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November 30, 2016 10:14
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UCS, BFS, and DFS Search in python
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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') |
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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.