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soil/examples/rabbits/rabbit_improved_sim.py
2023-04-20 17:57:18 +02:00

154 lines
4.2 KiB
Python

from soil import FSM, state, default_state, BaseAgent, NetworkAgent, Environment, Simulation
from soil.time import Delta
from enum import Enum
from collections import Counter
import logging
import math
from rabbits_basic_sim import RabbitEnv
class RabbitsImprovedEnv(RabbitEnv):
def init(self):
"""Initialize the environment with the new versions of the agents"""
a1 = self.add_node(Male)
a2 = self.add_node(Female)
a1.add_edge(a2)
self.add_agent(RandomAccident)
class Rabbit(FSM, NetworkAgent):
sexual_maturity = 30
life_expectancy = 300
birth = None
@property
def age(self):
if self.birth is None:
return None
return self.now - self.birth
@default_state
@state
def newborn(self):
self.info("I am a newborn.")
self.birth = self.now
self.offspring = 0
return self.youngling, Delta(self.sexual_maturity - self.age)
@state
def youngling(self):
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):
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 # Do not try to impregnate other females
class Female(Rabbit):
gestation = 10
conception = None
@state
def fertile(self):
# Just wait for a Male
if self.age > self.life_expectancy:
return self.dead
if self.conception is not None:
return self.pregnant
@property
def pregnancy(self):
if self.conception is None:
return None
return self.now - self.conception
def impregnate(self, male):
self.info(f"impregnated by {repr(male)}")
self.mate = male
self.conception = self.now
self.number_of_babies = int(8 + 4 * self.random.random())
@state
def pregnant(self):
self.debug("I am pregnant")
if self.age > self.life_expectancy:
self.info("Dying before giving birth")
return self.die()
if self.pregnancy >= self.gestation:
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)
if self.mate:
child.add_edge(self.mate)
self.mate.offspring += 1
else:
self.debug("The father has passed away")
self.offspring += 1
self.mate = None
return self.fertile
def die(self):
if self.pregnancy is not None:
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.get("prob_death", 1e-100) * math.floor(
math.log10(max(1, rabbits_alive))
)
self.debug("Killing some rabbits with prob={}!".format(prob_death))
for i in self.iter_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=RabbitsImprovedEnv, max_time=100, seed="MySeed", iterations=1)
if __name__ == "__main__":
sim.run()