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run_untilnwalkkernel.ipynb 401 kB

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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 1,
  6. "metadata": {
  7. "scrolled": false
  8. },
  9. "outputs": [
  10. {
  11. "name": "stdout",
  12. "output_type": "stream",
  13. "text": [
  14. "\n",
  15. "--- This is a regression problem ---\n",
  16. "\n",
  17. "1. Loading dataset from file...\n",
  18. "\n",
  19. "2. Calculating gram matrices. This could take a while...\n",
  20. "\n",
  21. " --- kernel matrix of walk kernel up to 0 of size 183 built in 0.2203214168548584 seconds ---\n",
  22. "\n",
  23. "gram matrix with parameters {'n': 0.0} is: \n",
  24. "[[ 5. 6. 4. ... 20. 20. 20.]\n",
  25. " [ 6. 8. 4. ... 20. 20. 20.]\n",
  26. " [ 4. 4. 5. ... 21. 21. 21.]\n",
  27. " ...\n",
  28. " [ 20. 20. 21. ... 101. 101. 101.]\n",
  29. " [ 20. 20. 21. ... 101. 101. 101.]\n",
  30. " [ 20. 20. 21. ... 101. 101. 101.]]\n"
  31. ]
  32. },
  33. {
  34. "data": {
  35. 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\n",
  36. "text/plain": [
  37. "<matplotlib.figure.Figure at 0x7f3789aed9e8>"
  38. ]
  39. },
  40. "metadata": {},
  41. "output_type": "display_data"
  42. },
  43. {
  44. "name": "stdout",
  45. "output_type": "stream",
  46. "text": [
  47. "\n",
  48. " --- kernel matrix of walk kernel up to 1 of size 183 built in 0.321882963180542 seconds ---\n",
  49. "\n",
  50. "gram matrix with parameters {'n': 1.0} is: \n",
  51. "[[ 13. 14. 4. ... 20. 20. 20.]\n",
  52. " [ 14. 20. 4. ... 20. 20. 20.]\n",
  53. " [ 4. 4. 13. ... 29. 29. 29.]\n",
  54. " ...\n",
  55. " [ 20. 20. 29. ... 365. 365. 365.]\n",
  56. " [ 20. 20. 29. ... 365. 365. 365.]\n",
  57. " [ 20. 20. 29. ... 365. 365. 365.]]\n"
  58. ]
  59. },
  60. {
  61. "data": {
  62. "image/png": 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\n",
  63. "text/plain": [
  64. "<matplotlib.figure.Figure at 0x7f3787a59da0>"
  65. ]
  66. },
  67. "metadata": {},
  68. "output_type": "display_data"
  69. },
  70. {
  71. "name": "stdout",
  72. "output_type": "stream",
  73. "text": [
  74. "\n",
  75. " --- kernel matrix of walk kernel up to 2 of size 183 built in 0.5602786540985107 seconds ---\n",
  76. "\n",
  77. "gram matrix with parameters {'n': 2.0} is: \n",
  78. "[[ 33. 26. 4. ... 20. 20. 20.]\n",
  79. " [ 26. 40. 4. ... 20. 20. 20.]\n",
  80. " [ 4. 4. 33. ... 49. 49. 49.]\n",
  81. " ...\n",
  82. " [ 20. 20. 49. ... 1417. 1417. 1349.]\n",
  83. " [ 20. 20. 49. ... 1417. 1417. 1349.]\n",
  84. " [ 20. 20. 49. ... 1349. 1349. 1287.]]\n"
  85. ]
  86. },
  87. {
  88. "data": {
  89. "image/png": 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\n",
  90. "text/plain": [
  91. "<matplotlib.figure.Figure at 0x7f37879ea630>"
  92. ]
  93. },
  94. "metadata": {},
  95. "output_type": "display_data"
  96. },
  97. {
  98. "name": "stdout",
  99. "output_type": "stream",
  100. "text": [
  101. "\n",
  102. " --- kernel matrix of walk kernel up to 3 of size 183 built in 1.1601207256317139 seconds ---\n",
  103. "\n",
  104. "gram matrix with parameters {'n': 3.0} is: \n",
  105. "[[6.500e+01 4.200e+01 4.000e+00 ... 2.000e+01 2.000e+01 2.000e+01]\n",
  106. " [4.200e+01 7.200e+01 4.000e+00 ... 2.000e+01 2.000e+01 2.000e+01]\n",
  107. " [4.000e+00 4.000e+00 6.500e+01 ... 8.100e+01 8.100e+01 8.100e+01]\n",
  108. " ...\n",
  109. " [2.000e+01 2.000e+01 8.100e+01 ... 4.649e+03 4.545e+03 4.549e+03]\n",
  110. " [2.000e+01 2.000e+01 8.100e+01 ... 4.545e+03 4.447e+03 4.441e+03]\n",
  111. " [2.000e+01 2.000e+01 8.100e+01 ... 4.549e+03 4.441e+03 4.471e+03]]\n"
  112. ]
  113. },
  114. {
  115. "data": {
  116. "image/png": 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\n",
  117. "text/plain": [
  118. "<matplotlib.figure.Figure at 0x7f37879faf60>"
  119. ]
  120. },
  121. "metadata": {},
  122. "output_type": "display_data"
  123. },
  124. {
  125. "name": "stdout",
  126. "output_type": "stream",
  127. "text": [
  128. "\n",
  129. " --- kernel matrix of walk kernel up to 4 of size 183 built in 3.2611255645751953 seconds ---\n",
  130. "\n",
  131. "gram matrix with parameters {'n': 4.0} is: \n",
  132. "[[1.4500e+02 6.6000e+01 4.0000e+00 ... 2.0000e+01 2.0000e+01 2.0000e+01]\n",
  133. " [6.6000e+01 1.2400e+02 4.0000e+00 ... 2.0000e+01 2.0000e+01 2.0000e+01]\n",
  134. " [4.0000e+00 4.0000e+00 1.4500e+02 ... 1.6100e+02 1.6100e+02 1.6100e+02]\n",
  135. " ...\n",
  136. " [2.0000e+01 2.0000e+01 1.6100e+02 ... 1.6701e+04 1.6597e+04 1.6211e+04]\n",
  137. " [2.0000e+01 2.0000e+01 1.6100e+02 ... 1.6597e+04 1.6515e+04 1.6107e+04]\n",
  138. " [2.0000e+01 2.0000e+01 1.6100e+02 ... 1.6211e+04 1.6107e+04 1.5847e+04]]\n"
  139. ]
  140. },
  141. {
  142. "data": {
  143. "image/png": 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\n",
  144. "text/plain": [
  145. "<matplotlib.figure.Figure at 0x7f37879faac8>"
  146. ]
  147. },
  148. "metadata": {},
  149. "output_type": "display_data"
  150. },
  151. {
  152. "name": "stdout",
  153. "output_type": "stream",
  154. "text": [
  155. "\n",
  156. " --- kernel matrix of walk kernel up to 5 of size 183 built in 8.812129020690918 seconds ---\n",
  157. "\n",
  158. "gram matrix with parameters {'n': 5.0} is: \n",
  159. "[[2.7300e+02 9.8000e+01 4.0000e+00 ... 2.0000e+01 2.0000e+01 2.0000e+01]\n",
  160. " [9.8000e+01 2.0800e+02 4.0000e+00 ... 2.0000e+01 2.0000e+01 2.0000e+01]\n",
  161. " [4.0000e+00 4.0000e+00 2.7300e+02 ... 2.8900e+02 2.8900e+02 2.8900e+02]\n",
  162. " ...\n",
  163. " [2.0000e+01 2.0000e+01 2.8900e+02 ... 5.4909e+04 5.3301e+04 5.5251e+04]\n",
  164. " [2.0000e+01 2.0000e+01 2.8900e+02 ... 5.3301e+04 5.1859e+04 5.3571e+04]\n",
  165. " [2.0000e+01 2.0000e+01 2.8900e+02 ... 5.5251e+04 5.3571e+04 5.6199e+04]]\n"
  166. ]
  167. },
  168. {
  169. "data": {
  170. "image/png": 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\n",
  171. "text/plain": [
  172. "<matplotlib.figure.Figure at 0x7f378792e8d0>"
  173. ]
  174. },
  175. "metadata": {},
  176. "output_type": "display_data"
  177. },
  178. {
  179. "name": "stdout",
  180. "output_type": "stream",
  181. "text": [
  182. "\n",
  183. " --- kernel matrix of walk kernel up to 6 of size 183 built in 25.35515284538269 seconds ---\n",
  184. "\n",
  185. "gram matrix with parameters {'n': 6.0} is: \n",
  186. "[[5.93000e+02 1.46000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n",
  187. " 2.00000e+01]\n",
  188. " [1.46000e+02 3.44000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n",
  189. " 2.00000e+01]\n",
  190. " [4.00000e+00 4.00000e+00 5.93000e+02 ... 6.09000e+02 6.09000e+02\n",
  191. " 6.09000e+02]\n",
  192. " ...\n",
  193. " [2.00000e+01 2.00000e+01 6.09000e+02 ... 1.95501e+05 1.93793e+05\n",
  194. " 1.97299e+05]\n",
  195. " [2.00000e+01 2.00000e+01 6.09000e+02 ... 1.93793e+05 1.92719e+05\n",
  196. " 1.95661e+05]\n",
  197. " [2.00000e+01 2.00000e+01 6.09000e+02 ... 1.97299e+05 1.95661e+05\n",
  198. " 2.01707e+05]]\n"
  199. ]
  200. },
  201. {
  202. "data": {
  203. "image/png": 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\n",
  204. "text/plain": [
  205. "<matplotlib.figure.Figure at 0x7f3787a4ec50>"
  206. ]
  207. },
  208. "metadata": {},
  209. "output_type": "display_data"
  210. },
  211. {
  212. "name": "stdout",
  213. "output_type": "stream",
  214. "text": [
  215. "\n",
  216. " --- kernel matrix of walk kernel up to 7 of size 183 built in 74.0282814502716 seconds ---\n",
  217. "\n",
  218. "gram matrix with parameters {'n': 7.0} is: \n",
  219. "[[1.10500e+03 2.10000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n",
  220. " 2.00000e+01]\n",
  221. " [2.10000e+02 5.64000e+02 4.00000e+00 ... 2.00000e+01 2.00000e+01\n",
  222. " 2.00000e+01]\n",
  223. " [4.00000e+00 4.00000e+00 1.10500e+03 ... 1.12100e+03 1.12100e+03\n",
  224. " 1.12100e+03]\n",
  225. " ...\n",
  226. " [2.00000e+01 2.00000e+01 1.12100e+03 ... 6.44397e+05 6.26337e+05\n",
  227. " 6.76883e+05]\n",
  228. " [2.00000e+01 2.00000e+01 1.12100e+03 ... 6.26337e+05 6.10895e+05\n",
  229. " 6.57917e+05]\n",
  230. " [2.00000e+01 2.00000e+01 1.12100e+03 ... 6.76883e+05 6.57917e+05\n",
  231. " 7.23339e+05]]\n"
  232. ]
  233. },
  234. {
  235. "data": {
  236. "image/png": 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\n",
  237. "text/plain": [
  238. "<matplotlib.figure.Figure at 0x7f3787830f28>"
  239. ]
  240. },
  241. "metadata": {},
  242. "output_type": "display_data"
  243. },
  244. {
  245. "ename": "KeyboardInterrupt",
  246. "evalue": "",
  247. "output_type": "error",
  248. "traceback": [
  249. "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
  250. "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
  251. "\u001b[0;32m<ipython-input-1-2b1121e86472>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m model_selection_for_precomputed_kernel(datafile, estimator, param_grid_precomputed, param_grid, \n\u001b[0;32m---> 15\u001b[0;31m 'regression', NUM_TRIALS=30)\n\u001b[0m",
  252. "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/pygraph/utils/model_selection_precomputed.py\u001b[0m in \u001b[0;36mmodel_selection_for_precomputed_kernel\u001b[0;34m(datafile, estimator, param_grid_precomputed, param_grid, model_type, NUM_TRIALS, datafile_y)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'2. Calculating gram matrices. This could take a while...'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mparams_out\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mparam_list_precomputed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0mKmatrix\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcurrent_run_time\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mestimator\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdataset\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mparams_out\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'gram matrix with parameters'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams_out\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'is: '\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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  257. "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/networkx/classes/graph.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, n)\u001b[0m\n\u001b[1;32m 438\u001b[0m \u001b[0mAtlasView\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;36m1\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[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 439\u001b[0m \"\"\"\n\u001b[0;32m--> 440\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0madj\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[0m\u001b[1;32m 441\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 442\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0madd_node\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnode_for_adding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mattr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
  258. "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/networkx/classes/coreviews.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 81\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 82\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mAtlasView\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_atlas\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\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 83\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 84\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
  259. "\u001b[0;32m/usr/local/lib/python3.5/dist-packages/networkx/classes/coreviews.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, d)\u001b[0m\n\u001b[1;32m 43\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_atlas\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstate\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'_atlas'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 44\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 45\u001b[0;31m \u001b[0;32mdef\u001b[0m \u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\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 46\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_atlas\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 47\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
  260. "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
  261. ]
  262. }
  263. ],
  264. "source": [
  265. "%load_ext line_profiler\n",
  266. "%matplotlib inline\n",
  267. "import numpy as np\n",
  268. "import sys\n",
  269. "sys.path.insert(0, \"../\")\n",
  270. "from pygraph.utils.model_selection_precomputed import model_selection_for_precomputed_kernel\n",
  271. "from pygraph.kernels.untilnWalkKernel import untilnwalkkernel\n",
  272. "\n",
  273. "datafile = '../../../../datasets/acyclic/Acyclic/dataset_bps.ds'\n",
  274. "estimator = untilnwalkkernel\n",
  275. "param_grid_precomputed = {'n': np.linspace(0, 10, 11)}\n",
  276. "param_grid = {'alpha': np.logspace(-10, 10, num = 41, base = 10)}\n",
  277. "\n",
  278. "model_selection_for_precomputed_kernel(datafile, estimator, param_grid_precomputed, param_grid, \n",
  279. " 'regression', NUM_TRIALS=30)"
  280. ]
  281. },
  282. {
  283. "cell_type": "code",
  284. "execution_count": null,
  285. "metadata": {},
  286. "outputs": [],
  287. "source": [
  288. "# results\n",
  289. "\n",
  290. "# untiln kernel when h = 2\n",
  291. " lmda rmse_test std_test rmse_train std_train k_time\n",
  292. "----------- ----------- ---------- ------------ ----------- --------\n",
  293. " 1e-10 7.46524 1.71862 5.99486 0.356634 38.1447\n",
  294. " 1e-09 7.37326 1.77195 5.96155 0.374395 37.4921\n",
  295. " 1e-08 7.35105 1.78349 5.96481 0.378047 37.9971\n",
  296. " 1e-07 7.35213 1.77903 5.96728 0.382251 38.3182\n",
  297. " 1e-06 7.3524 1.77992 5.9696 0.3863 39.6428\n",
  298. " 1e-05 7.34958 1.78141 5.97114 0.39017 37.3711\n",
  299. " 0.0001 7.3513 1.78136 5.94251 0.331843 37.3967\n",
  300. " 0.001 7.35822 1.78119 5.9326 0.32534 36.7357\n",
  301. " 0.01 7.37552 1.79037 5.94089 0.34763 36.8864\n",
  302. " 0.1 7.32951 1.91346 6.42634 1.29405 36.8382\n",
  303. " 1 7.27134 2.20774 6.62425 1.2242 37.2425\n",
  304. " 10 7.49787 2.36815 6.81697 1.50182 37.8286\n",
  305. " 100 7.42887 2.64789 6.68766 1.34809 36.3701\n",
  306. " 1000 7.24914 2.65554 6.81906 1.41008 36.1695\n",
  307. " 10000 7.08183 2.6248 6.93431 1.38441 37.5723\n",
  308. "100000 8.021 3.43694 8.69813 0.909839 37.8158\n",
  309. " 1e+06 8.49625 3.6332 9.59333 0.96626 38.4688\n",
  310. " 1e+07 10.9067 3.17593 11.5642 2.07792 36.9926\n",
  311. " 1e+08 61.1524 10.4355 65.3527 13.9538 37.1321\n",
  312. " 1e+09 99.943 13.6994 98.8848 5.27014 36.7443\n",
  313. " 1e+10 100.083 13.8503 97.9168 3.22768 37.096\n"
  314. ]
  315. }
  316. ],
  317. "metadata": {
  318. "kernelspec": {
  319. "display_name": "Python 3",
  320. "language": "python",
  321. "name": "python3"
  322. },
  323. "language_info": {
  324. "codemirror_mode": {
  325. "name": "ipython",
  326. "version": 3
  327. },
  328. "file_extension": ".py",
  329. "mimetype": "text/x-python",
  330. "name": "python",
  331. "nbconvert_exporter": "python",
  332. "pygments_lexer": "ipython3",
  333. "version": "3.5.2"
  334. }
  335. },
  336. "nbformat": 4,
  337. "nbformat_minor": 2
  338. }

A Python package for graph kernels, graph edit distances and graph pre-image problem.