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run_untilnwalkkernel.ipynb 576 kB

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  1. {
  2. "cells": [
  3. {
  4. "cell_type": "code",
  5. "execution_count": 1,
  6. "metadata": {},
  7. "outputs": [
  8. {
  9. "name": "stdout",
  10. "output_type": "stream",
  11. "text": [
  12. "\n",
  13. "--- This is a regression problem ---\n",
  14. "\n",
  15. "1. Loading dataset from file...\n",
  16. "\n",
  17. "2. Calculating gram matrices. This could take a while...\n",
  18. "\n",
  19. " --- kernel matrix of walk kernel up to 0 of size 183 built in 0.217087984085083 seconds ---\n",
  20. "\n",
  21. "gram matrix with parameters {'n': 0.0} is: \n",
  22. "[[ 5. 6. 4. ... 20. 20. 20.]\n",
  23. " [ 6. 8. 4. ... 20. 20. 20.]\n",
  24. " [ 4. 4. 5. ... 21. 21. 21.]\n",
  25. " ...\n",
  26. " [ 20. 20. 21. ... 101. 101. 101.]\n",
  27. " [ 20. 20. 21. ... 101. 101. 101.]\n",
  28. " [ 20. 20. 21. ... 101. 101. 101.]]\n"
  29. ]
  30. },
  31. {
  32. "data": {
  33. 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ACEkGCzN73MyumtnLpdvOmtmPzOxXxf9nitvNzL5pZpfN7CUz+9AyGw/g+ER6Fk9IunvutkckPe/ud0p6vvhdku6RdGfx75KkR4+mmQBWLRks3P3Hkv40d/N9kp4sfn5S0mdKt3/HJ34i6bSZ3XZUjQWwOm3HLM67++vFz3+QdL74+XZJvy897rXiNgDXuM4DnO7ukhpny5jZJTN7wcxeGIze6doMAEvWNli8MT29KP6/Wtx+RdL7So97b3HbAnd/zN0vuvvFzfxEy2YAOC5t072flfSgpK8V/3+/dPvDZvaUpI9KerN0ulLPXfb2u1JepLTmmbL+aCbF2/NsfznD+VTuqtRuzw5SiSuXN0wsQ1iX1l2XDj3/HG3TsaPbtU0nT23XdEnBBQ1SuJscg+dqvbzg/j5S21ugg1yRcl6Vit1EZPu8eN5yavm7e8G5AdN9VKSlW4OM+2SwMLPvSbpL0i1m9pqkL2sSJJ42sy9I+q2k+4uHPyfpXkmXJb0j6fPxpgBYZ8lg4e6fq7nrkxWPdUkPdW0UgPVDBieAEIIFgBCCBYAQggWAEIIFgBCCBYAQggWAEIIFgJC1qe4tSconscs3F5s1X+07pZx+XVepu426quBH+RwRy64efhyaVBJvVDW8rUD18FSF8GWZpnlHKoHXqaoGbg3mgK5HsMgy+c1/IxtMXggb7Gl4/oQ8P/gC5v2xsr3Jgb1zcvZTVvWhS5Xs758+/Mtd90GOzp3on2n34Y4GgWUtBTA813HHTcr1N5zrceLWvzZszKw8P/yLPhy2+zrccesfW2031bN0AKqaB/Lhs79r9Dz98eLxvZTHJwNxGgIghGABIIRgASCEYAEghGABIIRgASCEYAEghGABIIRgASCEYAEghGABIIRgASCEYAEghGABIIRgASBkPepZSBpv95QPDmopeG4ab5brWah039y2FQVdUmuZpgqvVEz9lxSvZ9F6LdJokZe9JRXbaVKPokKT4jDJtUfnpOpRpGz1Fou/lLWtZxGpR3GYmzf6ycdU1bPYqChmc5iqehZN0LMAEEKwABBCsAAQQrAAEEKwABBCsAAQQrAAELIeeRbuyt/alfeK2JVlyvvjmdyKcc/21xGZXxOkKqdiXFpzpCqnIpUvUXd/Xf7E/HO0XtcjmD/ROo8jtV3D3IeF/TfZ3hrkdOTeOg9iKrX9dCGfQ5tRketRlQPRRGT7jXySU1HO6Xh7b6vR82xVfCizBu8BPQsAIQQLACEECwAhBAsAIQQLACEECwAhBAsAIQQLACHrkZQ1lU1i13h7sVnzxXBSyklSVcVx2qormtOxrkjzdiy7uM5xaFBop0lRnbYixXVSBXSWZZqMFSmUU6eqWI6JpCwAR4xgASCEYAEghGABIGQtBjg9M412tpXtTmbFZbt7Gr5nW54dDGhmA5cVk+b6O7aw/bx8ePjAzWAn0aaagcxode/hmXYDch4c9LPBcqp7b597t9P2kZmbU8NhosT6nDtu/WPT5sxIVeFuO3v0Y7f8ptV2U1uWnqL89mhxhuknd15p9Dy7vnh8T2XxAVN6FgBCCBYAQggWAEIIFgBCksHCzB43s6tm9nLptq+Y2RUze7H4d2/pvi+Z2WUz+6WZfXpZDQdwvCI9iyck3V1x+zfc/ULx7zlJMrMPSHpA0geLbb5lZs2GvAGspWSwcPcfS/pTcH/3SXrK3fvu/htJlyV9pEP7AKyJLmMWD5vZS8Vpypnittsl/b70mNeK2wBc49oGi0cl3SHpgqTXJX296Q7M7JKZvWBmLwz33mnZDADHpVWwcPc33H3k7mNJ39bBqcYVSe8rPfS9xW1V+3jM3S+6+8WN3ok2zQBwjFoFCzO7rfTrZyVNr5Q8K+kBM9sys/dLulPST7s1EcA6SM4NMbPvSbpL0i1m9pqkL0u6y8wuSHJJr0r6oiS5+ytm9rSkX0jak/SQu6+mWgiAI5UMFu7+uYqb//2Qx39V0le7NArA+iGDE0AIwQJAyFrUs5CZxhv5fj0LqahxsTlbz6J8X9l4c3GXeaLuRF29iv191hS2zYbBVc4bFKOd0QvWgxgsJzG2ST2KKlsb8eXjm9azSNWjSEkVu21bzyJSj+IwJ/Pd5GOq6llsW7C4SqGqnkUT9CwAhBAsAIQQLACEECwAhBAsAIQQLACEECwAhBAsAISsRVKWjV29v/TlvUns8l6mbOCziVi9g2Ss+QWEqhKwxqV8n6pFiFKLBdUlX9WtXj6f5NV6EaBoslXLnKxUsljTRKku2+cNEteybNw6aWoqtf1Gnp7zWJUYVpUw1URk++kK6OUEsD+Pm5V2qEriYhV1AEduLXoWU9OexXhj8a/TfPp3cl+l3kRVOnhbdWnidenhy7L0dPJj0CS1vEkaeVuRdPJUyviyTHsUkdTwOlU9i8zoWQA4YgQLACFrcRrimWnv5Jay4WQQJxuONLx5a2YwMRu6bDTpMg1Ozsa4qlOD1ADm4FSi+5VV32/BWad2dhB63MLT1jzvvNFwOXH+9nNvdtp+M4sXRms6YPnhs79r2pwZG4m2vb3XbqCy6Wrm8yKzR6sGM//5RLNTkqEvfrZuajAOT88CQAjBAkAIwQJACMECQAjBAkAIwQJACMECQAjBAkAIwQJACMECQAjBAkDIWswNkSbzQabTyj3PZCOXlVL5Pbf9uSLzM4mrZhaX55VUzR2x1BSGUU3xm7raLnNzOrxm+5RRcDtrOUU9NfdkNO729+PdBtvnDaaob2Yj9cfdPq6p7bey9DT4qvklXVf6imw/nT9SnkdSNdfjMBu2+OE1xT+n9CwAhBAsAIQQLACEECwAhBAsAISYNxxRXUojzP5H0l8l/XHVbTlmt4hjvhGs8zH/vbvfGnngWgQLSTKzF9z94qrbcZw45hvD9XLMnIYACCFYAAhZp2Dx2KobsAIc843hujjmtRmzALDe1qlnAWCNESwAhBAsAIQQLACEECwAhPw/LvSDOWuiMpAAAAAASUVORK5CYII=\n",
  34. "text/plain": [
  35. "<matplotlib.figure.Figure at 0x7f24bed1bf98>"
  36. ]
  37. },
  38. "metadata": {},
  39. "output_type": "display_data"
  40. },
  41. {
  42. "name": "stdout",
  43. "output_type": "stream",
  44. "text": [
  45. "\n",
  46. " --- kernel matrix of walk kernel up to 1 of size 183 built in 0.31014084815979004 seconds ---\n",
  47. "\n",
  48. "gram matrix with parameters {'n': 1.0} is: \n",
  49. "[[ 13. 14. 4. ... 20. 20. 20.]\n",
  50. " [ 14. 20. 4. ... 20. 20. 20.]\n",
  51. " [ 4. 4. 13. ... 29. 29. 29.]\n",
  52. " ...\n",
  53. " [ 20. 20. 29. ... 365. 365. 365.]\n",
  54. " [ 20. 20. 29. ... 365. 365. 365.]\n",
  55. " [ 20. 20. 29. ... 365. 365. 365.]]\n"
  56. ]
  57. },
  58. {
  59. "data": {
  60. "image/png": 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\n",
  61. "text/plain": [
  62. "<matplotlib.figure.Figure at 0x7f2502f81978>"
  63. ]
  64. },
  65. "metadata": {},
  66. "output_type": "display_data"
  67. },
  68. {
  69. "name": "stdout",
  70. "output_type": "stream",
  71. "text": [
  72. "\n",
  73. " --- kernel matrix of walk kernel up to 2 of size 183 built in 0.6249465942382812 seconds ---\n",
  74. "\n",
  75. "gram matrix with parameters {'n': 2.0} is: \n",
  76. "[[ 33. 26. 4. ... 20. 20. 20.]\n",
  77. " [ 26. 40. 4. ... 20. 20. 20.]\n",
  78. " [ 4. 4. 33. ... 49. 49. 49.]\n",
  79. " ...\n",
  80. " [ 20. 20. 49. ... 1417. 1417. 1349.]\n",
  81. " [ 20. 20. 49. ... 1417. 1417. 1349.]\n",
  82. " [ 20. 20. 49. ... 1349. 1349. 1287.]]\n"
  83. ]
  84. },
  85. {
  86. "data": {
  87. 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\n",
  88. "text/plain": [
  89. "<matplotlib.figure.Figure at 0x7f24bcc05eb8>"
  90. ]
  91. },
  92. "metadata": {},
  93. "output_type": "display_data"
  94. },
  95. {
  96. "name": "stdout",
  97. "output_type": "stream",
  98. "text": [
  99. "\n",
  100. " --- kernel matrix of walk kernel up to 3 of size 183 built in 1.1889216899871826 seconds ---\n",
  101. "\n",
  102. "gram matrix with parameters {'n': 3.0} is: \n",
  103. "[[6.500e+01 4.200e+01 4.000e+00 ... 2.000e+01 2.000e+01 2.000e+01]\n",
  104. " [4.200e+01 7.200e+01 4.000e+00 ... 2.000e+01 2.000e+01 2.000e+01]\n",
  105. " [4.000e+00 4.000e+00 6.500e+01 ... 8.100e+01 8.100e+01 8.100e+01]\n",
  106. " ...\n",
  107. " [2.000e+01 2.000e+01 8.100e+01 ... 4.649e+03 4.545e+03 4.549e+03]\n",
  108. " [2.000e+01 2.000e+01 8.100e+01 ... 4.545e+03 4.447e+03 4.441e+03]\n",
  109. " [2.000e+01 2.000e+01 8.100e+01 ... 4.549e+03 4.441e+03 4.471e+03]]\n"
  110. ]
  111. },
  112. {
  113. "data": {

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