5.55                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 3.0}   29.47±0.68    37.57±1.06    39.76±5.05                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 4.0}   29.81±0.55    37.90±1.19    38.61±5.40                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 5.0}   29.78±0.52    37.58±1.07    38.92±5.23                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 6.0}   30.07±0.56    37.99±0.85    36.72±5.13                  6\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 7.0}   30.03±0.58    37.98±0.82    38.46±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 8.0}   30.05±0.70    38.41±1.08    36.08±6.28                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 9.0}   29.69±0.64    37.78±0.89    39.46±4.15                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e-01', 'height': 10.0}  29.93±0.74    38.07±1.02    37.66±5.63                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 0.0}   29.83±0.70    37.46±1.18    35.93±5.09                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 1.0}   29.73±0.66    37.29±1.10    38.51±6.08                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 2.0}   29.70±0.60    37.26±0.99    38.76±5.55                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 3.0}   29.49±0.65    37.21±1.02    39.44±5.10                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 4.0}   29.79±0.54    37.47±1.13    38.23±5.38                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 5.0}   29.77±0.50    37.18±0.99    38.38±5.29                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 6.0}   30.02±0.52    37.55±0.81    36.34±5.09                  6\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 7.0}   29.96±0.51    37.52±0.77    38.00±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 8.0}   30.02±0.67    37.97±1.05    35.64±6.15                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 9.0}   29.66±0.62    37.35±0.84    39.00±4.32                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e-01', 'height': 10.0}  29.88±0.69    37.62±0.96    37.22±5.66                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 0.0}   29.91±0.68    37.15±1.11    35.62±5.26                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 1.0}   29.78±0.62    36.96±1.07    38.15±6.13                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 2.0}   29.77±0.57    36.98±0.94    38.39±5.57                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 3.0}   29.59±0.63    36.92±0.98    39.21±5.17                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 4.0}   29.84±0.54    37.14±1.08    37.94±5.38                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 5.0}   29.83±0.50    36.86±0.94    37.95±5.34                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 6.0}   30.05±0.49    37.20±0.79    36.04±5.04                  6\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 7.0}   29.97±0.48    37.17±0.74    37.64±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 8.0}   30.08±0.65    37.62±1.04    35.30±6.02                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 9.0}   29.71±0.60    37.01±0.81    38.62±4.49                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e-01', 'height': 10.0}  29.92±0.67    37.26±0.92    36.88±5.69                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 0.0}   30.08±0.67    36.93±1.04    35.42±5.41                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 1.0}   29.94±0.59    36.74±1.05    37.89±6.20                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 2.0}   29.94±0.56    36.78±0.90    38.12±5.61                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 3.0}   29.77±0.62    36.73±0.96    39.06±5.25                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 4.0}   30.00±0.54    36.91±1.04    37.76±5.40                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 5.0}   29.99±0.51    36.65±0.91    37.62±5.39                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 6.0}   30.18±0.47    36.97±0.78    35.83±5.00                  6\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 7.0}   30.10±0.46    36.93±0.73    37.39±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 8.0}   30.23±0.65    37.37±1.03    35.07±5.90                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 9.0}   29.85±0.60    36.77±0.79    38.34±4.68                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e-01', 'height': 10.0}  30.07±0.65    37.02±0.89    36.63±5.73                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 0.0}   30.36±0.66    36.83±0.99    35.34±5.54                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 1.0}   30.21±0.58    36.63±1.02    37.73±6.28                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 2.0}   30.22±0.55    36.70±0.87    37.97±5.66                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 3.0}   30.06±0.61    36.65±0.93    39.01±5.34                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 4.0}   30.26±0.55    36.80±1.00    37.70±5.43                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 5.0}   30.27±0.53    36.56±0.88    37.41±5.44                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 6.0}   30.43±0.46    36.85±0.77    35.73±4.96                  6\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 7.0}   30.35±0.46    36.82±0.73    37.27±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 8.0}   30.49±0.64    37.23±1.03    34.97±5.79                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 9.0}   30.12±0.60    36.65±0.78    38.16±4.87                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e-01', 'height': 10.0}  30.33±0.65    36.89±0.87    36.50±5.78                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 0.0}   30.78±0.65    36.86±0.94    35.40±5.66                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 1.0}   30.61±0.57    36.66±1.00    37.68±6.37                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 2.0}   30.64±0.55    36.75±0.84    37.96±5.75                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 3.0}   30.48±0.61    36.69±0.90    39.09±5.44                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 4.0}   30.66±0.55    36.81±0.97    37.78±5.48                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 5.0}   30.68±0.54    36.59±0.86    37.35±5.51                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 6.0}   30.82±0.45    36.86±0.77    35.74±4.95                  6\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 7.0}   30.74±0.47    36.85±0.73    37.28±5.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 8.0}   30.89±0.64    37.23±1.01    35.01±5.71                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 9.0}   30.52±0.60    36.66±0.77    38.11±5.08                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e-01', 'height': 10.0}  30.73±0.64    36.90±0.85    36.48±5.84                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 0.0}   31.34±0.65    37.03±0.90    35.60±5.78                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 1.0}   31.17±0.57    36.84±0.98    37.78±6.49                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 2.0}   31.21±0.55    36.94±0.82    38.11±5.86                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 3.0}   31.05±0.60    36.87±0.88    39.32±5.55                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 4.0}   31.22±0.55    36.98±0.93    38.00±5.53                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 5.0}   31.24±0.55    36.78±0.84    37.46±5.61                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 6.0}   31.36±0.45    37.03±0.76    35.89±4.97                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 7.0}   31.29±0.48    37.04±0.73    37.45±5.14                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 8.0}   31.44±0.64    37.37±0.99    35.20±5.66                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 9.0}   31.07±0.60    36.82±0.75    38.19±5.32                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+00', 'height': 10.0}  31.29±0.62    37.06±0.82    36.59±5.93                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 0.0}   32.08±0.64    37.38±0.86    35.98±5.90                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 1.0}   31.91±0.57    37.19±0.95    38.04±6.64                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 2.0}   31.96±0.55    37.30±0.79    38.44±5.99                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 3.0}   31.79±0.59    37.22±0.85    39.73±5.67                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 4.0}   31.95±0.55    37.32±0.90    38.39±5.60                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 5.0}   31.99±0.54    37.14±0.82    37.77±5.76                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 6.0}   32.09±0.44    37.38±0.75    36.20±5.04                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 7.0}   32.02±0.49    37.39±0.73    37.78±5.19                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 8.0}   32.17±0.63    37.68±0.96    35.58±5.67                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 9.0}   31.81±0.59    37.16±0.73    38.43±5.61                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+00', 'height': 10.0}  32.02±0.61    37.39±0.79    36.86±6.04                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 0.0}   33.02±0.63    37.92±0.83    36.55±6.04                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 1.0}   32.85±0.57    37.74±0.92    38.49±6.82                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 2.0}   32.91±0.55    37.85±0.77    38.99±6.15                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 3.0}   32.74±0.58    37.77±0.82    40.33±5.80                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 4.0}   32.89±0.54    37.85±0.88    38.99±5.69                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 5.0}   32.93±0.53    37.70±0.79    38.30±5.96                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 6.0}   33.03±0.42    37.92±0.73    36.70±5.18                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 7.0}   32.96±0.49    37.94±0.72    38.31±5.31                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 8.0}   33.10±0.61    38.19±0.92    36.16±5.73                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 9.0}   32.76±0.59    37.70±0.71    38.86±5.95                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+00', 'height': 10.0}  32.96±0.58    37.92±0.76    37.30±6.20                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 0.0}   34.19±0.61    38.69±0.80    37.34±6.20                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 1.0}   34.02±0.56    38.52±0.89    39.16±7.02                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 2.0}   34.09±0.54    38.61±0.74    39.77±6.33                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 3.0}   33.92±0.57    38.53±0.79    41.18±5.97                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 4.0}   34.06±0.53    38.60±0.85    39.80±5.81                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 5.0}   34.11±0.51    38.48±0.76    39.10±6.22                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 6.0}   34.20±0.41    38.68±0.70    37.41±5.39                  6\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 7.0}   34.13±0.49    38.70±0.71    39.05±5.50                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 8.0}   34.26±0.59    38.92±0.87    36.98±5.87                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 9.0}   33.94±0.58    38.47±0.68    39.49±6.37                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+00', 'height': 10.0}  34.14±0.56    38.68±0.72    37.93±6.40                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 0.0}   35.62±0.59    39.72±0.76    38.38±6.41                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 1.0}   35.46±0.55    39.55±0.85    40.07±7.24                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 2.0}   35.53±0.53    39.63±0.72    40.81±6.52                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 3.0}   35.36±0.55    39.56±0.75    42.30±6.16                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 4.0}   35.49±0.52    39.61±0.83    40.88±5.95                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 5.0}   35.54±0.49    39.51±0.72    40.20±6.52                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 6.0}   35.64±0.39    39.71±0.67    38.38±5.69                  6\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 7.0}   35.56±0.49    39.72±0.70    40.03±5.78                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 8.0}   35.68±0.55    39.91±0.81    38.05±6.09                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 9.0}   35.39±0.56    39.51±0.65    40.38±6.85                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+00', 'height': 10.0}  35.57±0.53    39.70±0.69    38.80±6.66                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 0.0}   49.40±21.02   52.47±20.39   51.30±21.04                 0.86\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 1.0}   65.92±103.04  64.96±83.28   66.17±84.96                 1.79\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 2.0}   59.49±61.26   63.17±61.95   58.31±44.36                 2.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 3.0}   60.99±60.24   62.63±54.30   62.09±46.97                 3.46\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 4.0}   62.96±80.99   62.87±69.67   71.05±105.16                4.38\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 5.0}   52.68±42.41   55.96±42.90   57.42±48.41                 5.12\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 6.0}   50.73±24.58   55.87±27.28   52.80±25.54                 6\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 7.0}   47.72±22.62   50.94±22.62   51.54±22.13                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 8.0}   50.87±49.65   51.95±37.38   49.10±33.84                 8.03\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 9.0}   59.11±42.71   63.12±43.80   62.92±43.64                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+00', 'height': 10.0}  61.60±42.94   64.77±44.28   63.51±45.85                 9.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 0.0}   48.74±13.42   50.63±13.96   48.59±14.28                 0.86\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 1.0}   57.15±39.74   59.62±44.95   59.05±40.42                 1.79\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 2.0}   46.51±10.21   48.14±9.54    49.63±11.88                 2.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 3.0}   82.80±131.76  89.69±154.03  82.31±117.84                3.46\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 4.0}   46.67±10.05   48.38±8.88    48.64±10.51                 4.38\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 5.0}   51.37±31.39   53.04±33.05   51.89±29.41                 5.12\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 6.0}   51.43±19.89   53.19±20.33   52.08±19.22                 6\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 7.0}   54.06±27.89   55.43±24.80   55.04±27.07                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 8.0}   59.37±36.30   59.79±32.77   59.87±39.85                 8.03\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 9.0}   64.67±100.48  59.58±63.50   62.96±76.67                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+00', 'height': 10.0}  52.51±28.30   54.01±27.92   52.98±28.11                 9.63\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 0.0}   42.77±0.77    45.04±0.89    43.28±7.27                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 1.0}   42.42±0.64    44.82±0.85    45.29±8.08                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 2.0}   42.35±0.84    44.67±1.04    46.21±6.90                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 3.0}   42.51±0.96    45.03±1.02    47.33±7.00                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 4.0}   42.43±0.72    44.74±0.90    45.92±7.00                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 5.0}   42.52±0.93    44.77±0.94    45.22±7.88                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 6.0}   42.62±0.73    44.89±0.80    44.18±6.29                  6\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 7.0}   42.40±0.69    44.85±0.87    44.95±6.97                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 8.0}   42.77±0.98    45.19±0.92    43.53±7.54                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 9.0}   42.38±0.68    44.81±0.83    45.23±7.67                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+00', 'height': 10.0}  42.63±0.73    44.95±0.85    43.39±7.79                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 0.0}   44.83±0.63    46.99±0.70    45.18±7.79                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 1.0}   44.61±0.69    46.82±0.86    47.07±8.14                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 2.0}   44.54±0.66    46.67±0.85    48.19±7.08                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 3.0}   44.58±0.58    46.88±0.70    49.68±7.43                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 4.0}   44.56±0.59    46.67±0.84    48.07±7.09                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 5.0}   44.58±0.59    46.64±0.65    47.73±8.03                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 6.0}   44.76±0.53    46.85±0.69    45.88±7.03                  6\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 7.0}   44.58±0.66    46.81±0.84    46.79±7.46                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 8.0}   44.70±0.64    46.91±0.78    45.34±7.87                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 9.0}   44.47±0.55    46.72±0.70    46.89±8.74                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+00', 'height': 10.0}  44.70±0.61    46.84±0.72    45.06±8.22                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 0.0}   47.81±0.62    49.75±0.65    47.95±8.29                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 1.0}   47.68±0.72    49.63±0.85    49.63±8.34                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 2.0}   47.57±0.62    49.43±0.77    50.90±7.35                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 3.0}   47.61±0.56    49.63±0.66    52.73±7.79                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 4.0}   47.57±0.60    49.41±0.84    50.93±7.37                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 5.0}   47.58±0.60    49.38±0.66    50.97±8.26                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 6.0}   47.79±0.50    49.62±0.66    48.50±7.80                  6\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 7.0}   47.62±0.70    49.57±0.85    49.44±8.03                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 8.0}   47.68±0.61    49.60±0.76    48.14±8.27                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 9.0}   47.49±0.54    49.51±0.65    49.56±9.49                  8.8\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+00', 'height': 10.0}  47.71±0.62    49.59±0.69    47.67±8.62                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 0.0}   51.46±0.62    53.16±0.63    51.40±8.73                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 1.0}   51.38±0.73    53.08±0.83    52.83±8.56                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 2.0}   51.26±0.60    52.85±0.73    54.21±7.66                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 3.0}   51.29±0.57    53.04±0.65    56.36±8.09                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 4.0}   51.23±0.63    52.81±0.84    54.40±7.72                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 5.0}   51.25±0.64    52.80±0.70    54.82±8.50                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 6.0}   51.48±0.49    53.05±0.64    51.82±8.53                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 7.0}   51.30±0.73    52.99±0.86    52.76±8.60                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 8.0}   51.35±0.60    52.98±0.73    51.65±8.67                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 9.0}   51.18±0.56    52.95±0.62    52.99±10.03                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+01', 'height': 10.0}  51.39±0.63    53.00±0.67    50.99±8.98                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 0.0}   55.74±0.62    57.22±0.61    55.51±9.09                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 1.0}   55.69±0.72    57.15±0.81    56.66±8.77                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 2.0}   55.55±0.58    56.90±0.71    58.12±8.01                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 3.0}   55.57±0.58    57.08±0.65    60.57±8.32                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 4.0}   55.52±0.66    56.85±0.84    58.49±8.09                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 5.0}   55.54±0.67    56.85±0.72    59.24±8.74                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 6.0}   55.78±0.49    57.11±0.64    55.83±9.20                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 7.0}   55.60±0.74    57.06±0.87    56.74±9.11                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 8.0}   55.66±0.60    57.02±0.71    55.81±9.02                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 9.0}   55.49±0.60    57.04±0.63    57.12±10.40                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.26e+01', 'height': 10.0}  55.69±0.63    57.06±0.66    54.99±9.29                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 0.0}   60.63±0.62    61.91±0.60    60.28±9.35                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 1.0}   60.60±0.72    61.85±0.79    61.14±8.97                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 2.0}   60.45±0.58    61.60±0.70    62.61±8.37                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 3.0}   60.46±0.60    61.74±0.65    65.34±8.49                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 4.0}   60.41±0.69    61.54±0.84    63.18±8.44                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 5.0}   60.42±0.70    61.53±0.74    64.23±8.95                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 6.0}   60.68±0.49    61.80±0.65    60.50±9.76                  6\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 7.0}   60.51±0.75    61.76±0.86    61.36±9.55                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 8.0}   60.57±0.59    61.71±0.70    60.61±9.29                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 9.0}   60.40±0.65    61.74±0.64    61.92±10.62                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.58e+01', 'height': 10.0}  60.60±0.63    61.75±0.65    59.64±9.55                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 0.0}   66.09±0.62    67.18±0.59    65.66±9.51                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 1.0}   66.06±0.71    67.13±0.77    66.23±9.14                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 2.0}   65.92±0.57    66.88±0.69    67.67±8.74                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 3.0}   65.89±0.61    66.99±0.66    70.64±8.61                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 4.0}   65.86±0.70    66.81±0.83    68.45±8.73                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 5.0}   65.86±0.71    66.80±0.76    69.73±9.15                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 6.0}   66.13±0.51    67.08±0.67    65.79±10.18                 6\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 7.0}   65.97±0.75    67.05±0.86    66.59±9.91                  6.74\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 8.0}   66.04±0.59    66.98±0.69    66.00±9.49                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 9.0}   65.88±0.69    67.03±0.67    67.32±10.72                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '2.00e+01', 'height': 10.0}  66.07±0.64    67.04±0.64    64.89±9.74                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 0.0}   72.03±0.63    72.96±0.60    71.56±9.58                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 1.0}   72.01±0.71    72.91±0.77    71.86±9.28                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 2.0}   71.86±0.58    72.67±0.70    73.21±9.09                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 3.0}   71.81±0.63    72.73±0.67    76.39±8.69                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 4.0}   71.79±0.71    72.60±0.83    74.21±8.95                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 5.0}   71.78±0.72    72.57±0.77    75.67±9.32                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 6.0}   72.07±0.54    72.87±0.71    71.61±10.47                 6\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 7.0}   71.92±0.76    72.84±0.85    72.36±10.18                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 8.0}   71.99±0.60    72.77±0.69    71.88±9.60                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 9.0}   71.83±0.73    72.82±0.69    73.23±10.73                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '2.51e+01', 'height': 10.0}  72.02±0.65    72.83±0.65    70.66±9.86                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 0.0}   78.33±0.65    79.12±0.61    77.84±9.57                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 1.0}   78.32±0.72    79.08±0.78    77.89±9.40                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 2.0}   78.17±0.60    78.85±0.72    79.13±9.42                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 3.0}   78.08±0.65    78.85±0.69    82.48±8.74                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 4.0}   78.09±0.72    78.76±0.83    80.34±9.10                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 5.0}   78.06±0.73    78.71±0.78    81.92±9.48                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 6.0}   78.36±0.58    79.02±0.75    77.82±10.64                 6\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 7.0}   78.22±0.77    79.00±0.85    78.51±10.36                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 8.0}   78.29±0.62    78.93±0.71    78.13±9.64                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 9.0}   78.14±0.76    78.97±0.73    79.51±10.67                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '3.16e+01', 'height': 10.0}  78.33±0.67    79.01±0.67    76.81±9.93                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 0.0}   84.82±0.67    85.48±0.63    84.32±9.52                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 1.0}   84.82±0.74    85.45±0.80    84.18±9.50                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 2.0}   84.68±0.63    85.23±0.76    85.28±9.71                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 3.0}   84.55±0.68    85.18±0.72    88.74±8.78                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 4.0}   84.58±0.74    85.13±0.83    86.68±9.19                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 5.0}   84.53±0.75    85.07±0.80    88.33±9.62                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 6.0}   84.85±0.64    85.39±0.80    84.24±10.72                 6\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 7.0}   84.72±0.78    85.37±0.86    84.90±10.49                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 8.0}   84.79±0.64    85.31±0.73    84.57±9.63                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 9.0}   84.64±0.80    85.34±0.76    85.98±10.57                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '3.98e+01', 'height': 10.0}  84.84±0.70    85.39±0.69    83.18±9.95                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 0.0}   91.34±0.70    91.88±0.66    90.83±9.43                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 1.0}   91.35±0.76    91.86±0.83    90.53±9.58                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 2.0}   91.21±0.68    91.65±0.80    91.46±9.96                  2.63\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 3.0}   91.04±0.71    91.55±0.75    95.01±8.81                  3.46\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 4.0}   91.10±0.76    91.54±0.84    93.04±9.24                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 5.0}   91.02±0.77    91.45±0.82    94.73±9.76                  5.12\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 6.0}   91.36±0.70    91.78±0.85    90.70±10.74                 6\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 7.0}   91.24±0.81    91.77±0.88    91.32±10.57                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 8.0}   91.31±0.67    91.71±0.75    91.03±9.58                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 9.0}   91.16±0.83    91.72±0.79    92.47±10.45                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '5.01e+01', 'height': 10.0}  91.37±0.73    91.81±0.73    89.57±9.94                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 0.0}   97.69±0.74    98.12±0.70    97.17±9.34                  0.86\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 1.0}   97.71±0.80    98.11±0.86    96.75±9.66                  1.79\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 2.0}   97.58±0.74    97.91±0.86    97.52±10.19                 2.63\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 3.0}   97.38±0.75    97.77±0.78    101.13±8.84                 3.46\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 4.0}   97.45±0.78    97.79±0.86    99.26±9.25                  4.38\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 5.0}   97.36±0.80    97.69±0.86    100.95±9.88                 5.12\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 6.0}   97.70±0.75    98.03±0.90    97.00±10.71                 6\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 7.0}   97.60±0.84    98.02±0.90    97.61±10.61                 6.74\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 8.0}   97.67±0.71    97.97±0.78    97.32±9.50                  8.03\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 9.0}   97.51±0.86    97.96±0.83    98.80±10.31                 8.8\n",
      "{'base_kernel': 'edge', 'alpha': '6.31e+01', 'height': 10.0}  97.74±0.77    98.08±0.76    95.82±9.91                  9.63\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 0.0}   103.72±0.77   104.04±0.73   103.18±9.24                 0.86\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 1.0}   103.75±0.84   104.05±0.90   102.67±9.72                 1.79\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 2.0}   103.63±0.80   103.87±0.92   103.29±10.39                2.63\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 3.0}   103.40±0.79   103.68±0.81   106.93±8.87                 3.46\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 4.0}   103.49±0.80   103.73±0.88   105.16±9.24                 4.38\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 5.0}   103.38±0.83   103.61±0.90   106.84±9.99                 5.12\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 6.0}   103.73±0.81   103.95±0.95   102.98±10.67                6\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 7.0}   103.63±0.88   103.94±0.94   103.58±10.63                6.74\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 8.0}   103.70±0.75   103.90±0.82   103.28±9.42                 8.03\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 9.0}   103.54±0.89   103.87±0.86   104.79±10.18                8.8\n",
      "{'base_kernel': 'edge', 'alpha': '7.94e+01', 'height': 10.0}  103.79±0.81   104.03±0.80   101.74±9.87                 9.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 0.0}   109.31±0.80   109.52±0.76   108.74±9.15                 0.86\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 1.0}   109.33±0.88   109.54±0.94   108.16±9.77                 1.79\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 2.0}   109.23±0.87   109.38±0.98   108.63±10.56                2.63\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 3.0}   108.97±0.82   109.15±0.85   112.29±8.91                 3.46\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 4.0}   109.07±0.83   109.22±0.90   110.62±9.21                 4.38\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 5.0}   108.95±0.88   109.09±0.94   112.28±10.09                5.12\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 6.0}   109.31±0.86   109.44±0.99   108.51±10.61                6\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 7.0}   109.21±0.92   109.43±0.97   109.11±10.64                6.74\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 8.0}   109.28±0.78   109.40±0.85   108.78±9.33                 8.03\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 9.0}   109.12±0.92   109.35±0.89   110.33±10.06                8.8\n",
      "{'base_kernel': 'edge', 'alpha': '1.00e+02', 'height': 10.0}  109.39±0.85   109.53±0.84   107.23±9.83                 9.63\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "calculate performance: 100%|██████████| 13530/13530 [10:40<00:00, 26.49it/s]"
     ]
    }
   ],
   "source": [
    "%load_ext line_profiler\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.model_selection_precomputed import model_selection_for_precomputed_kernel\n",
    "from gklearn.kernels.weisfeilerLehmanKernel import weisfeilerlehmankernel\n",
    "\n",
    "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n",
    "estimator = weisfeilerlehmankernel\n",
    "param_grid_precomputed = {'height': np.linspace(0, 10, 11), 'base_kernel': ['edge']}\n",
    "param_grid = {'alpha': np.logspace(-2, 2, num = 41, base = 10)}\n",
    "\n",
    "model_selection_for_precomputed_kernel(datafile, estimator, param_grid_precomputed, param_grid, \n",
    "                                       'regression', NUM_TRIALS=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The line_profiler extension is already loaded. To reload it, use:\n",
      "  %reload_ext line_profiler\n",
      "\n",
      "--- This is a regression problem ---\n",
      "\n",
      "1. Loading dataset from file...\n",
      "\n",
      "2. Calculating gram matrices. This could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 13.019142150878906 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 0.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c22025c18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 25.954963445663452 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 1.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c2203cef0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 38.806742668151855 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 2.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c21676320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 51.46747636795044 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 3.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c243b6780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 65.76433205604553 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 4.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c205e3518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 84.71385741233826 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 5.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c20597198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 96.57566118240356 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 6.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c2214ccf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 108.26869750022888 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 7.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c22021a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 122.7929756641388 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 8.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c205d2f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 132.7099416255951 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 9.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c206288d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 183 built in 146.83328247070312 seconds ---\n",
      "\n",
      "gram matrix with parameters {'height': 10.0, 'base_kernel': 'sp'} is: \n",
      "[[1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " [0.23570226 1.         0.23570226 ... 0.         0.         0.16514456]\n",
      " [1.         0.23570226 1.         ... 0.07784989 0.07784989 0.07784989]\n",
      " ...\n",
      " [0.07784989 0.         0.07784989 ... 1.         0.38181818 0.12727273]\n",
      " [0.07784989 0.         0.07784989 ... 0.38181818 1.         0.12727273]\n",
      " [0.07784989 0.16514456 0.07784989 ... 0.12727273 0.12727273 1.        ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8c21726278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "3. Fitting and predicting using nested cross validation. This could really take a while...\n",
      "\n",
      "calculate performance:   0%|          | 0/13530 [00:00<?, ?it/s]\u001b[A\n",
      "calculate performance:   0%|          | 2/13530 [00:00<19:38, 11.48it/s]\u001b[A"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ljia/.local/lib/python3.5/site-packages/sklearn/linear_model/ridge.py:154: UserWarning: Singular matrix in solving dual problem. Using least-squares solution instead.\n",
      "  warnings.warn(\"Singular matrix in solving dual problem. Using \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "calculate performance:   0%|          | 4/13530 [00:00<18:29, 12.20it/s]\u001b[A\n",
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      "calculate performance: 100%|██████████| 13530/13530 [24:41<00:00,  9.13it/s]A\n",
      "calculate performance:   1%|          | 124/13530 [00:06<08:52, 25.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exception in thread Thread-4:\n",
      "Traceback (most recent call last):\n",
      "  File \"/usr/lib/python3.5/threading.py\", line 914, in _bootstrap_inner\n",
      "    self.run()\n",
      "  File \"/usr/local/lib/python3.5/dist-packages/tqdm/_tqdm.py\", line 144, in run\n",
      "    for instance in self.tqdm_cls._instances:\n",
      "  File \"/usr/lib/python3.5/_weakrefset.py\", line 60, in __iter__\n",
      "    for itemref in self.data:\n",
      "RuntimeError: Set changed size during iteration\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                                                            \n",
      "4. Getting final performances...\n",
      "\n",
      "best_params_out:  [{'height': 10.0, 'base_kernel': 'sp'}]\n",
      "best_params_in:  [{'alpha': 1.0}]\n",
      "\n",
      "best_val_perf:  38.19542138912348\n",
      "best_val_std:  0.6228896891873111\n",
      "final_performance:  39.01597083298087\n",
      "final_confidence:  6.094121436391966\n",
      "train_performance:  28.73821120806763\n",
      "train_std:  0.5976972905835034\n",
      "\n",
      "time to calculate gram matrix with different hyperpapams: 80.63±45.04\n",
      "time to calculate best gram matrix:  146.83328247070312 s\n",
      "\n",
      "params                                                      train_perf        valid_perf          test_perf             gram_matrix_time\n",
      "----------------------------------------------------------  ----------------  ------------------  ------------------  ------------------\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   177.22±170.47     476.29±428.27       512.37±572.02                    13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   325.57±632.89     1058.33±2491.24     1185.13±3061.38                  25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   315.39±769.55     990.10±3004.89      823.56±1820.90                   38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   299.24±289.95     648.88±535.55       1005.57±1198.64                  51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   1358.64±6576.51   6404.11±32526.19    1935.57±7988.48                  65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   483.10±1476.53    1338.89±3281.96     1355.96±4402.47                  84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   190.22±296.99     696.95±1585.64      557.30±903.00                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   334.71±858.25     994.34±2618.62      599.73±570.01                   108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   249.42±292.97     766.64±1329.02      739.75±1094.34                  122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}   457.86±1039.32    1397.87±3539.16     946.52±1295.83                  132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.00e-02'}  242.50±362.32     742.16±1421.80      662.29±1139.85                  146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   141.32±120.64     421.59±449.83       401.69±415.42                    13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   215.05±222.00     648.49±772.50       612.72±658.28                    25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   266.83±659.75     659.85±1452.81      738.02±1733.90                   38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   234.80±281.00     605.14±806.00       751.85±927.27                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   250.67±356.28     798.45±1507.19      775.15±1443.51                   65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   159.76±128.29     459.73±365.22       478.36±443.12                    84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   140.50±117.68     453.40±488.98       379.96±298.67                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   263.75±374.51     662.82±835.91       631.96±724.95                   108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   537.56±1930.43    2362.38±10067.22    2127.20±8823.43                 122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}   714.28±2769.69    2360.30±9536.66     1509.32±5360.13                 132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.26e-02'}  292.48±507.79     787.52±1647.14      649.53±1004.82                  146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   132.95±145.38     374.67±380.47       360.84±423.10                    13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   141.99±80.98      404.28±222.89       423.75±329.92                    25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   242.24±431.34     733.20±1507.43      684.68±1106.96                   38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   152.77±102.29     411.19±422.06       477.44±389.99                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   172.14±224.72     574.94±998.21       515.77±911.57                    65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   155.12±187.91     398.07±362.29       437.55±507.66                    84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   122.96±83.28      359.96±262.67       349.99±295.47                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   139.32±97.41      378.38±272.06       426.10±428.61                   108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   253.13±652.61     776.68±2097.63      771.39±2102.13                  122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}   170.42±175.81     452.49±482.21       528.44±618.38                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.58e-02'}  671.27±3065.70    2449.35±11682.06    1258.47±5394.25                 146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   131.43±147.25     370.24±370.93       351.05±409.54                    13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   199.75±290.17     527.35±788.85       673.62±1169.40                   25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   254.32±599.47     728.57±1703.28      1135.20±4190.25                  38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   140.17±109.79     377.91±336.14       424.03±448.86                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   172.76±398.47     795.18±2904.69      807.99±2798.79                   65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   129.60±175.38     514.45±1322.34      366.54±520.39                    84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   116.34±103.37     344.42±281.75       333.61±357.81                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   159.02±202.39     387.17±351.81       475.47±566.10                   108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   872.25±3424.00    3815.13±16307.94    1316.47±3848.56                 122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}   125.81±131.07     299.25±247.18       395.77±498.12                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '2.00e-02'}  243.02±416.46     731.09±1432.46      581.73±955.54                   146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   188.37±382.35     485.80±873.40       729.79±2139.04                   13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   99.11±63.29       265.48±164.57       317.99±287.95                    25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   112.15±62.51      334.30±235.63       340.25±279.67                    38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   150.78±163.97     372.95±387.19       500.50±829.62                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   448.69±1874.33    2755.62±13377.60    2642.62±12864.07                 65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   123.30±101.79     381.14±392.54       345.39±284.86                    84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   151.16±227.18     524.28±918.81       414.77±699.71                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   229.38±684.44     634.66±1868.26      728.43±2326.52                  108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   8831.25±44674.27  24178.50±124115.23  30990.30±157880.84              122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}   129.70±186.71     373.87±733.95       335.81±360.91                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '2.51e-02'}  147.94±170.46     519.25±745.94       374.50±457.05                   146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   105.53±176.88     324.62±678.16       264.19±361.71                    13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   111.58±115.29     246.93±212.61       406.85±562.17                    25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   245.28±816.77     1039.52±4263.82     687.91±2201.37                   38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   127.85±165.21     357.05±479.44       320.09±392.28                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   4808.96±24598.89  8661.26±42542.89    16232.22±83285.74                65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   107.20±69.41      305.88±250.76       298.50±194.85                    84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   100.99±64.97      296.71±248.10       252.05±206.03                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   90.66±45.23       242.39±145.60       274.15±188.42                   108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   423.02±1238.34    1706.04±5634.01     1751.86±6677.27                 122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}   239.32±646.88     709.30±1990.48      684.07±1575.00                  132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '3.16e-02'}  111.86±121.64     328.63±359.52       285.56±365.07                   146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   77.25±62.40       212.32±162.13       222.37±240.99                    13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   163.56±354.43     427.80±1011.84      590.20±1354.42                   25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   144.51±356.12     584.05±1982.38      445.99±1319.00                   38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   97.50±103.03      298.17±431.87       289.99±426.18                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   91.02±84.60       263.22±213.92       241.69±266.51                    65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   271.64±522.59     932.02±1831.95      599.16±1025.92                   84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   109.84±105.56     334.29±433.71       287.88±304.92                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   463.72±1379.31    1652.02±5562.83     1145.57±3258.11                 108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   86.03±62.22       240.63±226.92       231.42±193.39                   122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}   132.98±200.19     287.34±340.28       420.75±736.99                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '3.98e-02'}  108.82±134.72     291.61±388.91       300.03±423.98                   146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   69.48±65.68       205.34±215.38       213.35±368.14                    13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   97.84±150.25      216.56±210.42       339.40±639.01                    25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   108.47±178.78     356.59±636.98       241.08±282.96                    38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   78.56±80.51       182.05±116.87       227.06±278.33                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   70.47±48.92       220.78±199.14       169.96±147.80                    65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   100.14±95.58      290.65±314.86       256.88±275.15                    84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   62.67±30.69       171.82±99.62        164.14±140.12                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   156.50±286.29     466.96±788.32       439.41±835.33                   108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   113.59±225.10     266.14±351.31       313.61±720.36                   122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}   79.95±62.12       194.11±139.62       268.41±324.05                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '5.01e-02'}  94.09±139.94      244.52±310.68       262.57±633.32                   146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   59.94±50.35       188.09±243.05       175.65±259.43                    13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   79.78±96.79       181.54±179.10       267.16±443.56                    25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   63.32±47.28       193.10±227.72       155.06±143.89                    38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   93.26±138.77      301.87±508.58       308.61±656.60                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   63.99±81.96       223.96±366.22       135.43±174.55                    65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   68.88±50.81       196.08±162.88       185.35±174.75                    84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   57.56±55.46       167.01±263.12       141.19±141.53                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   82.72±116.27      241.11±481.45       213.36±224.94                   108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   78.94±85.21       196.58±202.85       229.78±343.64                   122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}   111.36±194.52     276.66±552.25       423.77±890.05                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '6.31e-02'}  60.45±68.69       189.71±359.15       136.53±133.07                   146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   41.56±13.76       103.90±49.36        98.29±69.71                      13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   69.89±134.05      157.86±291.50       215.29±478.09                    25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   44.25±27.17       112.22±89.27        100.34±86.73                     38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   43.21±23.59       96.38±41.99         119.82±153.80                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   48.07±33.81       154.07±191.03       108.05±114.40                    65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   300.20±866.40     943.90±3081.84      955.58±3236.13                   84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   97.34±255.66      282.41±778.17       246.21±685.60                    96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   44.91±33.62       97.64±41.96         138.95±218.54                   108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   40.76±13.94       96.46±44.61         97.57±66.54                     122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}   44.53±25.13       118.03±151.62       114.13±74.64                    132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '7.94e-02'}  45.42±38.07       113.46±121.30       108.35±130.44                   146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   37.07±15.14       94.46±81.23         85.88±69.28                      13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   34.76±6.83        74.66±23.86         80.63±44.75                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   110.27±400.12     390.41±1691.85      452.43±1983.37                   38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   39.51±28.85       94.96±98.72         102.91±163.25                    51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   33.23±7.02        74.36±32.96         65.41±31.24                      65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   33.32±7.15        72.36±23.87         71.63±41.58                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   33.68±9.35        72.90±34.71         72.31±56.95                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   33.87±9.69        68.53±20.86         81.55±61.67                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   34.10±8.58        72.34±25.24         77.19±54.72                     122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}   42.54±39.31       100.66±157.14       110.40±144.19                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.00e-01'}  32.66±4.90        72.23±27.28         63.89±20.94                     146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   30.51±4.43        58.42±11.68         57.74±25.80                      13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   31.27±4.21        62.17±20.03         61.84±18.72                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   34.05±11.64       68.92±42.55         73.84±64.00                      38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   31.20±5.76        62.69±26.24         61.07±20.08                      51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   29.69±1.79        56.64±7.54          53.27±13.22                      65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   29.99±2.01        57.48±8.14          56.29±11.86                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   30.24±2.34        58.39±11.41         55.45±15.06                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   32.01±6.65        66.14±31.43         70.35±48.55                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   31.37±5.31        64.71±24.40         63.56±26.45                     122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}   31.07±5.78        58.46±13.10         65.45±34.02                     132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.26e-01'}  30.14±3.85        58.12±14.15         56.57±21.47                     146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   28.88±1.92        51.16±4.91          50.88±14.55                      13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   29.96±3.26        56.79±20.36         56.28±18.05                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   29.46±3.65        52.77±7.52          53.97±21.11                      38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   93.28±351.60      211.63±873.18       371.19±1750.45                   51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   29.33±2.97        54.47±14.88         50.74±11.24                      65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   29.80±4.03        57.08±22.90         53.59±14.62                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   29.05±1.43        52.02±5.57          50.25±10.16                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   30.02±5.26        56.71±21.52         56.92±25.12                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   28.71±1.28        51.20±4.57          51.62±9.42                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}   48.20±106.17      101.22±278.41       136.24±453.97                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.58e-01'}  57.43±158.83      189.99±767.30       100.72±276.91                   146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   28.24±1.77        47.31±3.43          46.92±9.67                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   28.41±1.08        47.62±3.35          48.29±7.02                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   28.14±1.28        47.82±3.31          46.25±5.72                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   28.20±0.88        47.32±2.36          47.80±8.60                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   28.04±0.74        47.27±2.45          46.12±7.65                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   27.98±0.86        47.29±2.87          46.89±5.71                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   28.28±1.00        47.41±2.43          46.51±7.72                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   28.00±0.97        47.66±2.79          47.25±7.63                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   27.96±0.90        46.71±1.82          47.11±6.42                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}   28.28±2.12        48.61±11.60         48.89±8.88                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '2.00e-01'}  27.76±0.91        46.23±2.30          46.59±7.56                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.64±0.87        44.47±1.68          43.32±5.31                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.91±0.83        44.58±1.95          45.36±5.79                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.67±1.00        44.64±2.01          43.50±4.71                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.76±0.73        44.62±1.75          44.93±7.34                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.67±0.60        44.67±1.83          43.97±6.29                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.55±0.75        44.33±1.51          44.50±4.83                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.88±0.84        44.78±1.86          44.07±6.24                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.56±0.78        44.75±1.87          44.52±6.33                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.58±0.72        44.22±1.34          44.44±5.10                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}   27.57±0.96        44.22±1.78          45.35±7.07                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '2.51e-01'}  27.38±0.82        43.76±1.66          44.31±6.71                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.41±0.75        42.63±1.40          41.51±5.00                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.64±0.69        42.55±1.45          43.42±5.15                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.45±0.86        42.62±1.70          41.80±4.52                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.52±0.63        42.65±1.44          42.78±6.44                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.46±0.51        42.78±1.46          42.29±5.26                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.33±0.67        42.33±1.11          42.79±4.35                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.64±0.71        42.82±1.51          42.17±5.27                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.32±0.68        42.73±1.52          42.77±5.71                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.37±0.60        42.42±1.12          42.48±4.47                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}   27.33±0.85        42.37±1.42          43.29±6.39                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '3.16e-01'}  27.17±0.76        41.95±1.29          42.59±6.21                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.34±0.66        41.23±1.22          40.19±4.86                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.52±0.58        41.03±1.15          42.00±4.81                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.39±0.74        41.08±1.44          40.53±4.62                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.43±0.57        41.14±1.23          41.11±5.83                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.40±0.46        41.34±1.19          40.96±4.57                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.27±0.60        40.84±0.93          41.47±4.09                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.56±0.61        41.32±1.27          40.66±4.74                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.24±0.62        41.21±1.31          41.50±5.41                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.31±0.53        41.04±1.00          40.98±4.22                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}   27.25±0.76        40.96±1.19          41.81±6.03                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '3.98e-01'}  27.12±0.72        40.56±1.04          41.27±5.95                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.43±0.59        40.16±1.10          39.19±4.80                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.57±0.51        39.88±0.96          40.96±4.67                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.49±0.65        39.91±1.25          39.58±4.85                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.50±0.54        40.01±1.08          39.81±5.45                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.49±0.43        40.24±1.01          39.95±4.15                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.37±0.54        39.73±0.85          40.46±4.00                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.63±0.54        40.16±1.11          39.48±4.53                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.32±0.58        40.06±1.17          40.56±5.36                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.40±0.49        40.00±0.92          39.84±4.15                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}   27.33±0.69        39.89±1.03          40.76±5.85                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '5.01e-01'}  27.23±0.68        39.52±0.86          40.27±5.85                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.69±0.54        39.39±1.01          38.48±4.80                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.81±0.45        39.06±0.84          40.26±4.68                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.76±0.57        39.07±1.09          38.91±5.14                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.76±0.51        39.19±0.97          38.84±5.26                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.75±0.41        39.44±0.87          39.23±3.97                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.64±0.50        38.94±0.79          39.72±4.01                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.88±0.48        39.33±1.01          38.62±4.54                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.58±0.56        39.22±1.07          39.92±5.48                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.68±0.46        39.24±0.86          39.01±4.16                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}   27.59±0.63        39.12±0.91          40.06±5.79                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '6.31e-01'}  27.51±0.65        38.79±0.74          39.57±5.85                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.17±0.50        38.91±0.94          38.03±4.84                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.25±0.42        38.55±0.76          39.88±4.81                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.23±0.51        38.54±0.97          38.50±5.46                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.22±0.49        38.67±0.88          38.18±5.22                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.23±0.41        38.94±0.79          38.81±3.94                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.12±0.47        38.46±0.75          39.24±4.09                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.33±0.44        38.81±0.94          38.07±4.70                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.04±0.55        38.70±1.01          39.56±5.74                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.15±0.45        38.77±0.81          38.46±4.22                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}   28.06±0.59        38.63±0.82          39.68±5.80                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '7.94e-01'}  28.01±0.62        38.34±0.66          39.15±5.94                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.88±0.47        38.72±0.88          37.84±4.93                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.94±0.40        38.35±0.71          39.82±5.02                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.94±0.47        38.33±0.88          38.37±5.80                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.92±0.48        38.47±0.80          37.84±5.28                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.94±0.41        38.74±0.72          38.69±4.03                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.83±0.45        38.28±0.71          39.02±4.21                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   29.03±0.40        38.59±0.89          37.84±4.95                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.75±0.54        38.48±0.96          39.47±6.07                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.87±0.44        38.59±0.76          38.21±4.30                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}   28.77±0.55        38.43±0.76          39.60±5.88                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.00e+00'}  28.74±0.60        38.20±0.62          39.02±6.09                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.86±0.44        38.84±0.82          37.94±5.08                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.90±0.38        38.47±0.68          40.10±5.31                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.92±0.45        38.43±0.81          38.53±6.17                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.90±0.47        38.58±0.73          37.83±5.43                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.92±0.41        38.85±0.68          38.91±4.19                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.82±0.44        38.42±0.68          39.09±4.39                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.99±0.38        38.69±0.84          37.95±5.26                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.73±0.54        38.57±0.93          39.69±6.46                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.86±0.44        38.72±0.71          38.26±4.41                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}   29.75±0.53        38.54±0.71          39.83±6.04                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.26e+00'}  29.74±0.57        38.36±0.61          39.19±6.30                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   31.15±0.41        39.28±0.76          38.35±5.28                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   31.29±0.80        39.08±1.08          40.88±5.62                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   44.73±74.04       54.99±88.49         54.45±84.44                      38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   31.19±0.46        39.02±0.67          38.18±5.63                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   32.49±7.07        40.44±6.37          40.56±7.98                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   31.22±0.73        38.96±0.76          39.54±4.58                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   31.37±0.67        39.25±1.03          38.52±5.66                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   32.08±5.74        39.84±4.60          41.29±9.12                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   31.21±0.59        39.35±1.14          38.84±4.51                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}   31.18±1.07        39.11±1.12          40.51±6.08                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.58e+00'}  31.05±0.55        38.85±0.61          39.69±6.56                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   2900.89±15523.01  2485.13±13215.06    2003.46±10608.04                 13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   97.11±92.09       104.15±113.71       95.61±75.04                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   90.89±118.67      92.96±114.07        92.36±105.24                     38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   96.12±230.90      101.38±209.07       85.22±142.71                     51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   61.00±48.54       66.62±47.37         63.56±43.80                      65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   57.41±28.47       59.86±24.87         61.22±25.10                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   58.11±43.05       61.36±40.23         62.49±47.21                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   88.54±136.40      89.04±132.05        98.06±135.90                    108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   181.56±653.31     193.05±703.70       227.97±885.35                   122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}   117.51±351.32     110.95±290.53       117.04±323.52                   132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '2.00e+00'}  74.27±76.95       80.34±92.52         79.33±82.39                     146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   40.68±8.29        45.55±7.55          44.11±6.47                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   42.03±16.07       46.66±14.33         47.86±13.37                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   43.49±16.22       47.45±14.71         48.45±12.58                      38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   39.46±4.05        44.11±3.41          43.96±7.75                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   40.30±6.99        44.81±4.91          45.36±7.87                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   45.86±33.04       48.25±21.61         46.06±14.67                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   41.97±19.46       46.51±18.01         45.73±16.64                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   56.25±51.95       57.45±40.69         59.22±45.93                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   44.80±22.00       49.17±19.55         48.36±18.32                     122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}   38.86±3.34        43.96±3.39          45.75±7.38                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '2.51e+00'}  40.49±7.95        45.39±6.92          45.98±13.54                     146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.20±0.68        43.38±0.68          42.24±5.88                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.31±0.92        43.28±1.00          45.34±6.73                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.41±0.74        43.20±0.84          43.80±7.78                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.24±0.80        43.11±0.86          42.30±6.29                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.33±1.01        43.53±0.84          43.87±5.92                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.24±0.56        43.10±0.64          42.75±5.26                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.23±0.58        43.20±0.71          42.74±6.92                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.11±0.83        43.09±0.88          44.63±8.09                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.39±0.87        43.43±0.80          43.01±5.38                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}   38.10±0.69        43.09±0.83          44.75±7.11                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '3.16e+00'}  38.30±0.85        43.28±0.84          43.96±8.42                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.51±0.50        45.17±0.61          43.97±6.54                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.40±0.61        44.88±0.78          47.47±7.01                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.59±0.50        44.92±0.66          45.20±8.20                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.48±0.71        44.87±0.81          43.95±6.53                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.46±0.62        45.19±0.64          45.77±6.07                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.43±0.45        44.87±0.51          44.51±5.89                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.55±0.47        45.06±0.68          44.67±7.52                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.28±0.66        44.80±0.95          46.47±8.43                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.56±0.65        45.13±0.65          44.50±5.92                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}   40.37±0.55        44.86±0.74          46.60±7.58                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '3.98e+00'}  40.46±0.61        44.96±0.68          45.73±8.41                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.62±0.50        47.72±0.63          46.49±7.12                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.41±0.58        47.37±0.77          50.37±7.31                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.65±0.46        47.47±0.61          47.54±8.59                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.56±0.69        47.42±0.79          46.42±6.80                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.50±0.57        47.70±0.62          48.49±6.38                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.51±0.45        47.45±0.48          46.98±6.54                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.65±0.47        47.65±0.70          47.34±8.11                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.37±0.69        47.34±1.01          49.12±8.81                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.63±0.63        47.67±0.66          46.84±6.48                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}   43.46±0.52        47.41±0.74          49.22±7.98                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '5.01e+00'}  43.52±0.61        47.49±0.69          48.32±8.62                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.36±0.50        50.92±0.64          49.68±7.66                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.09±0.58        50.54±0.76          53.90±7.57                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.37±0.47        50.69±0.60          50.58±8.91                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.27±0.66        50.63±0.76          49.58±7.08                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.21±0.55        50.88±0.60          51.89±6.74                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.24±0.45        50.69±0.46          50.09±7.16                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.37±0.48        50.88±0.72          50.65±8.69                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.11±0.71        50.54±1.04          52.41±9.17                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.34±0.61        50.86±0.66          49.85±7.02                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}   47.18±0.52        50.61±0.76          52.49±8.34                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '6.31e+00'}  47.23±0.62        50.70±0.71          51.58±8.88                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.69±0.50        54.76±0.63          53.53±8.13                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.38±0.58        54.38±0.76          58.01±7.78                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.68±0.49        54.56±0.60          54.28±9.17                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.59±0.63        54.49±0.73          53.38±7.35                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.52±0.53        54.71±0.57          55.93±7.11                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.57±0.45        54.58±0.46          53.84±7.73                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.68±0.50        54.75±0.73          54.57±9.24                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.44±0.73        54.39±1.06          56.32±9.52                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.67±0.58        54.71±0.64          53.51±7.51                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}   51.50±0.52        54.45±0.78          56.39±8.63                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '7.94e+00'}  51.55±0.62        54.55±0.72          55.49±9.15                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.61±0.50        59.23±0.62          58.04±8.53                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.27±0.58        58.85±0.75          62.71±7.92                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.58±0.52        59.07±0.61          58.65±9.35                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.50±0.59        58.99±0.69          57.82±7.59                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.42±0.52        59.18±0.55          60.60±7.45                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.49±0.46        59.11±0.47          58.24±8.20                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.58±0.53        59.24±0.74          59.11±9.73                       96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.35±0.74        58.88±1.07          60.84±9.85                      108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.58±0.55        59.19±0.63          57.81±7.95                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}   56.40±0.55        58.94±0.80          60.90±8.86                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.00e+01'}  56.45±0.62        59.05±0.73          60.03±9.38                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   62.07±0.50        64.31±0.60          63.15±8.84                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   61.71±0.59        63.94±0.73          67.93±8.01                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   62.04±0.55        64.18±0.63          63.64±9.46                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   61.97±0.56        64.09±0.64          62.87±7.80                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   61.88±0.51        64.25±0.54          65.85±7.76                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   61.97±0.48        64.23±0.50          63.26±8.58                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   62.04±0.57        64.34±0.75          64.22±10.15                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   61.82±0.75        63.97±1.08          65.93±10.13                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   62.05±0.53        64.29±0.61          62.73±8.31                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}   61.86±0.58        64.02±0.81          65.99±9.01                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.26e+01'}  61.91±0.62        64.15±0.73          65.16±9.57                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   68.02±0.51        69.93±0.58          68.80±9.06                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   67.65±0.60        69.56±0.72          73.63±8.06                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   67.99±0.58        69.83±0.65          69.18±9.52                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   67.93±0.53        69.74±0.61          68.44±7.98                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   67.82±0.51        69.85±0.54          71.62±8.01                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   67.94±0.51        69.88±0.53          68.84±8.85                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   67.98±0.61        69.96±0.76          69.83±10.50                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   67.77±0.77        69.60±1.08          71.54±10.37                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   68.00±0.53        69.92±0.61          68.21±8.59                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}   67.80±0.61        69.65±0.82          71.59±9.11                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.58e+01'}  67.86±0.63        69.77±0.74          70.83±9.71                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.36±0.53        75.96±0.58          74.87±9.22                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   73.97±0.61        75.60±0.71          79.69±8.07                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.33±0.61        75.90±0.67          75.17±9.53                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.28±0.52        75.81±0.59          74.44±8.12                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.15±0.53        75.88±0.55          77.78±8.21                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.29±0.54        75.95±0.57          74.85±9.03                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.31±0.66        76.00±0.79          75.85±10.77                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.10±0.79        75.65±1.09          77.55±10.54                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.35±0.54        75.98±0.62          74.14±8.80                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}   74.13±0.65        75.70±0.82          77.59±9.14                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '2.00e+01'}  74.19±0.65        75.82±0.76          76.90±9.80                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.94±0.57        82.28±0.60          81.22±9.31                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.53±0.64        81.92±0.70          85.97±8.05                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.91±0.65        82.24±0.70          81.44±9.50                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.88±0.52        82.15±0.59          80.71±8.24                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.71±0.56        82.17±0.58          84.19±8.37                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.88±0.58        82.29±0.62          81.15±9.13                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.88±0.71        82.32±0.82          82.12±10.97                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.68±0.81        81.98±1.10          83.82±10.65                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.94±0.56        82.32±0.64          80.36±8.94                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}   80.71±0.68        82.02±0.82          83.85±9.13                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '2.51e+01'}  80.77±0.67        82.14±0.78          83.25±9.84                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.59±0.61        88.70±0.62          87.66±9.35                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.18±0.66        88.34±0.70          92.32±8.02                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.57±0.69        88.69±0.73          87.84±9.46                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.55±0.54        88.60±0.60          87.09±8.33                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.36±0.60        88.57±0.61          90.68±8.48                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.55±0.63        88.73±0.67          87.57±9.18                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.53±0.77        88.74±0.86          88.48±11.12                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.33±0.85        88.41±1.11          90.18±10.71                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.61±0.59        88.76±0.67          86.71±9.04                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}   87.36±0.72        88.45±0.82          90.21±9.08                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '3.16e+01'}  87.42±0.71        88.57±0.80          89.69±9.84                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   94.15±0.65        95.05±0.66          94.02±9.36                       13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   93.73±0.68        94.69±0.71          98.57±7.98                       25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   94.13±0.73        95.05±0.76          94.17±9.40                       38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   94.13±0.57        94.97±0.62          93.40±8.40                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   93.90±0.64        94.90±0.65          97.08±8.57                       65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   94.11±0.67        95.09±0.72          93.92±9.20                       84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   94.08±0.83        95.08±0.90          94.76±11.22                      96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   93.89±0.89        94.76±1.13          96.47±10.72                     108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   94.18±0.63        95.13±0.70          93.00±9.09                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}   93.92±0.75        94.80±0.83          96.49±9.01                      132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '3.98e+01'}  93.97±0.75        94.91±0.83          96.04±9.82                      146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.44±0.70       101.15±0.70         100.12±9.35                      13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.01±0.71       100.79±0.72         104.57±7.94                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.42±0.77       101.16±0.79         100.26±9.34                      38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.44±0.61       101.10±0.65         99.46±8.45                       51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.17±0.68       100.97±0.70         103.21±8.63                      65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.41±0.72       101.20±0.77         100.03±9.19                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.37±0.89       101.18±0.95         100.79±11.28                     96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.18±0.93       100.87±1.16         102.51±10.70                    108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.49±0.68       101.25±0.74         99.06±9.12                      122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}   100.21±0.78       100.90±0.83         102.52±8.93                     132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '5.01e+01'}  100.26±0.79       101.00±0.86         102.15±9.77                     146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.32±0.74       106.87±0.74         105.84±9.33                      13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   105.89±0.73       106.50±0.73         110.17±7.91                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.31±0.81       106.89±0.83         105.98±9.28                      38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.34±0.65       106.83±0.68         105.15±8.49                      51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.05±0.72       106.67±0.74         108.94±8.67                      65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.30±0.76       106.92±0.81         105.75±9.16                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.25±0.94       106.89±1.00         106.43±11.32                     96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.06±0.96       106.59±1.18         108.16±10.66                    108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.38±0.72       106.98±0.78         104.75±9.12                     122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}   106.09±0.81       106.62±0.84         108.17±8.84                     132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '6.31e+01'}  106.14±0.83       106.71±0.90         107.86±9.71                     146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.70±0.78       112.10±0.78         111.06±9.31                      13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.27±0.76       111.73±0.75         115.29±7.87                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.68±0.84       112.12±0.86         111.21±9.23                      38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.73±0.69       112.07±0.71         110.34±8.52                      51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.41±0.77       111.87±0.78         114.17±8.70                      65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.68±0.80       112.15±0.86         110.98±9.13                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.63±0.99       112.11±1.05         111.58±11.34                     96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.44±1.00       111.81±1.20         113.33±10.62                    108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.77±0.76       112.21±0.82         109.95±9.12                     122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}   111.47±0.83       111.85±0.85         113.34±8.76                     132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '7.94e+01'}  111.50±0.86       111.93±0.93         113.09±9.65                     146.83\n",
      "{'height': 0.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.50±0.82       116.77±0.81         115.73±9.28                      13.02\n",
      "{'height': 1.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.07±0.78       116.40±0.77         119.86±7.85                      25.95\n",
      "{'height': 2.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.49±0.87       116.79±0.89         115.88±9.19                      38.81\n",
      "{'height': 3.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.54±0.73       116.76±0.74         114.99±8.55                      51.47\n",
      "{'height': 4.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.20±0.80       116.53±0.82         118.84±8.72                      65.76\n",
      "{'height': 5.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.49±0.84       116.82±0.89         115.66±9.11                      84.71\n",
      "{'height': 6.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.44±1.04       116.78±1.09         116.19±11.35                     96.58\n",
      "{'height': 7.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.24±1.03       116.49±1.22         117.96±10.57                    108.27\n",
      "{'height': 8.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.59±0.80       116.90±0.85         114.61±9.11                     122.79\n",
      "{'height': 9.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}   116.27±0.85       116.52±0.86         117.95±8.69                     132.71\n",
      "{'height': 10.0, 'base_kernel': 'sp', 'alpha': '1.00e+02'}  116.30±0.90       116.59±0.96         117.76±9.59                     146.83\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calculate performance: 100%|██████████| 13530/13530 [10:34<00:00, 21.34it/s]\n"
     ]
    }
   ],
   "source": [
    "%load_ext line_profiler\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.model_selection_precomputed import model_selection_for_precomputed_kernel\n",
    "from gklearn.kernels.weisfeilerLehmanKernel import weisfeilerlehmankernel\n",
    "\n",
    "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n",
    "estimator = weisfeilerlehmankernel\n",
    "param_grid_precomputed = {'height': np.linspace(0, 10, 11), 'base_kernel': ['sp']}\n",
    "param_grid = {'alpha': np.logspace(-2, 2, num = 41, base = 10)}\n",
    "\n",
    "model_selection_for_precomputed_kernel(datafile, estimator, param_grid_precomputed, param_grid, \n",
    "                                       'regression', NUM_TRIALS=30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- This is a regression problem ---\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 0.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 0.3646550178527832 seconds ---\n",
      "[[  5.   6.   4. ...  20.  20.  20.]\n",
      " [  6.   8.   4. ...  20.  20.  20.]\n",
      " [  4.   4.   5. ...  21.  21.  21.]\n",
      " ...\n",
      " [ 20.  20.  21. ... 101. 101. 101.]\n",
      " [ 20.  20.  21. ... 101. 101. 101.]\n",
      " [ 20.  20.  21. ... 101. 101. 101.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  98%|█████████▊| 985/1000 [00:01<00:00, 664.77it/s]\n",
      " Mean performance on train set: 17.681582\n",
      "With standard deviation: 0.713183\n",
      "\n",
      " Mean performance on test set: 15.685879\n",
      "With standard deviation: 4.139197\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 681.36it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 1.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 0.7535510063171387 seconds ---\n",
      "[[ 10.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  16.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  10. ...  22.  22.  24.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 130. 130. 122.]\n",
      " [ 20.  20.  22. ... 130. 130. 122.]\n",
      " [ 20.  20.  24. ... 122. 122. 154.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  94%|█████████▍| 945/1000 [00:01<00:00, 713.00it/s]\n",
      " Mean performance on train set: 6.270014\n",
      "With standard deviation: 0.654734\n",
      "\n",
      " Mean performance on test set: 7.550458\n",
      "With standard deviation: 2.331786\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 719.46it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 2.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 1.3278343677520752 seconds ---\n",
      "[[ 15.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  24.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  15. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 159. 151. 124.]\n",
      " [ 20.  20.  22. ... 151. 153. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 185.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  95%|█████████▍| 949/1000 [00:01<00:00, 736.38it/s]\n",
      " Mean performance on train set: 4.450682\n",
      "With standard deviation: 0.882129\n",
      "\n",
      " Mean performance on test set: 9.728466\n",
      "With standard deviation: 2.057669\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 709.22it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 3.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 1.7653727531433105 seconds ---\n",
      "[[ 20.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  32.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  20. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 188. 159. 124.]\n",
      " [ 20.  20.  22. ... 159. 168. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 202.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  96%|█████████▌| 959/1000 [00:01<00:00, 724.60it/s]\n",
      " Mean performance on train set: 2.270586\n",
      "With standard deviation: 0.481516\n",
      "\n",
      " Mean performance on test set: 11.296110\n",
      "With standard deviation: 2.799944\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 670.29it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 4.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 2.2821996212005615 seconds ---\n",
      "[[ 25.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  40.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  25. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 217. 159. 124.]\n",
      " [ 20.  20.  22. ... 159. 183. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 213.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  98%|█████████▊| 983/1000 [00:01<00:00, 709.28it/s]\n",
      " Mean performance on train set: 1.074035\n",
      "With standard deviation: 0.637823\n",
      "\n",
      " Mean performance on test set: 12.808303\n",
      "With standard deviation: 3.446939\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 646.12it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 5.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 2.706934928894043 seconds ---\n",
      "[[ 30.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  48.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  30. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 246. 159. 124.]\n",
      " [ 20.  20.  22. ... 159. 198. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 224.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  95%|█████████▌| 953/1000 [00:01<00:00, 553.49it/s]\n",
      " Mean performance on train set: 0.700602\n",
      "With standard deviation: 0.572640\n",
      "\n",
      " Mean performance on test set: 14.017923\n",
      "With standard deviation: 3.675042\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 621.01it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 6.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 3.1140964031219482 seconds ---\n",
      "[[ 35.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  56.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  35. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 275. 159. 124.]\n",
      " [ 20.  20.  22. ... 159. 213. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 235.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance: 100%|█████████▉| 997/1000 [00:01<00:00, 595.50it/s]\n",
      " Mean performance on train set: 0.691515\n",
      "With standard deviation: 0.564620\n",
      "\n",
      " Mean performance on test set: 14.918434\n",
      "With standard deviation: 3.805352\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 586.05it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 7.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 3.5894455909729004 seconds ---\n",
      "[[ 40.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  64.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  40. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 304. 159. 124.]\n",
      " [ 20.  20.  22. ... 159. 228. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 246.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  99%|█████████▉| 991/1000 [00:01<00:00, 663.55it/s]\n",
      " Mean performance on train set: 0.691516\n",
      "With standard deviation: 0.564620\n",
      "\n",
      " Mean performance on test set: 15.629476\n",
      "With standard deviation: 3.865387\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 627.59it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 8.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 4.081295967102051 seconds ---\n",
      "[[ 45.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  72.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  45. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 333. 159. 124.]\n",
      " [ 20.  20.  22. ... 159. 243. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 257.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  96%|█████████▌| 961/1000 [00:01<00:00, 601.33it/s]\n",
      " Mean performance on train set: 0.691515\n",
      "With standard deviation: 0.564620\n",
      "\n",
      " Mean performance on test set: 16.214369\n",
      "With standard deviation: 3.928756\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 603.90it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 9.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 4.497286796569824 seconds ---\n",
      "[[ 50.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  80.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  50. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 362. 159. 124.]\n",
      " [ 20.  20.  22. ... 159. 258. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 268.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  93%|█████████▎| 931/1000 [00:01<00:00, 511.55it/s]\n",
      " Mean performance on train set: 0.691515\n",
      "With standard deviation: 0.564620\n",
      "\n",
      " Mean performance on test set: 16.725744\n",
      "With standard deviation: 3.993095\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 550.66it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 10.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- Weisfeiler-Lehman subtree kernel matrix of size 185 built in 4.984841585159302 seconds ---\n",
      "[[ 55.  10.   4. ...  20.  20.  20.]\n",
      " [ 10.  88.   4. ...  20.  20.  20.]\n",
      " [  4.   4.  55. ...  22.  22.  26.]\n",
      " ...\n",
      " [ 20.  20.  22. ... 391. 159. 124.]\n",
      " [ 20.  20.  22. ... 159. 273. 124.]\n",
      " [ 20.  20.  26. ... 124. 124. 279.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  94%|█████████▍| 942/1000 [00:01<00:00, 708.78it/s]\n",
      " Mean performance on train set: 0.691516\n",
      "With standard deviation: 0.564621\n",
      "\n",
      " Mean performance on test set: 17.186401\n",
      "With standard deviation: 4.056724\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 711.43it/s]\n",
      "\n",
      "\n",
      "  height    rmse_test    std_test    rmse_train    std_train    k_time\n",
      "--------  -----------  ----------  ------------  -----------  --------\n",
      "       0     15.6859      4.1392      17.6816       0.713183  0.364655\n",
      "       1      7.55046     2.33179      6.27001      0.654734  0.753551\n",
      "       2      9.72847     2.05767      4.45068      0.882129  1.32783\n",
      "       3     11.2961      2.79994      2.27059      0.481516  1.76537\n",
      "       4     12.8083      3.44694      1.07403      0.637823  2.2822\n",
      "       5     14.0179      3.67504      0.700602     0.57264   2.70693\n",
      "       6     14.9184      3.80535      0.691515     0.56462   3.1141\n",
      "       7     15.6295      3.86539      0.691516     0.56462   3.58945\n",
      "       8     16.2144      3.92876      0.691515     0.56462   4.0813\n",
      "       9     16.7257      3.9931       0.691515     0.56462   4.49729\n",
      "      10     17.1864      4.05672      0.691516     0.564621  4.98484\n"
     ]
    }
   ],
   "source": [
    "# wl subtree kernel\n",
    "%load_ext line_profiler\n",
    "\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.utils import kernel_train_test\n",
    "from gklearn.kernels.weisfeilerLehmanKernel import weisfeilerlehmankernel, _wl_subtreekernel_do\n",
    "\n",
    "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n",
    "kernel_file_path = 'kernelmatrices_weisfeilerlehman_subtree_acyclic/'\n",
    "\n",
    "kernel_para = dict(node_label = 'atom', edge_label = 'bond_type')\n",
    "\n",
    "kernel_train_test(datafile, kernel_file_path, weisfeilerlehmankernel, kernel_para, \\\n",
    "    hyper_name = 'height', hyper_range = np.linspace(0, 10, 11), normalize = False)\n",
    "\n",
    "# %lprun -f _wl_subtreekernel_do \\\n",
    "#     kernel_train_test(datafile, kernel_file_path, weisfeilerlehmankernel, kernel_para, \\\n",
    "#     hyper_name = 'height', hyper_range = np.linspace(0, 10, 11), normalize = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " --- This is a regression problem ---\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 0.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 185 built in 13.473959922790527 seconds ---\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  99%|█████████▊| 986/1000 [00:01<00:00, 802.19it/s]\n",
      " Mean performance on train set: 28.360361\n",
      "With standard deviation: 1.357183\n",
      "\n",
      " Mean performance on test set: 35.191954\n",
      "With standard deviation: 4.495767\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 805.00it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 1.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 185 built in 27.61470603942871 seconds ---\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  96%|█████████▌| 959/1000 [00:01<00:00, 734.53it/s]\n",
      " Mean performance on train set: 27.933534\n",
      "With standard deviation: 1.448359\n",
      "\n",
      " Mean performance on test set: 35.180815\n",
      "With standard deviation: 4.500453\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 724.44it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 2.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 185 built in 41.05776810646057 seconds ---\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  94%|█████████▎| 935/1000 [00:01<00:00, 740.19it/s]\n",
      " Mean performance on train set: 28.111311\n",
      "With standard deviation: 1.508915\n",
      "\n",
      " Mean performance on test set: 35.163150\n",
      "With standard deviation: 4.502054\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 717.12it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 3.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 185 built in 54.166242837905884 seconds ---\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  93%|█████████▎| 932/1000 [00:01<00:00, 781.12it/s]\n",
      " Mean performance on train set: 28.390274\n",
      "With standard deviation: 1.365711\n",
      "\n",
      " Mean performance on test set: 35.194634\n",
      "With standard deviation: 4.498007\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 773.40it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 4.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 185 built in 70.05019497871399 seconds ---\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  97%|█████████▋| 970/1000 [00:01<00:00, 880.10it/s]\n",
      " Mean performance on train set: 27.974611\n",
      "With standard deviation: 1.462223\n",
      "\n",
      " Mean performance on test set: 35.175314\n",
      "With standard deviation: 4.501113\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 874.69it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 5.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman sp kernel matrix of size 185 built in 79.92547488212585 seconds ---\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance: 100%|█████████▉| 996/1000 [00:01<00:00, 884.85it/s]\n",
      " Mean performance on train set: 28.018415\n",
      "With standard deviation: 1.455644\n",
      "\n",
      " Mean performance on test set: 35.199713\n",
      "With standard deviation: 4.507104\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 897.03it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 6.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-e7b9d5ef03e3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     13\u001b[0m \u001b[0mkernel_para\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnode_label\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'atom'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medge_label\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'bond_type'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbase_kernel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'sp'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mkernel_train_test\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdatafile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkernel_file_path\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweisfeilerlehmankernel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkernel_para\u001b[0m\u001b[0;34m,\u001b[0m     \u001b[0mhyper_name\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'height'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhyper_range\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlinspace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m11\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnormalize\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     16\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0;31m# %lprun -f _wl_subtreekernel_do \\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/gklearn/utils/utils.py\u001b[0m in \u001b[0;36mkernel_train_test\u001b[0;34m(datafile, kernel_file_path, kernel_func, kernel_para, trials, splits, alpha_grid, C_grid, hyper_name, hyper_range, normalize, datafile_y, model_type)\u001b[0m\n\u001b[1;32m    159\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mhyper_name\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    160\u001b[0m                 \u001b[0mkernel_para\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mhyper_name\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhyper_para\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 161\u001b[0;31m             \u001b[0mKmatrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrun_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkernel_func\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkernel_para\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    162\u001b[0m             \u001b[0mkernel_time_list\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrun_time\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    163\u001b[0m             \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/gklearn/kernels/weisfeilerLehmanKernel.py\u001b[0m in \u001b[0;36mweisfeilerlehmankernel\u001b[0;34m(node_label, edge_label, height, base_kernel, *args)\u001b[0m\n\u001b[1;32m     56\u001b[0m     \u001b[0;31m# for WL shortest path kernel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     57\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mbase_kernel\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'sp'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 58\u001b[0;31m         \u001b[0mKmatrix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_wl_spkernel_do\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnode_label\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medge_label\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheight\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     59\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     60\u001b[0m     \u001b[0;31m# for WL edge kernel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/gklearn/kernels/weisfeilerLehmanKernel.py\u001b[0m in \u001b[0;36m_wl_spkernel_do\u001b[0;34m(Gn, node_label, edge_label, height)\u001b[0m\n\u001b[1;32m    254\u001b[0m                 \u001b[0;32mfor\u001b[0m \u001b[0me1\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mGn\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0medges\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    255\u001b[0m                     \u001b[0;32mfor\u001b[0m \u001b[0me2\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mGn\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0medges\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 256\u001b[0;31m                         \u001b[0;32mif\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cost'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cost'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0me2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'cost'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0me2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0me2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mor\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0me1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0me2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0me2\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    257\u001b[0m                             \u001b[0mKmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    258\u001b[0m                 \u001b[0mKmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mKmatrix\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mj\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# WL sp kernel\n",
    "%load_ext line_profiler\n",
    "\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.utils import kernel_train_test\n",
    "from gklearn.kernels.weisfeilerLehmanKernel import weisfeilerlehmankernel, _wl_subtreekernel_do\n",
    "\n",
    "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n",
    "kernel_file_path = 'kernelmatrices_weisfeilerlehman_subtree_acyclic/'\n",
    "\n",
    "kernel_para = dict(node_label = 'atom', edge_label = 'bond_type', base_kernel = 'sp')\n",
    "\n",
    "kernel_train_test(datafile, kernel_file_path, weisfeilerlehmankernel, kernel_para, \\\n",
    "    hyper_name = 'height', hyper_range = np.linspace(0, 10, 11), normalize = False)\n",
    "\n",
    "# %lprun -f _wl_subtreekernel_do \\\n",
    "#     kernel_train_test(datafile, kernel_file_path, weisfeilerlehmankernel, kernel_para, \\\n",
    "#     hyper_name = 'height', hyper_range = np.linspace(0, 10, 11), normalize = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The line_profiler extension is already loaded. To reload it, use:\n",
      "  %reload_ext line_profiler\n",
      "\n",
      " --- This is a regression problem ---\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 0.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 0.8530018329620361 seconds ---\n",
      "[[ 2.  1.  2. ...  0.  0.  1.]\n",
      " [ 1.  3.  1. ...  0.  0.  2.]\n",
      " [ 2.  1.  2. ...  0.  0.  1.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 10.  7.  0.]\n",
      " [ 0.  0.  0. ...  7. 10.  1.]\n",
      " [ 1.  2.  1. ...  0.  1. 10.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  95%|█████████▍| 947/1000 [00:01<00:00, 719.29it/s]\n",
      " Mean performance on train set: 29.997498\n",
      "With standard deviation: 0.902340\n",
      "\n",
      " Mean performance on test set: 33.407740\n",
      "With standard deviation: 4.732717\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 653.54it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 1.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 1.717505931854248 seconds ---\n",
      "[[ 4.  2.  4. ...  0.  0.  2.]\n",
      " [ 2.  6.  2. ...  0.  0.  4.]\n",
      " [ 4.  2.  4. ...  0.  0.  2.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 20. 14.  0.]\n",
      " [ 0.  0.  0. ... 14. 20.  2.]\n",
      " [ 2.  4.  2. ...  0.  2. 20.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  96%|█████████▌| 956/1000 [00:01<00:00, 721.27it/s]\n",
      " Mean performance on train set: 30.160338\n",
      "With standard deviation: 1.094235\n",
      "\n",
      " Mean performance on test set: 33.423458\n",
      "With standard deviation: 4.721311\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 723.53it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 2.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 2.6603214740753174 seconds ---\n",
      "[[ 6.  3.  6. ...  0.  0.  3.]\n",
      " [ 3.  9.  3. ...  0.  0.  6.]\n",
      " [ 6.  3.  6. ...  0.  0.  3.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 30. 21.  0.]\n",
      " [ 0.  0.  0. ... 21. 30.  3.]\n",
      " [ 3.  6.  3. ...  0.  3. 30.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  94%|█████████▍| 944/1000 [00:01<00:00, 650.98it/s]\n",
      " Mean performance on train set: 29.928570\n",
      "With standard deviation: 0.787941\n",
      "\n",
      " Mean performance on test set: 33.433014\n",
      "With standard deviation: 4.724408\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 688.71it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 3.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 3.477631092071533 seconds ---\n",
      "[[ 8.  4.  8. ...  0.  0.  4.]\n",
      " [ 4. 12.  4. ...  0.  0.  8.]\n",
      " [ 8.  4.  8. ...  0.  0.  4.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 40. 28.  0.]\n",
      " [ 0.  0.  0. ... 28. 40.  4.]\n",
      " [ 4.  8.  4. ...  0.  4. 40.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  95%|█████████▌| 954/1000 [00:01<00:00, 725.15it/s]\n",
      " Mean performance on train set: 30.011409\n",
      "With standard deviation: 0.909674\n",
      "\n",
      " Mean performance on test set: 33.407319\n",
      "With standard deviation: 4.732434\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 720.71it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 4.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 4.5436692237854 seconds ---\n",
      "[[10.  5. 10. ...  0.  0.  5.]\n",
      " [ 5. 15.  5. ...  0.  0. 10.]\n",
      " [10.  5. 10. ...  0.  0.  5.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 50. 35.  0.]\n",
      " [ 0.  0.  0. ... 35. 50.  5.]\n",
      " [ 5. 10.  5. ...  0.  5. 50.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  94%|█████████▎| 936/1000 [00:01<00:00, 568.04it/s]\n",
      " Mean performance on train set: 30.184162\n",
      "With standard deviation: 1.108902\n",
      "\n",
      " Mean performance on test set: 33.425625\n",
      "With standard deviation: 4.721660\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 564.24it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 5.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 5.6617820262908936 seconds ---\n",
      "[[12.  6. 12. ...  0.  0.  6.]\n",
      " [ 6. 18.  6. ...  0.  0. 12.]\n",
      " [12.  6. 12. ...  0.  0.  6.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 60. 42.  0.]\n",
      " [ 0.  0.  0. ... 42. 60.  6.]\n",
      " [ 6. 12.  6. ...  0.  6. 60.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  99%|█████████▉| 993/1000 [00:01<00:00, 519.25it/s]\n",
      " Mean performance on train set: 30.041068\n",
      "With standard deviation: 1.018451\n",
      "\n",
      " Mean performance on test set: 33.406717\n",
      "With standard deviation: 4.726409\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 548.91it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 6.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 6.148027420043945 seconds ---\n",
      "[[14.  7. 14. ...  0.  0.  7.]\n",
      " [ 7. 21.  7. ...  0.  0. 14.]\n",
      " [14.  7. 14. ...  0.  0.  7.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 70. 49.  0.]\n",
      " [ 0.  0.  0. ... 49. 70.  7.]\n",
      " [ 7. 14.  7. ...  0.  7. 70.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  98%|█████████▊| 985/1000 [00:01<00:00, 498.31it/s]\n",
      " Mean performance on train set: 29.905596\n",
      "With standard deviation: 0.782179\n",
      "\n",
      " Mean performance on test set: 33.418992\n",
      "With standard deviation: 4.730753\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 534.86it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 7.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 7.603543519973755 seconds ---\n",
      "[[16.  8. 16. ...  0.  0.  8.]\n",
      " [ 8. 24.  8. ...  0.  0. 16.]\n",
      " [16.  8. 16. ...  0.  0.  8.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 80. 56.  0.]\n",
      " [ 0.  0.  0. ... 56. 80.  8.]\n",
      " [ 8. 16.  8. ...  0.  8. 80.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  95%|█████████▌| 953/1000 [00:01<00:00, 586.15it/s]\n",
      " Mean performance on train set: 30.175921\n",
      "With standard deviation: 1.103820\n",
      "\n",
      " Mean performance on test set: 33.424820\n",
      "With standard deviation: 4.721550\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 546.00it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 8.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 7.972221612930298 seconds ---\n",
      "[[18.  9. 18. ...  0.  0.  9.]\n",
      " [ 9. 27.  9. ...  0.  0. 18.]\n",
      " [18.  9. 18. ...  0.  0.  9.]\n",
      " ...\n",
      " [ 0.  0.  0. ... 90. 63.  0.]\n",
      " [ 0.  0.  0. ... 63. 90.  9.]\n",
      " [ 9. 18.  9. ...  0.  9. 90.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  98%|█████████▊| 980/1000 [00:01<00:00, 490.30it/s]\n",
      " Mean performance on train set: 30.136537\n",
      "With standard deviation: 1.074854\n",
      "\n",
      " Mean performance on test set: 33.412196\n",
      "With standard deviation: 4.715539\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 536.66it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 9.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 9.070842504501343 seconds ---\n",
      "[[ 20.  10.  20. ...   0.   0.  10.]\n",
      " [ 10.  30.  10. ...   0.   0.  20.]\n",
      " [ 20.  10.  20. ...   0.   0.  10.]\n",
      " ...\n",
      " [  0.   0.   0. ... 100.  70.   0.]\n",
      " [  0.   0.   0. ...  70. 100.  10.]\n",
      " [ 10.  20.  10. ...   0.  10. 100.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n",
      "calculate performance:  98%|█████████▊| 975/1000 [00:01<00:00, 527.13it/s]\n",
      " Mean performance on train set: 30.032887\n",
      "With standard deviation: 0.921065\n",
      "\n",
      " Mean performance on test set: 33.407050\n",
      "With standard deviation: 4.731928\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 600.62it/s]\n",
      "\n",
      "\n",
      " #--- calculating kernel matrix when height = 10.0 ---#\n",
      "\n",
      " Loading dataset from file...\n",
      "\n",
      " Calculating kernel matrix, this could take a while...\n",
      "\n",
      " --- Weisfeiler-Lehman edge kernel matrix of size 185 built in 10.02536916732788 seconds ---\n",
      "[[ 22.  11.  22. ...   0.   0.  11.]\n",
      " [ 11.  33.  11. ...   0.   0.  22.]\n",
      " [ 22.  11.  22. ...   0.   0.  11.]\n",
      " ...\n",
      " [  0.   0.   0. ... 110.  77.   0.]\n",
      " [  0.   0.   0. ...  77. 110.  11.]\n",
      " [ 11.  22.  11. ...   0.  11. 110.]]\n",
      "\n",
      " Starting calculate accuracy/rmse...\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "calculate performance:  97%|█████████▋| 970/1000 [00:01<00:00, 694.38it/s]\n",
      " Mean performance on train set: 29.924232\n",
      "With standard deviation: 0.790843\n",
      "\n",
      " Mean performance on test set: 33.416469\n",
      "With standard deviation: 4.731694\n",
      "calculate performance: 100%|██████████| 1000/1000 [00:01<00:00, 678.72it/s]\n",
      "\n",
      "\n",
      "  height    rmse_test    std_test    rmse_train    std_train     k_time\n",
      "--------  -----------  ----------  ------------  -----------  ---------\n",
      "       0      33.4077     4.73272       29.9975     0.90234    0.853002\n",
      "       1      33.4235     4.72131       30.1603     1.09423    1.71751\n",
      "       2      33.433      4.72441       29.9286     0.787941   2.66032\n",
      "       3      33.4073     4.73243       30.0114     0.909674   3.47763\n",
      "       4      33.4256     4.72166       30.1842     1.1089     4.54367\n",
      "       5      33.4067     4.72641       30.0411     1.01845    5.66178\n",
      "       6      33.419      4.73075       29.9056     0.782179   6.14803\n",
      "       7      33.4248     4.72155       30.1759     1.10382    7.60354\n",
      "       8      33.4122     4.71554       30.1365     1.07485    7.97222\n",
      "       9      33.4071     4.73193       30.0329     0.921065   9.07084\n",
      "      10      33.4165     4.73169       29.9242     0.790843  10.0254\n"
     ]
    }
   ],
   "source": [
    "# WL edge kernel\n",
    "%load_ext line_profiler\n",
    "\n",
    "import numpy as np\n",
    "import sys\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.utils import kernel_train_test\n",
    "from gklearn.kernels.weisfeilerLehmanKernel import weisfeilerlehmankernel, _wl_subtreekernel_do\n",
    "\n",
    "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n",
    "kernel_file_path = 'kernelmatrices_weisfeilerlehman_subtree_acyclic/'\n",
    "\n",
    "kernel_para = dict(node_label = 'atom', edge_label = 'bond_type', base_kernel = 'edge')\n",
    "\n",
    "kernel_train_test(datafile, kernel_file_path, weisfeilerlehmankernel, kernel_para, \\\n",
    "    hyper_name = 'height', hyper_range = np.linspace(0, 10, 11), normalize = False)\n",
    "\n",
    "# %lprun -f _wl_subtreekernel_do \\\n",
    "#     kernel_train_test(datafile, kernel_file_path, weisfeilerlehmankernel, kernel_para, \\\n",
    "#     hyper_name = 'height', hyper_range = np.linspace(0, 10, 11), normalize = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndentationError",
     "evalue": "unindent does not match any outer indentation level (<tokenize>, line 16)",
     "output_type": "error",
     "traceback": [
      "\u001b[0;36m  File \u001b[0;32m\"<tokenize>\"\u001b[0;36m, line \u001b[0;32m16\u001b[0m\n\u001b[0;31m    10     34.0963      6.93115      11.4257     11.2624    4.94888\u001b[0m\n\u001b[0m    ^\u001b[0m\n\u001b[0;31mIndentationError\u001b[0m\u001b[0;31m:\u001b[0m unindent does not match any outer indentation level\n"
     ]
    }
   ],
   "source": [
    "# results\n",
    "\n",
    "# subtree with y normalization\n",
    "  height    RMSE_test    std_test    RMSE_train    std_train    k_time\n",
    "--------  -----------  ----------  ------------  -----------  --------\n",
    "       0     36.2108      7.33179      38.6059      1.57064   0.379475\n",
    "       1      9.00098     6.37145       6.76379     1.96568   0.844898\n",
    "       2     19.8113      4.04911       5.28757     1.81899   1.35308\n",
    "       3     25.0455      4.94276       2.3274      0.805733  1.81136\n",
    "       4     28.2255      6.5212        0.85156     0.423465  2.23098\n",
    "       5     30.6354      6.73647       3.35947     8.17561   2.71575\n",
    "       6     32.1027      6.85601       3.54105     8.71922   3.11459\n",
    "       7     32.9709      6.89606       6.94372     9.94045   3.55571\n",
    "       8     33.5112      6.90753       6.97339     9.76975   3.79657\n",
    "       9     33.8502      6.91427      11.8345     11.6213    4.41555\n",
    "      10     34.0963      6.93115      11.4257     11.2624    4.94888\n",
    "\n",
    "# subtree without y normalization\n",
    "  height    RMSE_test    std_test    RMSE_train    std_train    k_time\n",
    "--------  -----------  ----------  ------------  -----------  --------\n",
    "       0     15.6859      4.1392      17.6816       0.713183  0.360443\n",
    "       1      7.55046     2.33179      6.27001      0.654734  0.837389\n",
    "       2      9.72847     2.05767      4.45068      0.882129  1.25317\n",
    "       3     11.2961      2.79994      2.27059      0.481516  1.79971\n",
    "       4     12.8083      3.44694      1.07403      0.637823  2.35346\n",
    "       5     14.0179      3.67504      0.700602     0.57264   2.78285\n",
    "       6     14.9184      3.80535      0.691515     0.56462   3.20764\n",
    "       7     15.6295      3.86539      0.691516     0.56462   3.71648\n",
    "       8     16.2144      3.92876      0.691515     0.56462   3.99213\n",
    "       9     16.7257      3.9931       0.691515     0.56462   4.26315\n",
    "      10     17.1864      4.05672      0.691516     0.564621  5.00918\n",
    "    \n",
    "# sp\n",
    "  height    rmse_test    std_test    rmse_train    std_train    k_time\n",
    "--------  -----------  ----------  ------------  -----------  --------\n",
    "       0      35.192      4.49577       28.3604      1.35718   13.5041\n",
    "       1      35.1808     4.50045       27.9335      1.44836   26.8292\n",
    "       2      35.1632     4.50205       28.1113      1.50891   40.2356\n",
    "       3      35.1946     4.49801       28.3903      1.36571   54.6704\n",
    "       4      35.1753     4.50111       27.9746      1.46222   67.1522\n",
    "       5      35.1997     4.5071        28.0184      1.45564   80.0881\n",
    "       6      35.1645     4.49849       28.3731      1.60057   92.1925\n",
    "       7      35.1771     4.5009        27.9604      1.45742  105.812\n",
    "       8      35.1968     4.50526       28.1991      1.5149   119.022\n",
    "       9      35.1956     4.50197       28.2665      1.30769  131.228\n",
    "      10      35.1676     4.49723       28.4163      1.61596  144.964\n",
    "    \n",
    "# path\n",
    "  height    rmse_test    std_test    rmse_train    std_train     k_time\n",
    "--------  -----------  ----------  ------------  -----------  ---------\n",
    "       0      33.4077     4.73272       29.9975     0.90234    0.853002\n",
    "       1      33.4235     4.72131       30.1603     1.09423    1.71751\n",
    "       2      33.433      4.72441       29.9286     0.787941   2.66032\n",
    "       3      33.4073     4.73243       30.0114     0.909674   3.47763\n",
    "       4      33.4256     4.72166       30.1842     1.1089     4.54367\n",
    "       5      33.4067     4.72641       30.0411     1.01845    5.66178\n",
    "       6      33.419      4.73075       29.9056     0.782179   6.14803\n",
    "       7      33.4248     4.72155       30.1759     1.10382    7.60354\n",
    "       8      33.4122     4.71554       30.1365     1.07485    7.97222\n",
    "       9      33.4071     4.73193       30.0329     0.921065   9.07084\n",
    "      10      33.4165     4.73169       29.9242     0.790843  10.0254"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'O', 'C'}\n",
      "{'O', 'C'}\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "'int' object is not iterable",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-e54963002171>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     66\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabelset1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     67\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabelset2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 68\u001b[0;31m \u001b[0mkernel\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mspkernel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mG2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     69\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkernel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     70\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/gklearn/kernels/spKernel.py\u001b[0m in \u001b[0;36mspkernel\u001b[0;34m(edge_weight, *args)\u001b[0m\n\u001b[1;32m     39\u001b[0m     \u001b[0mstart_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 41\u001b[0;31m     \u001b[0mGn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m \u001b[0mgetSPGraph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medge_weight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0medge_weight\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mG\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m]\u001b[0m \u001b[0;31m# get shortest path graphs of Gn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     42\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mGn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/gklearn/kernels/spKernel.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m     39\u001b[0m     \u001b[0mstart_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     40\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 41\u001b[0;31m     \u001b[0mGn\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m \u001b[0mgetSPGraph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medge_weight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0medge_weight\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mG\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m]\u001b[0m \u001b[0;31m# get shortest path graphs of Gn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     42\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     43\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mGn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/gklearn/utils/utils.py\u001b[0m in \u001b[0;36mgetSPGraph\u001b[0;34m(G, edge_weight)\u001b[0m\n\u001b[1;32m     35\u001b[0m     \u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0mBorgwardt\u001b[0m \u001b[0mKM\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mKriegel\u001b[0m \u001b[0mHP\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mShortest\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mpath\u001b[0m \u001b[0mkernels\u001b[0m \u001b[0mon\u001b[0m \u001b[0mgraphs\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mInData\u001b[0m \u001b[0mMining\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mFifth\u001b[0m \u001b[0mIEEE\u001b[0m \u001b[0mInternational\u001b[0m \u001b[0mConference\u001b[0m \u001b[0mon\u001b[0m \u001b[0;36m2005\u001b[0m \u001b[0mNov\u001b[0m \u001b[0;36m27\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mpp\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mpp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mIEEE\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     36\u001b[0m     \"\"\"\n\u001b[0;32m---> 37\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0mfloydTransformation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medge_weight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0medge_weight\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     39\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mfloydTransformation\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0medge_weight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'bond_type'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/gklearn/utils/utils.py\u001b[0m in \u001b[0;36mfloydTransformation\u001b[0;34m(G, edge_weight)\u001b[0m\n\u001b[1;32m     56\u001b[0m     \u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0mBorgwardt\u001b[0m \u001b[0mKM\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mKriegel\u001b[0m \u001b[0mHP\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mShortest\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mpath\u001b[0m \u001b[0mkernels\u001b[0m \u001b[0mon\u001b[0m \u001b[0mgraphs\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mInData\u001b[0m \u001b[0mMining\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mFifth\u001b[0m \u001b[0mIEEE\u001b[0m \u001b[0mInternational\u001b[0m \u001b[0mConference\u001b[0m \u001b[0mon\u001b[0m \u001b[0;36m2005\u001b[0m \u001b[0mNov\u001b[0m \u001b[0;36m27\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mpp\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mpp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m \u001b[0mIEEE\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     57\u001b[0m     \"\"\"\n\u001b[0;32m---> 58\u001b[0;31m     \u001b[0mspMatrix\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfloyd_warshall_numpy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweight\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0medge_weight\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     59\u001b[0m     \u001b[0mS\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mGraph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     60\u001b[0m     \u001b[0mS\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madd_nodes_from\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnodes\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/networkx/algorithms/shortest_paths/dense.py\u001b[0m in \u001b[0;36mfloyd_warshall_numpy\u001b[0;34m(G, nodelist, weight)\u001b[0m\n\u001b[1;32m     52\u001b[0m     \u001b[0;31m# nonedges are not given the value 0 as well.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     53\u001b[0m     A = nx.to_numpy_matrix(G, nodelist=nodelist, multigraph_weight=min,\n\u001b[0;32m---> 54\u001b[0;31m                            weight=weight, nonedge=np.inf)\n\u001b[0m\u001b[1;32m     55\u001b[0m     \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mm\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mA\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     56\u001b[0m     \u001b[0mI\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0midentity\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/networkx/convert_matrix.py\u001b[0m in \u001b[0;36mto_numpy_matrix\u001b[0;34m(G, nodelist, dtype, order, multigraph_weight, weight, nonedge)\u001b[0m\n\u001b[1;32m    446\u001b[0m     A = to_numpy_array(G, nodelist=nodelist, dtype=dtype, order=order,\n\u001b[1;32m    447\u001b[0m                        \u001b[0mmultigraph_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmultigraph_weight\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mweight\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 448\u001b[0;31m                        nonedge=nonedge)\n\u001b[0m\u001b[1;32m    449\u001b[0m     \u001b[0mM\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0masmatrix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mA\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    450\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mM\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/networkx/convert_matrix.py\u001b[0m in \u001b[0;36mto_numpy_array\u001b[0;34m(G, nodelist, dtype, order, multigraph_weight, weight, nonedge)\u001b[0m\n\u001b[1;32m   1061\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1062\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mnodelist\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1063\u001b[0;31m         \u001b[0mnodelist\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1064\u001b[0m     \u001b[0mnodeset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnodelist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1065\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnodelist\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnodeset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mTypeError\u001b[0m: 'int' object is not iterable"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "import networkx as nx\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.graphfiles import loadDataset\n",
    "from gklearn.kernels.spkernel import spkernel\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def weisfeilerlehman_test(G):\n",
    "    '''\n",
    "    Weisfeiler-Lehman test of graph isomorphism.\n",
    "    '''\n",
    "\n",
    "    nx.draw_networkx(G)\n",
    "    plt.show()\n",
    "    nx.draw_networkx_labels(G, nx.spring_layout(G), labels = nx.get_node_attributes(G,'label'))\n",
    "    print(G.nodes(data = True))\n",
    "    \n",
    "    set_multisets = []\n",
    "    for node in G.nodes(data = True):\n",
    "        # Multiset-label determination.\n",
    "        multiset = [ G.node[neighbors]['label'] for neighbors in G[node[0]] ]\n",
    "        # sorting each multiset\n",
    "        multiset.sort()\n",
    "        multiset = node[1]['label'] + ''.join(multiset) # concatenate to a string and add the prefix \n",
    "        set_multisets.append(multiset)\n",
    "        \n",
    "    # label compression\n",
    "#     set_multisets.sort() # this is unnecessary\n",
    "    set_unique = list(set(set_multisets)) # set of unique multiset labels\n",
    "    set_compressed = { value : str(set_unique.index(value)) for value in set_unique } # assign indices as the new labels\n",
    "#     print(set_compressed)\n",
    "#     print(set_multisets)\n",
    "    \n",
    "    # relabel nodes with multisets\n",
    "    for node in G.nodes(data = True):\n",
    "        node[1]['label'] = set_multisets[node[0]]\n",
    "    print(' -> ')\n",
    "    nx.draw_networkx(G)\n",
    "    plt.show()\n",
    "    print(G.nodes(data = True))\n",
    "\n",
    "    \n",
    "    # relabel nodes\n",
    "    for node in G.nodes(data = True):\n",
    "        node[1]['label'] = set_compressed[set_multisets[node[0]]]\n",
    "        \n",
    "    print(' -> ')\n",
    "    nx.draw_networkx(G)\n",
    "    plt.show()\n",
    "    print(G.nodes(data = True))\n",
    "\n",
    "dataset, y = loadDataset(\"../../../../datasets/acyclic/Acyclic/dataset_bps.ds\")\n",
    "G1 = dataset[12]\n",
    "G2 = dataset[55]\n",
    "\n",
    "# init.\n",
    "kernel = 0 # init kernel\n",
    "num_nodes1 = G1.number_of_nodes()\n",
    "num_nodes2 = G2.number_of_nodes()\n",
    "\n",
    "# the first iteration.\n",
    "labelset1 = { G1.nodes(data = True)[i]['label'] for i in range(num_nodes1) }\n",
    "labelset2 = { G2.nodes(data = True)[i]['label'] for i in range(num_nodes2) }\n",
    "print(labelset1)\n",
    "print(labelset2)\n",
    "kernel += spkernel(G1, G2)\n",
    "print(kernel)\n",
    "\n",
    "\n",
    "\n",
    "for height in range(0, min(num_nodes1, num_nodes2)): #Q how to determine the upper bound of the height?\n",
    "    if labelset1 != labelset2:\n",
    "        break\n",
    "        \n",
    "    # Weisfeiler-Lehman test of graph isomorphism.\n",
    "    weisfeilerlehman_test(G1)\n",
    "    weisfeilerlehman_test(G2)\n",
    "    \n",
    "    # calculate kernel\n",
    "    kernel += spkernel(G1, G2)\n",
    "    \n",
    "    # get label sets of both graphs\n",
    "    labelset1 = { G1.nodes(data = True)[i]['label'] for i in range(num_nodes1) }\n",
    "    labelset2 = { G2.nodes(data = True)[i]['label'] for i in range(num_nodes2) }\n",
    "#     print(labelset1)\n",
    "#     print(labelset2)\n",
    "\n",
    "print(kernel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'O', 6: 'O'}\n",
      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'S', 7: 'S'}\n",
      "\n",
      " --- height = 0 --- \n",
      "\n",
      " --- for graph 0 --- \n",
      "\n",
      "labels_ori: ['C', 'C', 'C', 'C', 'C', 'O', 'O']\n",
      "all_labels_ori: {'C', 'O'}\n",
      "num_of_each_label: {'C': 5, 'O': 2}\n",
      "all_num_of_each_label: [{'C': 5, 'O': 2}]\n",
      "num_of_labels: 2\n",
      "all_labels_ori: {'C', 'O'}\n",
      "\n",
      " --- for graph 1 --- \n",
      "\n",
      "labels_ori: ['C', 'C', 'C', 'C', 'C', 'C', 'S', 'S']\n",
      "all_labels_ori: {'C', 'O', 'S'}\n",
      "num_of_each_label: {'C': 6, 'S': 2}\n",
      "all_num_of_each_label: [{'C': 5, 'O': 2}, {'C': 6, 'S': 2}]\n",
      "num_of_labels: 2\n",
      "all_labels_ori: {'C', 'O', 'S'}\n",
      "\n",
      " all_num_of_labels_occured: 3\n",
      "\n",
      " --- calculating kernel matrix ---\n",
      "\n",
      " labels: {'C', 'O'}\n",
      "vector1: [[5 2]]\n",
      "vector2: [[5 2]]\n",
      "Kmatrix: [[ 29.   0.]\n",
      " [  0.   0.]]\n",
      "\n",
      " labels: {'C', 'O', 'S'}\n",
      "vector1: [[5 2 0]]\n",
      "vector2: [[6 0 2]]\n",
      "Kmatrix: [[ 29.  30.]\n",
      " [ 30.   0.]]\n",
      "\n",
      " labels: {'C', 'S'}\n",
      "vector1: [[6 2]]\n",
      "vector2: [[6 2]]\n",
      "Kmatrix: [[ 29.  30.]\n",
      " [ 30.  40.]]\n",
      "\n",
      " --- height = 1 --- \n",
      "\n",
      " --- for graph 0 --- \n",
      "\n",
      "multiset: ['CC', 'CC', 'CCO', 'CCO', 'COO', 'OCC', 'OCC']\n",
      "set_unique: ['OCC', 'COO', 'CCO', 'CC']\n",
      "set_compressed: {'OCC': '4', 'COO': '5', 'CCO': '6', 'CC': '7'}\n",
      "all_set_compressed: {'OCC': '4', 'COO': '5', 'CCO': '6', 'CC': '7'}\n",
      "num_of_labels_occured: 7\n",
      "\n",
      " compressed labels: {0: '7', 1: '7', 2: '6', 3: '6', 4: '5', 5: '4', 6: '4'}\n",
      "labels_comp: ['7', '7', '6', '6', '5', '4', '4']\n",
      "all_labels_ori: {'5', '4', '6', '7'}\n",
      "num_of_each_label: {'5': 1, '4': 2, '6': 2, '7': 2}\n",
      "all_num_of_each_label: [{'5': 1, '4': 2, '6': 2, '7': 2}]\n",
      "\n",
      " --- for graph 1 --- \n",
      "\n",
      "multiset: ['CC', 'CC', 'CC', 'CCS', 'CCS', 'CCSS', 'SCC', 'SCC']\n",
      "set_unique: ['SCC', 'CC', 'CCS', 'CCSS']\n",
      "set_compressed: {'SCC': '8', 'CC': '7', 'CCS': '9', 'CCSS': '10'}\n",
      "all_set_compressed: {'SCC': '8', 'COO': '5', 'CCS': '9', 'OCC': '4', 'CCO': '6', 'CCSS': '10', 'CC': '7'}\n",
      "num_of_labels_occured: 10\n",
      "\n",
      " compressed labels: {0: '7', 1: '7', 2: '7', 3: '9', 4: '9', 5: '10', 6: '8', 7: '8'}\n",
      "labels_comp: ['7', '7', '7', '9', '9', '10', '8', '8']\n",
      "all_labels_ori: {'10', '4', '7', '9', '6', '5', '8'}\n",
      "num_of_each_label: {'10': 1, '9': 2, '7': 3, '8': 2}\n",
      "all_num_of_each_label: [{'5': 1, '4': 2, '6': 2, '7': 2}, {'10': 1, '9': 2, '7': 3, '8': 2}]\n",
      "\n",
      " all_num_of_labels_occured: 10\n",
      "\n",
      " --- calculating kernel matrix ---\n",
      "\n",
      " labels: {'5', '4', '6', '7'}\n",
      "vector1: [[1 2 2 2]]\n",
      "vector2: [[1 2 2 2]]\n",
      "\n",
      " labels: {'10', '4', '7', '9', '6', '5', '8'}\n",
      "vector1: [[0 2 2 0 2 1 0]]\n",
      "vector2: [[1 0 3 2 0 0 2]]\n",
      "\n",
      " labels: {'8', '10', '7', '9'}\n",
      "vector1: [[2 1 3 2]]\n",
      "vector2: [[2 1 3 2]]\n",
      "\n",
      " Kmatrix: [[ 42.  36.]\n",
      " [ 36.  58.]]\n",
      "\n",
      " --- height = 2 --- \n",
      "\n",
      " --- for graph 0 --- \n",
      "\n",
      "multiset: ['76', '76', '647', '647', '544', '456', '456']\n",
      "set_unique: ['647', '76', '456', '544']\n",
      "set_compressed: {'647': '11', '76': '12', '544': '14', '456': '13'}\n",
      "all_set_compressed: {'647': '11', '76': '12', '456': '13', '544': '14'}\n",
      "num_of_labels_occured: 14\n",
      "\n",
      " compressed labels: {0: '12', 1: '12', 2: '11', 3: '11', 4: '14', 5: '13', 6: '13'}\n",
      "labels_comp: ['12', '12', '11', '11', '14', '13', '13']\n",
      "all_labels_ori: {'14', '12', '11', '13'}\n",
      "num_of_each_label: {'14': 1, '13': 2, '12': 2, '11': 2}\n",
      "all_num_of_each_label: [{'14': 1, '13': 2, '12': 2, '11': 2}]\n",
      "\n",
      " --- for graph 1 --- \n",
      "\n",
      "multiset: ['79', '79', '710', '978', '978', '10788', '8109', '8109']\n",
      "set_unique: ['710', '8109', '79', '10788', '978']\n",
      "set_compressed: {'710': '15', '79': '17', '8109': '16', '978': '19', '10788': '18'}\n",
      "all_set_compressed: {'710': '15', '79': '17', '978': '19', '10788': '18', '8109': '16', '456': '13', '544': '14', '647': '11', '76': '12'}\n",
      "num_of_labels_occured: 19\n",
      "\n",
      " compressed labels: {0: '17', 1: '17', 2: '15', 3: '19', 4: '19', 5: '18', 6: '16', 7: '16'}\n",
      "labels_comp: ['17', '17', '15', '19', '19', '18', '16', '16']\n",
      "all_labels_ori: {'18', '19', '12', '13', '17', '11', '14', '16', '15'}\n",
      "num_of_each_label: {'15': 1, '17': 2, '19': 2, '16': 2, '18': 1}\n",
      "all_num_of_each_label: [{'14': 1, '13': 2, '12': 2, '11': 2}, {'15': 1, '17': 2, '19': 2, '16': 2, '18': 1}]\n",
      "\n",
      " all_num_of_labels_occured: 19\n",
      "\n",
      " --- calculating kernel matrix ---\n",
      "\n",
      " labels: {'14', '12', '11', '13'}\n",
      "vector1: [[1 2 2 2]]\n",
      "vector2: [[1 2 2 2]]\n",
      "\n",
      " labels: {'18', '19', '12', '13', '17', '11', '14', '16', '15'}\n",
      "vector1: [[0 0 2 2 0 2 1 0 0]]\n",
      "vector2: [[1 2 0 0 2 0 0 2 1]]\n",
      "\n",
      " labels: {'18', '17', '15', '16', '19'}\n",
      "vector1: [[1 2 1 2 2]]\n",
      "vector2: [[1 2 1 2 2]]\n",
      "\n",
      " Kmatrix: [[ 55.  36.]\n",
      " [ 36.  72.]]\n",
      "\n",
      " --- Weisfeiler-Lehman subtree kernel built in 0.0034377574920654297 seconds ---\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[ 55.,  36.],\n",
       "       [ 36.,  72.]])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# test of WL subtree kernel on many graphs\n",
    "\n",
    "import sys\n",
    "import pathlib\n",
    "from collections import Counter\n",
    "sys.path.insert(0, \"../\")\n",
    "\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import time\n",
    "\n",
    "from gklearn.kernels.spkernel import spkernel\n",
    "from gklearn.kernels.pathKernel import pathkernel\n",
    "\n",
    "def weisfeilerlehmankernel(*args, height = 0, base_kernel = 'subtree'):\n",
    "    \"\"\"Calculate Weisfeiler-Lehman kernels between graphs.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    Gn : List of NetworkX graph\n",
    "        List of graphs between which the kernels are calculated.\n",
    "    /\n",
    "    G1, G2 : NetworkX graphs\n",
    "        2 graphs between which the kernel is calculated.\n",
    "        \n",
    "    height : subtree height\n",
    "    \n",
    "    base_kernel : base kernel used in each iteration of WL kernel\n",
    "        the default base kernel is subtree kernel\n",
    "        \n",
    "    Return\n",
    "    ------\n",
    "    Kmatrix/Kernel : Numpy matrix/int\n",
    "        Kernel matrix, each element of which is the Weisfeiler-Lehman kernel between 2 praphs. / Weisfeiler-Lehman Kernel between 2 graphs.\n",
    "        \n",
    "    Notes\n",
    "    -----\n",
    "    This function now supports WL subtree kernel and WL shortest path kernel.\n",
    "    \n",
    "    References\n",
    "    ----------\n",
    "    [1] Shervashidze N, Schweitzer P, Leeuwen EJ, Mehlhorn K, Borgwardt KM. Weisfeiler-lehman graph kernels. Journal of Machine Learning Research. 2011;12(Sep):2539-61.\n",
    "    \"\"\"\n",
    "    if len(args) == 1: # for a list of graphs\n",
    "\n",
    "#         print(args)\n",
    "        start_time = time.time()\n",
    "        \n",
    "        # for WL subtree kernel\n",
    "        if base_kernel == 'subtree':           \n",
    "            Kmatrix = _wl_subtreekernel_do(args[0], height = height, base_kernel = 'subtree')\n",
    "            \n",
    "        # for WL edge kernel\n",
    "        elif base_kernel == 'edge':\n",
    "            print('edge')\n",
    "            \n",
    "        # for WL shortest path kernel\n",
    "        elif base_kernel == 'sp':\n",
    "            Gn = args[0]\n",
    "            Kmatrix = np.zeros((len(Gn), len(Gn)))\n",
    "            \n",
    "            for i in range(0, len(Gn)):\n",
    "                for j in range(i, len(Gn)):\n",
    "                    Kmatrix[i][j] = _weisfeilerlehmankernel_do(Gn[i], Gn[j])\n",
    "                    Kmatrix[j][i] = Kmatrix[i][j]\n",
    "\n",
    "        print(\"\\n --- Weisfeiler-Lehman %s kernel matrix of size %d built in %s seconds ---\" % (base_kernel, len(args[0]), (time.time() - start_time)))\n",
    "        \n",
    "        return Kmatrix\n",
    "        \n",
    "    else: # for only 2 graphs\n",
    "        \n",
    "        start_time = time.time()\n",
    "        \n",
    "        # for WL subtree kernel\n",
    "        if base_kernel == 'subtree':\n",
    "            \n",
    "            args = [args[0], args[1]]\n",
    "#             print(args)\n",
    "            kernel = _wl_subtreekernel_do(args, height = height, base_kernel = 'subtree')\n",
    "            \n",
    "        # for WL edge kernel\n",
    "        elif base_kernel == 'edge':\n",
    "            print('edge')\n",
    "            \n",
    "        # for WL shortest path kernel\n",
    "        elif base_kernel == 'sp':\n",
    "            \n",
    "\n",
    "            kernel = _pathkernel_do(args[0], args[1])\n",
    "\n",
    "        print(\"\\n --- Weisfeiler-Lehman %s kernel built in %s seconds ---\" % (base_kernel, time.time() - start_time))\n",
    "        \n",
    "        return kernel\n",
    "    \n",
    "    \n",
    "def _weisfeilerlehmankernel_do(G1, G2):\n",
    "    \"\"\"Calculate Weisfeiler-Lehman kernels between 2 graphs. This kernel use shortest path kernel to calculate kernel between two graphs in each iteration.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    G1, G2 : NetworkX graphs\n",
    "        2 graphs between which the kernel is calculated.\n",
    "        \n",
    "    Return\n",
    "    ------\n",
    "    Kernel : int\n",
    "        Weisfeiler-Lehman Kernel between 2 graphs.\n",
    "    \"\"\"\n",
    "    \n",
    "    # init.\n",
    "    kernel = 0 # init kernel\n",
    "    num_nodes1 = G1.number_of_nodes()\n",
    "    num_nodes2 = G2.number_of_nodes()\n",
    "    height = 12 #min(num_nodes1, num_nodes2)) #Q how to determine the upper bound of the height?\n",
    "    \n",
    "    # the first iteration.\n",
    "    labelset1 = { G1.nodes(data = True)[i]['label'] for i in range(num_nodes1) }\n",
    "    labelset2 = { G2.nodes(data = True)[i]['label'] for i in range(num_nodes2) }\n",
    "    kernel += pathkernel(G1, G2) # change your base kernel here (and one more below)\n",
    "    \n",
    "    for h in range(0, height):\n",
    "#         if labelset1 != labelset2:\n",
    "#             break\n",
    "\n",
    "        # Weisfeiler-Lehman test of graph isomorphism.\n",
    "        relabel(G1)\n",
    "        relabel(G2)\n",
    "\n",
    "        # calculate kernel\n",
    "        kernel += pathkernel(G1, G2) # change your base kernel here (and one more before)\n",
    "\n",
    "        # get label sets of both graphs\n",
    "        labelset1 = { G1.nodes(data = True)[i]['label'] for i in range(num_nodes1) }\n",
    "        labelset2 = { G2.nodes(data = True)[i]['label'] for i in range(num_nodes2) }\n",
    "    \n",
    "    return kernel\n",
    "\n",
    "\n",
    "def relabel(G):\n",
    "    '''\n",
    "    Relabel nodes in graph G in one iteration of the 1-dim. WL test of graph isomorphism.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    G : NetworkX graph\n",
    "        The graphs whose nodes are relabeled.\n",
    "    '''\n",
    "    \n",
    "    # get the set of original labels\n",
    "    labels_ori = list(nx.get_node_attributes(G, 'label').values())\n",
    "    print(labels_ori)\n",
    "    num_of_each_label = dict(Counter(labels_ori))\n",
    "    print(num_of_each_label)\n",
    "    num_of_labels = len(num_of_each_label)\n",
    "    print(num_of_labels)\n",
    "    \n",
    "    set_multisets = []\n",
    "    for node in G.nodes(data = True):\n",
    "        # Multiset-label determination.\n",
    "        multiset = [ G.node[neighbors]['label'] for neighbors in G[node[0]] ]\n",
    "        # sorting each multiset\n",
    "        multiset.sort()\n",
    "        multiset = node[1]['label'] + ''.join(multiset) # concatenate to a string and add the prefix \n",
    "        set_multisets.append(multiset)\n",
    "    print(set_multisets)\n",
    "        \n",
    "    # label compression\n",
    "#     set_multisets.sort() # this is unnecessary\n",
    "    set_unique = list(set(set_multisets)) # set of unique multiset labels\n",
    "    print(set_unique)\n",
    "    set_compressed = { value : str(set_unique.index(value) + num_of_labels + 1) for value in set_unique } # assign new labels\n",
    "    print(set_compressed)\n",
    "    \n",
    "    # relabel nodes\n",
    "#     nx.relabel_nodes(G, set_compressed, copy = False)\n",
    "    for node in G.nodes(data = True):\n",
    "        node[1]['label'] = set_compressed[set_multisets[node[0]]]\n",
    "    print(nx.get_node_attributes(G, 'label'))\n",
    "\n",
    "    # get the set of compressed labels\n",
    "    labels_comp = list(nx.get_node_attributes(G, 'label').values())\n",
    "    print(labels_comp)\n",
    "    num_of_each_label.update(dict(Counter(labels_comp)))\n",
    "    print(num_of_each_label)\n",
    "    \n",
    "    \n",
    "def _wl_subtreekernel_do(*args, height = 0, base_kernel = 'subtree'):\n",
    "    \"\"\"Calculate Weisfeiler-Lehman subtree kernels between graphs.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    Gn : List of NetworkX graph\n",
    "        List of graphs between which the kernels are calculated.\n",
    "        \n",
    "    Return\n",
    "    ------\n",
    "    Kmatrix/Kernel : Numpy matrix/int\n",
    "        Kernel matrix, each element of which is the Weisfeiler-Lehman kernel between 2 praphs.\n",
    "    \"\"\"\n",
    "    \n",
    "#     print(args)\n",
    "    Gn = args[0]\n",
    "#     print(Gn)\n",
    "\n",
    "    Kmatrix = np.zeros((len(Gn), len(Gn)))\n",
    "    all_num_of_labels_occured = 0 # number of the set of letters that occur before as node labels at least once in all graphs\n",
    "    \n",
    "    # initial for height = 0\n",
    "    print('\\n --- height = 0 --- ')\n",
    "    all_labels_ori = set() # all unique orignal labels in all graphs in this iteration\n",
    "    all_num_of_each_label = [] # number of occurence of each label in each graph in this iteration\n",
    "    all_set_compressed = {} # a dictionary mapping original labels to new ones in all graphs in this iteration\n",
    "    num_of_labels_occured = all_num_of_labels_occured # number of the set of letters that occur before as node labels at least once in all graphs\n",
    "\n",
    "    # for each graph\n",
    "    for idx, G in enumerate(Gn):\n",
    "        # get the set of original labels\n",
    "        print('\\n --- for graph %d --- \\n' % (idx))\n",
    "        labels_ori = list(nx.get_node_attributes(G, 'label').values())\n",
    "        print('labels_ori: %s' % (labels_ori))\n",
    "        all_labels_ori.update(labels_ori)\n",
    "        print('all_labels_ori: %s' % (all_labels_ori))\n",
    "        num_of_each_label = dict(Counter(labels_ori)) # number of occurence of each label in graph\n",
    "        print('num_of_each_label: %s' % (num_of_each_label))\n",
    "        all_num_of_each_label.append(num_of_each_label)\n",
    "        print('all_num_of_each_label: %s' % (all_num_of_each_label))\n",
    "        num_of_labels = len(num_of_each_label) # number of all unique labels\n",
    "        print('num_of_labels: %s' % (num_of_labels))\n",
    "        \n",
    "\n",
    "        all_labels_ori.update(labels_ori)\n",
    "        print('all_labels_ori: %s' % (all_labels_ori))\n",
    "        \n",
    "    all_num_of_labels_occured += len(all_labels_ori)\n",
    "    print('\\n all_num_of_labels_occured: %s' % (all_num_of_labels_occured))\n",
    "        \n",
    "    # calculate subtree kernel with the 0th iteration and add it to the final kernel\n",
    "    print('\\n --- calculating kernel matrix ---')\n",
    "    for i in range(0, len(Gn)):\n",
    "        for j in range(i, len(Gn)):\n",
    "            labels = set(list(all_num_of_each_label[i].keys()) + list(all_num_of_each_label[j].keys()))\n",
    "            print('\\n labels: %s' % (labels))\n",
    "            vector1 = np.matrix([ (all_num_of_each_label[i][label] if (label in all_num_of_each_label[i].keys()) else 0) for label in labels ])\n",
    "            vector2 = np.matrix([ (all_num_of_each_label[j][label] if (label in all_num_of_each_label[j].keys()) else 0) for label in labels ])\n",
    "            print('vector1: %s' % (vector1))\n",
    "            print('vector2: %s' % (vector2))\n",
    "            Kmatrix[i][j] += np.dot(vector1, vector2.transpose())\n",
    "            Kmatrix[j][i] = Kmatrix[i][j]\n",
    "            print('Kmatrix: %s' % (Kmatrix))\n",
    "\n",
    "    \n",
    "    # iterate each height\n",
    "    for h in range(1, height + 1):\n",
    "        print('\\n --- height = %d --- ' % (h))\n",
    "        all_set_compressed = {} # a dictionary mapping original labels to new ones in all graphs in this iteration\n",
    "        num_of_labels_occured = all_num_of_labels_occured # number of the set of letters that occur before as node labels at least once in all graphs\n",
    "        all_labels_ori = set()\n",
    "        all_num_of_each_label = []\n",
    "        \n",
    "        # for each graph\n",
    "        for idx, G in enumerate(Gn):\n",
    "#             # get the set of original labels\n",
    "            print('\\n --- for graph %d --- \\n' % (idx))\n",
    "#             labels_ori = list(nx.get_node_attributes(G, 'label').values())\n",
    "#             print('labels_ori: %s' % (labels_ori))\n",
    "#             num_of_each_label = dict(Counter(labels_ori)) # number of occurence of each label in graph\n",
    "#             print('num_of_each_label: %s' % (num_of_each_label))\n",
    "#             num_of_labels = len(num_of_each_label) # number of all unique labels\n",
    "#             print('num_of_labels: %s' % (num_of_labels))\n",
    "            \n",
    "#             all_labels_ori.update(labels_ori)\n",
    "#             print('all_labels_ori: %s' % (all_labels_ori))\n",
    "#             #             num_of_labels_occured += num_of_labels #@todo not precise\n",
    "#             num_of_labels_occured = all_num_of_labels_occured + len(all_labels_ori) + len(all_set_compressed)\n",
    "#             print('num_of_labels_occured: %s' % (num_of_labels_occured))\n",
    "            \n",
    "            set_multisets = []\n",
    "            for node in G.nodes(data = True):\n",
    "                # Multiset-label determination.\n",
    "                multiset = [ G.node[neighbors]['label'] for neighbors in G[node[0]] ]\n",
    "                # sorting each multiset\n",
    "                multiset.sort()\n",
    "                multiset = node[1]['label'] + ''.join(multiset) # concatenate to a string and add the prefix \n",
    "                set_multisets.append(multiset)\n",
    "            print('multiset: %s' % (set_multisets))\n",
    "\n",
    "            # label compression\n",
    "        #     set_multisets.sort() # this is unnecessary\n",
    "            set_unique = list(set(set_multisets)) # set of unique multiset labels\n",
    "            print('set_unique: %s' % (set_unique))\n",
    "            # a dictionary mapping original labels to new ones. \n",
    "            set_compressed = {}\n",
    "            # if a label occured before, assign its former compressed label, else assign the number of labels occured + 1 as the compressed label \n",
    "            for value in set_unique:\n",
    "                if value in all_set_compressed.keys():\n",
    "                    set_compressed.update({ value : all_set_compressed[value] })\n",
    "                else:\n",
    "                    set_compressed.update({ value : str(num_of_labels_occured + 1) })\n",
    "                    num_of_labels_occured += 1\n",
    "#             set_compressed = { value : (all_set_compressed[value] if value in all_set_compressed.keys() else str(set_unique.index(value) + num_of_labels_occured + 1)) for value in set_unique }\n",
    "            print('set_compressed: %s' % (set_compressed))\n",
    "            \n",
    "            all_set_compressed.update(set_compressed)\n",
    "            print('all_set_compressed: %s' % (all_set_compressed))\n",
    "#             num_of_labels_occured += len(set_compressed) #@todo not precise\n",
    "            print('num_of_labels_occured: %s' % (num_of_labels_occured))\n",
    "            \n",
    "            # relabel nodes\n",
    "        #     nx.relabel_nodes(G, set_compressed, copy = False)\n",
    "            for node in G.nodes(data = True):\n",
    "                node[1]['label'] = set_compressed[set_multisets[node[0]]]\n",
    "            print('\\n compressed labels: %s' % (nx.get_node_attributes(G, 'label')))\n",
    "\n",
    "            # get the set of compressed labels\n",
    "            labels_comp = list(nx.get_node_attributes(G, 'label').values())\n",
    "            print('labels_comp: %s' % (labels_comp))\n",
    "            all_labels_ori.update(labels_comp)\n",
    "            print('all_labels_ori: %s' % (all_labels_ori))\n",
    "            num_of_each_label = dict(Counter(labels_comp))\n",
    "            print('num_of_each_label: %s' % (num_of_each_label))\n",
    "            all_num_of_each_label.append(num_of_each_label)\n",
    "            print('all_num_of_each_label: %s' % (all_num_of_each_label))\n",
    "                    \n",
    "        all_num_of_labels_occured += len(all_labels_ori)\n",
    "        print('\\n all_num_of_labels_occured: %s' % (all_num_of_labels_occured))\n",
    "        \n",
    "        # calculate subtree kernel with h iterations and add it to the final kernel\n",
    "        print('\\n --- calculating kernel matrix ---')\n",
    "        for i in range(0, len(Gn)):\n",
    "            for j in range(i, len(Gn)):\n",
    "                labels = set(list(all_num_of_each_label[i].keys()) + list(all_num_of_each_label[j].keys()))\n",
    "                print('\\n labels: %s' % (labels))\n",
    "                vector1 = np.matrix([ (all_num_of_each_label[i][label] if (label in all_num_of_each_label[i].keys()) else 0) for label in labels ])\n",
    "                vector2 = np.matrix([ (all_num_of_each_label[j][label] if (label in all_num_of_each_label[j].keys()) else 0) for label in labels ])\n",
    "                print('vector1: %s' % (vector1))\n",
    "                print('vector2: %s' % (vector2))\n",
    "                Kmatrix[i][j] += np.dot(vector1, vector2.transpose())\n",
    "                Kmatrix[j][i] = Kmatrix[i][j]\n",
    "                    \n",
    "        print('\\n Kmatrix: %s' % (Kmatrix))\n",
    "\n",
    "    return Kmatrix\n",
    "\n",
    "    \n",
    "# main\n",
    "import sys\n",
    "from collections import Counter\n",
    "import networkx as nx\n",
    "sys.path.insert(0, \"../\")\n",
    "from gklearn.utils.graphfiles import loadDataset\n",
    "from gklearn.kernels.spkernel import spkernel\n",
    "\n",
    "dataset, y = loadDataset(\"../../../../datasets/acyclic/Acyclic/dataset_bps.ds\")\n",
    "G1 = dataset[15]\n",
    "print(nx.get_node_attributes(G1, 'label'))\n",
    "G2 = dataset[80]\n",
    "print(nx.get_node_attributes(G2, 'label'))\n",
    "\n",
    "weisfeilerlehmankernel(G1, G2, height = 2)\n",
    "# Kmatrix = weisfeilerlehmankernel(G1, G2)"
   ]
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