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tpike3
approved these changes
Jan 5, 2026
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This PR updates the shapley value calculation in the alliance formation model.
The old implementation heavily relies on indexing on an agent set, which is painfully slow. In a benchmark on all example models, for 100 steps each, this one method was responsible for 15% of the total runtime, simply due to indexing on agentsets (i.e.,
model.agents[5]) being so slow.This PR avoids the problem by destructing the list into the two agents and using these in all places were indexing was used.
I'll raise a separate issue about
AgentSet.__getitem__later.