def __init__(self, root=None, parent=None, concept_tree=None, filename=None, directory="."): """ The constructor. """ self.instances = [] self.viz = Visualization(self, directory) self.measure = Measure(self) self.filename = filename self.old_count = 0 # keep track of the root if root: self.root = root else: self.root = self self.parent = parent # check if the constructor is being used as a copy constructor if concept_tree: self.utility = Utility(self, concept_tree.utility) self.children = copy.deepcopy(concept_tree.children) for c in self.children: c.parent = self for inst in concept_tree.instances: self.instances.append(inst) else: self.utility = Utility(self) self.children = [] # must initialize after utility has been set self.CBWB = COBWEB(self)
class Node:
mergedNodes = []
splitNodes = []
splitMergeOrder = []
util_values = {}
def __init__(self, root=None, parent=None, concept_tree=None, filename=None, directory="."):
"""
The constructor.
"""
self.instances = []
self.viz = Visualization(self, directory)
self.measure = Measure(self)
self.filename = filename
self.old_count = 0
# keep track of the root
if root:
self.root = root
else:
self.root = self
self.parent = parent
# check if the constructor is being used as a copy constructor
if concept_tree:
self.utility = Utility(self, concept_tree.utility)
self.children = copy.deepcopy(concept_tree.children)
for c in self.children:
c.parent = self
for inst in concept_tree.instances:
self.instances.append(inst)
else:
self.utility = Utility(self)
self.children = []
# must initialize after utility has been set
self.CBWB = COBWEB(self)
def makeTree(self, root=None, parent=None, concept_tree=None):
return Node(root, parent, concept_tree)
def saveObject(self, filename, remove='tmp.cbwb'):
with open(filename, 'wb') as output:
pickle.dump(self, output, pickle.HIGHEST_PROTOCOL)
if os.path.isfile(remove):
os.remove(remove)
print "Saved", filename
def firstCobweb(self, instance, display=False):
Node.mergedNodes = []
Node.splitNodes = []
Node.splitMergeOrder = []
Node.util_values = {}
self.CBWB.firstCobweb(instance, display)
# Save the original order to better understand
instance.save_merges_and_splits(Node.mergedNodes, Node.splitNodes, Node.splitMergeOrder)
# Clean up merges and splits
in_both = []
for change_list in Node.mergedNodes:
if change_list in Node.splitNodes:
in_both.append(change_list)
Node.splitNodes = [l for l in Node.splitNodes if not l in in_both]
Node.mergedNodes = [l for l in Node.mergedNodes if not l in in_both]
# Set instance information (to explain changes)
instance.surprise_num = self.measure.delta_num(instance)
instance.number = len(self.instances)
self.toDot(str(instance.number)+".dot", False, instance)
def cobweb(self, instance):
self.CBWB.cobweb(instance)
def pretty_print(self):
c.viz.pretty_print()
def toDot(self, fileName, withStrings=True, latest=None):
self.viz.toDot(fileName, withStrings, latest)
def __str__(self):
"""
Converts the categorization tree into a string.
"""
ret = str(self.utility.av_counts)
for c in self.children:
ret += "\n" + str(c)
return ret