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AgentSet: Allow selecting a fraction of agents in the AgentSet #2253

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Aug 30, 2024
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34 changes: 27 additions & 7 deletions mesa/agent.py
Original file line number Diff line number Diff line change
Expand Up @@ -121,39 +121,59 @@ def __contains__(self, agent: Agent) -> bool:
def select(
self,
filter_func: Callable[[Agent], bool] | None = None,
n: int = 0,
at_most: int | float = float("inf"),
inplace: bool = False,
agent_type: type[Agent] | None = None,
n: int | None = None,
) -> AgentSet:
"""
Select a subset of agents from the AgentSet based on a filter function and/or quantity limit.

Args:
filter_func (Callable[[Agent], bool], optional): A function that takes an Agent and returns True if the
agent should be included in the result. Defaults to None, meaning no filtering is applied.
n (int, optional): The number of agents to select. If 0, all matching agents are selected. Defaults to 0.
at_most (int | float, optional): The maximum amount of agents to select. Defaults to infinity.
- If an integer of 1 or larger, the first n matching agents are selected.
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- If a float between 0 and 1, at most that fraction of original the agents are selected.
fraction (float, optional): The fraction of agents to select. If 0.2, it selects 20% of Agents in the AgentSet. Defaults to 1.0.
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inplace (bool, optional): If True, modifies the current AgentSet; otherwise, returns a new AgentSet. Defaults to False.
agent_type (type[Agent], optional): The class type of the agents to select. Defaults to None, meaning no type filtering is applied.

Returns:
AgentSet: A new AgentSet containing the selected agents, unless inplace is True, in which case the current AgentSet is updated.

Notes:
- at_most just return the first n or fraction of agents. To take a random sample, shuffle() beforehand.
- at_most is an upper limit. When specifying other criteria it can be smaller.
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"""
if n is not None:
warnings.warn(
"The parameter 'n' is deprecated. Use 'at_most' instead.",
DeprecationWarning,
stacklevel=2,
)
at_most = n

if filter_func is None and agent_type is None and n == 0:
inf = float("inf")
if filter_func is None and agent_type is None and at_most == inf:
return self if inplace else copy.copy(self)

def agent_generator(filter_func=None, agent_type=None, n=0):
# Check if at_most is of type float
if at_most <= 1.0 and isinstance(at_most, float):
at_most = int(len(self) * at_most) # Note that it rounds down (floor)

def agent_generator(filter_func, agent_type, at_most):
count = 0
for agent in self:
if count >= at_most:
break
if (not filter_func or filter_func(agent)) and (
not agent_type or isinstance(agent, agent_type)
):
yield agent
count += 1
if 0 < n <= count:
break

agents = agent_generator(filter_func, agent_type, n)
agents = agent_generator(filter_func, agent_type, at_most)

return AgentSet(agents, self.model) if not inplace else self._update(agents)

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6 changes: 6 additions & 0 deletions tests/test_agent.py
Original file line number Diff line number Diff line change
Expand Up @@ -59,6 +59,12 @@ def test_agentset():
def test_function(agent):
return agent.unique_id > 5

assert len(agentset.select(at_most=0.2)) == 2 # Select 20% of agents
assert len(agentset.select(at_most=0.549)) == 5 # Select 50% of agents
assert len(agentset.select(at_most=0.09)) == 0 # Select 0% of agents
assert len(agentset.select(at_most=1.0)) == 10 # Select 100% agents
assert len(agentset.select(at_most=1)) == 1 # Select 1 agent

assert len(agentset.select(test_function)) == 5
assert len(agentset.select(test_function, n=2)) == 2
assert len(agentset.select(test_function, inplace=True)) == 5
Expand Down
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