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Allow AgentSet.do() to take Callable function (#2219)
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This PR enhances `AgentSet.do` to take a callable or str. Currently, AgentSet.do takes a `str` which maps to a method on the agents in the set. This PR makes it possible to also use a `Callable` instead.

This callable will be called with the `agent` as the first argument.

⚠️ Breaking change ⚠️
A small breaking change is introduced here: the `method_name` parameter is renamed to `method`. For models that use this as a keyword argument this is a breaking change, and need to replace `do(method_name="something")` with `do(method="something")`.
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quaquel authored Aug 18, 2024
1 parent 90628fa commit 3cf1b76
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Showing 2 changed files with 89 additions and 12 deletions.
33 changes: 22 additions & 11 deletions mesa/agent.py
Original file line number Diff line number Diff line change
Expand Up @@ -217,26 +217,37 @@ def _update(self, agents: Iterable[Agent]):
return self

def do(
self, method_name: str, *args, return_results: bool = False, **kwargs
self, method: str | Callable, *args, return_results: bool = False, **kwargs
) -> AgentSet | list[Any]:
"""
Invoke a method on each agent in the AgentSet.
Invoke a method or function on each agent in the AgentSet.
Args:
method_name (str): The name of the method to call on each agent.
method (str, callable): the callable to do on each agents
* in case of str, the name of the method to call on each agent.
* in case of callable, the function to be called with each agent as first argument
return_results (bool, optional): If True, returns the results of the method calls; otherwise, returns the AgentSet itself. Defaults to False, so you can chain method calls.
*args: Variable length argument list passed to the method being called.
**kwargs: Arbitrary keyword arguments passed to the method being called.
*args: Variable length argument list passed to the callable being called.
**kwargs: Arbitrary keyword arguments passed to the callable being called.
Returns:
AgentSet | list[Any]: The results of the method calls if return_results is True, otherwise the AgentSet itself.
AgentSet | list[Any]: The results of the callable calls if return_results is True, otherwise the AgentSet itself.
"""
# we iterate over the actual weakref keys and check if weakref is alive before calling the method
res = [
getattr(agent, method_name)(*args, **kwargs)
for agentref in self._agents.keyrefs()
if (agent := agentref()) is not None
]
if isinstance(method, str):
res = [
getattr(agent, method)(*args, **kwargs)
for agentref in self._agents.keyrefs()
if (agent := agentref()) is not None
]
else:
res = [
method(agent, *args, **kwargs)
for agentref in self._agents.keyrefs()
if (agent := agentref()) is not None
]

return res if return_results else self

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68 changes: 67 additions & 1 deletion tests/test_agent.py
Original file line number Diff line number Diff line change
Expand Up @@ -176,7 +176,7 @@ def test_agentset_get_item():
_ = agentset[20]


def test_agentset_do_method():
def test_agentset_do_str():
model = Model()
agents = [TestAgent(model.next_id(), model) for _ in range(10)]
agentset = AgentSet(agents, model)
Expand Down Expand Up @@ -210,6 +210,72 @@ def test_agentset_do_method():
assert len(agentset) == 0


def test_agentset_do_callable():
model = Model()
agents = [TestAgent(model.next_id(), model) for _ in range(10)]
agentset = AgentSet(agents, model)

# Test callable with non-existent function
with pytest.raises(AttributeError):
agentset.do(lambda agent: agent.non_existing_method())

# tests for addition and removal in do using callables
# do iterates, so no error should be raised to change size while iterating
# related to issue #1595

# setup for lambda function tests
n = 10
model = Model()
agents = [TestAgentDo(model.next_id(), model) for _ in range(n)]
agentset = AgentSet(agents, model)
for agent in agents:
agent.agent_set = agentset

# Lambda for addition
agentset.do(lambda agent: agent.do_add())
assert len(agentset) == 2 * n

# setup again for lambda function tests
model = Model()
agents = [TestAgentDo(model.next_id(), model) for _ in range(10)]
agentset = AgentSet(agents, model)
for agent in agents:
agent.agent_set = agentset

# Lambda for removal
agentset.do(lambda agent: agent.do_remove())
assert len(agentset) == 0

# setup for actual function tests
def add_function(agent):
agent.do_add()

def remove_function(agent):
agent.do_remove()

# setup again for actual function tests
model = Model()
agents = [TestAgentDo(model.next_id(), model) for _ in range(n)]
agentset = AgentSet(agents, model)
for agent in agents:
agent.agent_set = agentset

# Actual function for addition
agentset.do(add_function)
assert len(agentset) == 2 * n

# setup again for actual function tests
model = Model()
agents = [TestAgentDo(model.next_id(), model) for _ in range(10)]
agentset = AgentSet(agents, model)
for agent in agents:
agent.agent_set = agentset

# Actual function for removal
agentset.do(remove_function)
assert len(agentset) == 0


def test_agentset_get_attribute():
model = Model()
agents = [TestAgent(model.next_id(), model) for _ in range(10)]
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