<｜begin▁of▁sentence｜>### Instruction:
Given a graph which you can read from network.gml, can you use the community_infomap function in igraph to find the community structure of the network based on the Infomap method provided with edge and vertex weights and a specified number of trials?
### Response:
from igraph import Graph
import igraph as ig

# Read the graph from file
g = ig.read('network.gml')

# Find the community structure using the Infomap method
infomap_communities = g.community_infomap(edge_weights='weight', vertex_weights='node_weight', trials=10)

# Print the VertexClustering object and the codelength
print(infomap_communities)
print('Codelength:', infomap_communities.codelength)
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