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@professormahi
Created November 30, 2016 10:14
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UCS, BFS, and DFS Search in python
from queue import Queue, PriorityQueue
def bfs(graph, start, end):
"""
Compute DFS(Depth First Search) for a graph
:param graph: The given graph
:param start: Node to start BFS
:param end: Goal-node
"""
frontier = Queue()
frontier.put(start)
explored = []
while True:
if frontier.empty():
raise Exception("No way Exception")
current_node = frontier.get()
explored.append(current_node)
# Check if node is goal-node
if current_node == end:
return
for node in graph[current_node]:
if node not in explored:
frontier.put(node)
def dfs(graph, start, end):
"""
Compute dfs for a graph
:param graph: The given graph
:param start: Node to start bfs
:param end: Goal-node
"""
frontier = [start, ]
explored = []
while True:
if len(frontier) == 0:
raise Exception("No way Exception")
current_node = frontier.pop()
explored.append(current_node)
# Check if node is goal-node
if current_node == end:
return
# expanding nodes
for node in reversed(graph[current_node]):
if node not in explored:
frontier.append(node)
def ucs_weight(from_node, to_node, weights=None):
"""
Returns the UCS weight for a edge between from and to
Assumption: There is no edge with weight >= 10e100 (You can change it)
:param from_node: The node edge starts from
:param to_node: The node edge ends to
:param weights: Dictionary of weights; maps `(from, to) -> weight`
:return: Returns the weight of edge between from and to.
"""
return weights.get((from_node, to_node), 10e100) if weights else 1
def ucs(graph, start, end, weights=None):
"""
Function to compute UCS(Uniform Cost Search) for a graph
:param graph: The graph to compute UCS for
:param start: start node
:param end: end node
:param weights: A dictionary of weights; maps (start_node, end_node) -> weight
"""
frontier = PriorityQueue()
frontier.put((0, start)) # (priority, node)
explored = []
while True:
if frontier.empty():
raise Exception("No way Exception")
ucs_w, current_node = frontier.get()
explored.append(current_node)
if current_node == end:
return
for node in graph[current_node]:
if node not in explored:
frontier.put((
ucs_w + ucs_weight(current_node, node, weights),
node
))
if __name__ == "__main__":
# This is Tree
first_graph = {
'A': ['B', 'C', 'D', 'E'],
'B': ['A', 'F', 'G'],
'C': ['A', 'H'],
'D': ['A', 'I', 'J'],
'E': ['A', 'K', 'L'],
'F': ['B', 'M', 'N', 'O'],
'G': ['B', 'P', 'Q', 'R'],
'H': ['C', 'S'],
'I': ['D'],
'J': ['D', 'T', 'U'],
'K': ['E'],
'L': ['E', 'V'],
'M': ['F'],
'N': ['F'],
'O': ['F'],
'P': ['G'],
'Q': ['G'],
'R': ['G'],
'S': ['H', 'W', 'X'],
'T': ['J'],
'U': ['J', 'Y', 'Z'],
'V': ['L'],
'W': ['S'],
'X': ['S'],
'Y': ['U'],
'Z': ['U']
}
bfs(first_graph, 'A', 'Y')
dfs(first_graph, 'A', 'Y')
ucs(first_graph, 'A', 'Y')
# ucs_test_graph = {
# 'S': ['A', 'B', 'C'],
# 'A': ['S', 'G'],
# 'B': ['S', 'G'],
# 'C': ['S', 'G'],
# 'G': ['A', 'B', 'C']
# }
# ucs_test_weight = {
# ('S', 'A'): 1,
# ('S', 'B'): 5,
# ('S', 'C'): 15,
#
# ('A', 'G'): 10,
# ('A', 'S'): 1,
#
# ('B', 'S'): 5,
# ('B', 'G'): 5,
#
# ('C', 'S'): 15,
# ('C', 'G'): 5,
#
# ('G', 'A'): 10,
# ('G', 'B'): 5,
# ('G', 'C'): 5,
# }
# ucs(ucs_test_graph, 'S', 'G', ucs_test_weight)
# This is not Tree
second_graph = {
'A': ['B', 'C', 'D', 'E'],
'B': ['A', 'F', 'G', 'H'],
'C': ['A', 'H'],
'D': ['A', 'I', 'J'],
'E': ['A', 'K', 'L'],
'F': ['B', 'G', 'M', 'N', 'O'],
'G': ['B', 'F', 'P', 'Q', 'R'],
'H': ['C', 'G', 'S'],
'I': ['D'],
'J': ['D', 'T', 'U'],
'K': ['E'],
'L': ['E', 'V'],
'M': ['F'],
'N': ['F'],
'O': ['F'],
'P': ['G'],
'Q': ['G'],
'R': ['G'],
'S': ['H', 'W', 'X'],
'T': ['J'],
'U': ['J', 'Y', 'Z'],
'V': ['L'],
'W': ['S'],
'X': ['S'],
'Y': ['U'],
'Z': ['U']
}
bfs(second_graph, 'A', 'Y')
dfs(second_graph, 'A', 'Y')
ucs(second_graph, 'A', 'Y')
@professormahi
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professormahi commented Dec 12, 2019

This functions do not return the dfs, bfs, or ucs pathes, they just return if there exists a path and raise Exception otherwise. But, you can change them yourself to create and return these pathes.

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