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author | William Carroll <wpcarro@gmail.com> | 2020-01-22T11·07+0000 |
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committer | William Carroll <wpcarro@gmail.com> | 2020-01-22T11·07+0000 |
commit | c010e6d6cff1e348645c337b1c63f8d66a6d6859 (patch) | |
tree | fb59d0e77c09e75443ec17cb557a572f71f415c5 /deepmind/dijkstra.py | |
parent | 91811236a56c6323f469d5baf6eaa4e436658bb8 (diff) |
Practice dijkstra's algorithm
Getting some practice with Python's heapq module (which I'm unsure if I used correctly) to do a priority-first-traversal of a graph: known as Dijkstra's algorithm.
Diffstat (limited to 'deepmind/dijkstra.py')
-rw-r--r-- | deepmind/dijkstra.py | 26 |
1 files changed, 26 insertions, 0 deletions
diff --git a/deepmind/dijkstra.py b/deepmind/dijkstra.py new file mode 100644 index 000000000000..6975dbe4d1d6 --- /dev/null +++ b/deepmind/dijkstra.py @@ -0,0 +1,26 @@ +# Doing a practice implementation of Dijkstra's algorithm: a priority-first +# search. +from heapq import heappush, heappop + + +class Node(object): + def __init__(self, value, children): + self.value = value + self.children = children + + +def shortest_path(a, b): + """Return the shortest path from `a` to `b`.""" + q = [] + seen = set() + heappush((a.value, a, [a]), q) + + while q: + d, node, path = heappop(q) + if node == b: + return path + seen.add(node) + for child in node.children: + if child not in seen: + heappush((d + child.value, child, path + [child]), q) + raise Exception("Path between nodes A and B does not exist.") |