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soil/examples/rabbits/rabbits_basic_sim.py
J. Fernando Sánchez 73282530fd Big refactor v0.30
All test pass, except for the TestConfig suite, which is not too critical as the
plan for this version onwards is to avoid configuration as much as possible.
2023-04-09 04:19:24 +02:00

161 lines
4.2 KiB
Python

from soil import FSM, state, default_state, BaseAgent, NetworkAgent, Environment, Simulation, report, parameters as params
from collections import Counter
import logging
import math
class RabbitEnv(Environment):
prob_death: params.probability = 1e-100
def init(self):
a1 = self.add_node(Male)
a2 = self.add_node(Female)
a1.add_edge(a2)
self.add_agent(RandomAccident)
@report
@property
def num_rabbits(self):
return self.count_agents(agent_class=Rabbit)
@report
@property
def num_males(self):
return self.count_agents(agent_class=Male)
@report
@property
def num_females(self):
return self.count_agents(agent_class=Female)
class Rabbit(NetworkAgent, FSM):
sexual_maturity = 30
life_expectancy = 300
@default_state
@state
def newborn(self):
self.info("I am a newborn.")
self.age = 0
self.offspring = 0
return self.youngling
@state
def youngling(self):
self.age += 1
if self.age >= self.sexual_maturity:
self.info(f"I am fertile! My age is {self.age}")
return self.fertile
@state
def fertile(self):
raise Exception("Each subclass should define its fertile state")
@state
def dead(self):
self.die()
class Male(Rabbit):
max_females = 5
mating_prob = 0.001
@state
def fertile(self):
self.age += 1
if self.age > self.life_expectancy:
return self.dead
# Males try to mate
for f in self.model.agents(
agent_class=Female, state_id=Female.fertile.id, limit=self.max_females
):
self.debug("FOUND A FEMALE: ", repr(f), self.mating_prob)
if self.prob(self["mating_prob"]):
f.impregnate(self)
break # Take a break
class Female(Rabbit):
gestation = 10
pregnancy = -1
@state
def fertile(self):
# Just wait for a Male
self.age += 1
if self.age > self.life_expectancy:
return self.dead
if self.pregnancy >= 0:
return self.pregnant
def impregnate(self, male):
self.info(f"impregnated by {repr(male)}")
self.mate = male
self.pregnancy = 0
self.number_of_babies = int(8 + 4 * self.random.random())
@state
def pregnant(self):
self.info("I am pregnant")
self.age += 1
if self.age >= self.life_expectancy:
return self.die()
if self.pregnancy < self.gestation:
self.pregnancy += 1
return
self.info("Having {} babies".format(self.number_of_babies))
for i in range(self.number_of_babies):
state = {}
agent_class = self.random.choice([Male, Female])
child = self.model.add_node(agent_class=agent_class, **state)
child.add_edge(self)
try:
child.add_edge(self.mate)
self.model.agents[self.mate].offspring += 1
except ValueError:
self.debug("The father has passed away")
self.offspring += 1
self.mate = None
self.pregnancy = -1
return self.fertile
def die(self):
if "pregnancy" in self and self["pregnancy"] > -1:
self.info("A mother has died carrying a baby!!")
return super().die()
class RandomAccident(BaseAgent):
def step(self):
rabbits_alive = self.model.G.number_of_nodes()
if not rabbits_alive:
return self.die()
prob_death = self.model.prob_death * math.floor(
math.log10(max(1, rabbits_alive))
)
self.debug("Killing some rabbits with prob={}!".format(prob_death))
for i in self.get_agents(agent_class=Rabbit):
if i.state_id == i.dead.id:
continue
if self.prob(prob_death):
self.info("I killed a rabbit: {}".format(i.id))
rabbits_alive -= 1
i.die()
self.debug("Rabbits alive: {}".format(rabbits_alive))
sim = Simulation(model=RabbitEnv, max_time=100, seed="MySeed", num_trials=1)
if __name__ == "__main__":
sim.run()