[793d90]: / lib / gcforest / datasets / graph.py

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import numpy as np
class Node:
def __init__(self, node):
self.id = node
self.parent = None
self.children = []
self.abundance = 0
self.layer = 0
def add_child(self, child):
self.children.append(child)
def get_children(self):
return self.children
def get_children_ids(self):
out = []
for c in self.children:
out.append(c.id)
return out
def set_parent(self, parent):
self.parent = parent
self.layer = parent.get_layer() + 1
def get_parent(self):
return self.parent
def get_layer(self):
return self.layer
def get_id(self):
return str(self.id)
def set_id(self, id):
self.id = id
def get_abundance(self):
return self.abundance
def set_abundance(self, x):
self.abundance = x
def set_layer(self, x):
self.layer = x
def calculate_abundance(self):
calc = 0
for c in self.children:
calc += c.abundance
self.abundance = calc
class Graph:
def __init__(self):
self.nodes = [{}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {},
{}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}, {}]
self.width = 0
self.layers = 0
self.root = None
self.NODE_DICT = {}
self.node_count = 0
def __iter__(self):
return iter(self.nodes.values())
def add_node(self, l, node):
self.nodes[l][node] = node
self.NODE_DICT[str(node.get_id())] = node
def get_node(self, l, n):
if n in self.nodes[l]:
return self.nodes[l][n]
else:
return None
def get_node_by_name(self, n):
for l in range(0, self.layers):
for node in self.nodes[l]:
if node.get_id() == n:
return self.nodes[l][node]
return None
def get_nodes(self, l):
return self.nodes[l]
def get_node_count(self):
return self.node_count
def get_dictionary(self):
return self.NODE_DICT
def build_graph(self, mapfile):
self.node_count = 0
my_map = []
my_list = []
layer = -1
node_stack = []
current_node = None
current_parent = None
max_layer = 0
num_c = 0
with open(mapfile) as fd:
for line in fd:
segment = line.split(',')
for sentence in segment:
drop = sentence.count("(")
for i in range(0, drop):
layer = layer + 1
node_stack.append(Node(str(layer)))
sentence = sentence.replace("(", "")
words = sentence.split(")")
layer = layer + 1
if (layer > max_layer):
self.layers = layer
max_layer = layer
for w in range(0, len(words)):
if (w == 0):
current_node = Node(words[w])
num_c += 1
else:
layer = layer - 1
current_node = node_stack.pop()
current_node.set_id(words[w])
if (len(node_stack) > 0):
current_parent = node_stack[-1]
self.add_node(layer, current_node)
self.node_count += 1
current_node.set_parent(current_parent)
current_parent.add_child(current_node)
current_node.set_layer(layer)
else:
self.add_node(layer, current_node)
self.node_count += 1
current_node.set_layer(layer)
num_c += 1
layer = layer - 1
def print_graph(self):
c = 0
for i in range(0, self.layers + 1):
for n in self.get_nodes(i):
c += 1
print(n.get_id() + " " + str(n.get_abundance()))
print("\n" + str(c))
def populate_graph(self, lab, x):
layer = self.layers
tracker = {}
for f in lab:
tracker[f] = False
width = 0
for i in range(0, layer):
w = len(self.get_nodes(i))
if w > width:
width = w
self.width = width
while layer >= 0:
for n in self.get_nodes(layer):
if len(n.get_children()) > 0:
s = 0
n_children = len(n.get_children())
for c in n.get_children():
s = s + float(c.get_abundance())
# s = s + float(c.get_abundance())/n_children ## add the weight
for i in range(0, len(lab)):
if str(n.get_id()).replace("_", " ") == str(lab[i]):
tracker[str(lab[i])] = True
s = s + x[i]
# s = 0.5 * s + 0.5 * x[i] ## add the weight
n.set_abundance(s)
else:
for i in range(0, len(lab)):
if str(n.get_id()).replace("_", " ") == str(lab[i]):
tracker[str(lab[i])] = True
n.set_abundance(x[i])
layer = layer - 1
def get_map(self):
m = np.zeros(((self.layers), self.width))
current = self.get_nodes(0)
for i in range(0, self.layers):
j = 0
temp = []
for n in current:
m[i][j] = n.get_abundance()
temp = np.append(temp, n.get_children())
j = j + 1
current = temp
return m
def get_ref(self):
width = 0
for i in range(0, self.layers):
w = len(self.get_nodes(i))
if w > width:
width = w
self.width = width
m = np.zeros(((self.layers), self.width), dtype=object)
current = self.get_nodes(0)
for i in range(0, self.layers):
j = 0
temp = []
for n in current:
m[i][j] = n.get_id()
temp = np.append(temp, n.get_children())
j = j + 1
current = temp
return m
def write_table(self, path):
fp = open(path, "w")
for i in range(0, self.layers):
node_list = self.get_nodes(i)
for node in node_list:
node_id = node.get_id()
c = node.get_children()
for child in c:
child_id = child.get_id()
fp.write(node_id + "\t" + child_id + "\n")