alu/IdealRMT-DecisionTrees
1
0
Fork 0
mirror of https://github.com/ltcptgeneral/IdealRMT-DecisionTrees.git synced 2025-09-04 14:27:23 +00:00
Code Issues Packages Projects Releases Wiki Activity

replace classes with class string instead of index

Browse Source
This commit is contained in:
Arthur Lu
2025-06-11 04:41:32 +00:00
parent fadeab8a99
commit c73de36c70
2 changed files with 33 additions and 48 deletions
Download Patch File Download Diff File Expand all files Collapse all files

43
TreeCompress.ipynb
View File

@@ -38,14 +38,14 @@
"i = 0\n",
"\n",
"path_ids = set()\n",
"path_classes = set()\n",
"path_classes = tree[\"classes\"]\n",
"\n",
"# for each path in the tree\n",
"for path in paths:\n",
"\t# assign a path id \n",
"\tpath[\"id\"] = i\n",
"\tpath_ids.add(i)\n",
"\tpath_classes.add(path[\"classification\"])\n",
"\t#path_classes.add(path[\"classification\"])\n",
"\ti += 1\t\n",
"\t# for each condition\n",
"\tconditions = path[\"conditions\"]\n",
@@ -86,41 +86,7 @@
"execution_count": 5,
"id": "98cde024",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'dst': {'min': None, 'max': 578}, 'src': {'min': None, 'max': 60}, 'protocl': {'min': None, 'max': 0}}\n",
"{'dst': {'min': None, 'max': 3031}, 'src': {'min': None, 'max': 60}, 'protocl': {'min': None, 'max': 0}}\n",
"{'dst': {'min': None, 'max': 3031}, 'src': {'min': None, 'max': 60}, 'protocl': {'min': 0, 'max': None}}\n",
"{'dst': {'min': None, 'max': 3031}, 'src': {'min': None, 'max': 60}, 'protocl': {'min': 1, 'max': None}}\n",
"{'dst': {'min': None, 'max': 3031}, 'src': {'min': None, 'max': 67}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': None, 'max': 101}, 'src': {'min': 67, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': None, 'max': 101}, 'src': {'min': 54978, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': None, 'max': 101}, 'src': {'min': 59817, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': None, 'max': 101}, 'src': {'min': 60043, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': None, 'max': 3031}, 'src': {'min': 67, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': None, 'max': 3031}, 'src': {'min': 130, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': None, 'max': 3031}, 'src': {'min': 1223, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 3031, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 3067, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 5110, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 33925, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 46329, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 46331, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 49152, 'max': None}, 'src': {'min': None, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 49157, 'max': None}, 'src': {'min': None, 'max': 283}, 'protocl': {'min': None, 'max': 11}}\n",
"{'dst': {'min': 49157, 'max': None}, 'src': {'min': None, 'max': 283}, 'protocl': {'min': 11, 'max': None}}\n",
"{'dst': {'min': 49157, 'max': None}, 'src': {'min': None, 'max': 4566}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 56320, 'max': None}, 'src': {'min': None, 'max': 4566}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 49157, 'max': None}, 'src': {'min': 4566, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 51848, 'max': None}, 'src': {'min': 4566, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 49157, 'max': None}, 'src': {'min': 5225, 'max': None}, 'protocl': {'min': None, 'max': None}}\n",
"{'dst': {'min': 53283, 'max': None}, 'src': {'min': 5225, 'max': None}, 'protocl': {'min': None, 'max': None}}\n"
]
}
],
"outputs": [],
"source": [
"# collapse all paths to ranges for each feature\n",
"# because of how decision trees work, all conditions on a path must be true to reach the leaf node\n",
@@ -152,8 +118,7 @@
"\t\telif operation == \">\" and value > compressed[feature][\"max\"]:\n",
"\t\t\tcompressed[feature][\"min\"] = value\n",
"\n",
"\tpath[\"compressed\"] = compressed\n",
"\tprint(compressed)"
"\tpath[\"compressed\"] = compressed"
]
},
{