Create app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import streamlit as st
|
| 2 |
+
import graphviz
|
| 3 |
+
import random
|
| 4 |
+
import gurobipy as gp
|
| 5 |
+
from gurobipy import GRB
|
| 6 |
+
|
| 7 |
+
|
| 8 |
+
def generate_random_graph(V: int, density: float) -> tuple[int, list[tuple[int, int]]]:
|
| 9 |
+
E = [(u, v) for u in range(V - 1) for v in range(u + 1, V)]
|
| 10 |
+
random.shuffle(E)
|
| 11 |
+
E = E[:int(density * V * (V - 1) / 2)]
|
| 12 |
+
return V, E
|
| 13 |
+
|
| 14 |
+
|
| 15 |
+
def solve_matching(V: int, E: list[tuple[int, int]]) -> list[tuple[int, int]]:
|
| 16 |
+
m = gp.Model()
|
| 17 |
+
x = m.addVars(E, vtype=GRB.BINARY)
|
| 18 |
+
|
| 19 |
+
m.setObjective(x.sum(), GRB.MAXIMIZE)
|
| 20 |
+
m.addConstrs(x.sum(u, '*') + x.sum('*', u) <= 1 for u in range(V))
|
| 21 |
+
|
| 22 |
+
m.optimize()
|
| 23 |
+
|
| 24 |
+
matching = []
|
| 25 |
+
for e in E:
|
| 26 |
+
if x[e].x > 0.5:
|
| 27 |
+
matching.append(e)
|
| 28 |
+
|
| 29 |
+
return matching
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
def main():
|
| 33 |
+
V = st.number_input('Number of vertices', min_value=1, value=10)
|
| 34 |
+
density = st.slider('Density', min_value=0.0, max_value=1.0, value=0.5)
|
| 35 |
+
st.button('Generate')
|
| 36 |
+
|
| 37 |
+
V, E = generate_random_graph(V, density)
|
| 38 |
+
|
| 39 |
+
if len(E) > 40:
|
| 40 |
+
st.warning('Too many edges to display')
|
| 41 |
+
return
|
| 42 |
+
|
| 43 |
+
M = set(solve_matching(V, E))
|
| 44 |
+
|
| 45 |
+
if len(M) == V // 2:
|
| 46 |
+
st.success('Perfect matching found')
|
| 47 |
+
else:
|
| 48 |
+
st.metric('Matching size', len(M))
|
| 49 |
+
|
| 50 |
+
G = graphviz.Graph()
|
| 51 |
+
for u, v in E:
|
| 52 |
+
if (u, v) in M:
|
| 53 |
+
G.edge(str(u), str(v), color='red')
|
| 54 |
+
else:
|
| 55 |
+
G.edge(str(u), str(v), color='gray', style='dashed')
|
| 56 |
+
|
| 57 |
+
st.graphviz_chart(G)
|
| 58 |
+
|
| 59 |
+
|
| 60 |
+
if __name__ == '__main__':
|
| 61 |
+
main()
|