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soil/examples/newsspread/newsspread.py
J. Fernando Sánchez 3776c4e5c5 Refactor
* Removed references to `set_state`
* Split some functionality from `agents` into separate files (`fsm` and
`network_agents`)
* Rename `neighboring_agents` to `neighbors`
* Delete some spurious functions
2022-10-17 21:49:31 +02:00

88 lines
2.6 KiB
Python

from soil.agents import FSM, NetworkAgent, state, default_state, prob
import logging
class DumbViewer(FSM, NetworkAgent):
"""
A viewer that gets infected via TV (if it has one) and tries to infect
its neighbors once it's infected.
"""
prob_neighbor_spread = 0.5
prob_tv_spread = 0.1
has_been_infected = False
@default_state
@state
def neutral(self):
if self["has_tv"]:
if self.prob(self.model["prob_tv_spread"]):
return self.infected
if self.has_been_infected:
return self.infected
@state
def infected(self):
for neighbor in self.get_neighbors(state_id=self.neutral.id):
if self.prob(self.model["prob_neighbor_spread"]):
neighbor.infect()
def infect(self):
"""
This is not a state. It is a function that other agents can use to try to
infect this agent. DumbViewer always gets infected, but other agents like
HerdViewer might not become infected right away
"""
self.has_been_infected = True
class HerdViewer(DumbViewer):
"""
A viewer whose probability of infection depends on the state of its neighbors.
"""
def infect(self):
"""Notice again that this is NOT a state. See DumbViewer.infect for reference"""
infected = self.count_neighbors(state_id=self.infected.id)
total = self.count_neighbors()
prob_infect = self.model["prob_neighbor_spread"] * infected / total
self.debug("prob_infect", prob_infect)
if self.prob(prob_infect):
self.has_been_infected = True
class WiseViewer(HerdViewer):
"""
A viewer that can change its mind.
"""
defaults = {
"prob_neighbor_spread": 0.5,
"prob_neighbor_cure": 0.25,
"prob_tv_spread": 0.1,
}
@state
def cured(self):
prob_cure = self.model["prob_neighbor_cure"]
for neighbor in self.get_neighbors(state_id=self.infected.id):
if self.prob(prob_cure):
try:
neighbor.cure()
except AttributeError:
self.debug("Viewer {} cannot be cured".format(neighbor.id))
def cure(self):
self.has_been_cured = True
@state
def infected(self):
if self.has_been_cured:
return self.cured
cured = max(self.count_neighbors(self.cured.id), 1.0)
infected = max(self.count_neighbors(self.infected.id), 1.0)
prob_cure = self.model["prob_neighbor_cure"] * (cured / infected)
if self.prob(prob_cure):
return self.cured