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soil/examples/rabbits/improved/rabbit_agents.py

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2022-10-13 20:43:16 +00:00
from soil.agents import FSM, state, default_state, BaseAgent, NetworkAgent
from soil.time import Delta, When, NEVER
from enum import Enum
import logging
import math
class RabbitModel(FSM, NetworkAgent):
mating_prob = 0.005
offspring = 0
birth = None
sexual_maturity = 3
life_expectancy = 30
@default_state
@state
def newborn(self):
self.birth = self.now
self.info(f'I am a newborn.')
self.model['rabbits_alive'] = self.model.get('rabbits_alive', 0) + 1
# Here we can skip the `youngling` state by using a coroutine/generator.
while self.age < self.sexual_maturity:
interval = self.sexual_maturity - self.age
yield Delta(interval)
self.info(f'I am fertile! My age is {self.age}')
return self.fertile
@property
def age(self):
return self.now - self.birth
@state
def fertile(self):
raise Exception("Each subclass should define its fertile state")
def step(self):
super().step()
if self.prob(self.age / self.life_expectancy):
return self.die()
class Male(RabbitModel):
max_females = 5
@state
def fertile(self):
# 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))
if self.prob(self['mating_prob']):
f.impregnate(self)
break # Take a break, don't try to impregnate the rest
class Female(RabbitModel):
due_date = None
age_of_pregnancy = None
gestation = 10
mate = None
@state
def fertile(self):
return self.fertile, NEVER
@state
def pregnant(self):
self.info('I am pregnant')
if self.age > self.life_expectancy:
return self.dead
self.due_date = self.now + self.gestation
number_of_babies = int(8+4*self.random.random())
while self.now < self.due_date:
yield When(self.due_date)
self.info('Having {} babies'.format(number_of_babies))
for i in range(number_of_babies):
agent_class = self.random.choice([Male, Female])
child = self.model.add_node(agent_class=agent_class,
topology=self.topology)
self.model.add_edge(self, child)
self.model.add_edge(self.mate, child)
self.offspring += 1
self.model.agents[self.mate].offspring += 1
self.mate = None
self.due_date = None
return self.fertile
@state
def dead(self):
super().dead()
if self.due_date is not None:
self.info('A mother has died carrying a baby!!')
def impregnate(self, male):
self.info(f'{repr(male)} impregnating female {repr(self)}')
self.mate = male
self.set_state(self.pregnant, when=self.now)
class RandomAccident(BaseAgent):
level = logging.INFO
def step(self):
rabbits_total = self.model.topology.number_of_nodes()
if 'rabbits_alive' not in self.model:
self.model['rabbits_alive'] = 0
rabbits_alive = self.model.get('rabbits_alive', rabbits_total)
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.model.network_agents:
if i.state.id == i.dead.id:
continue
if self.prob(prob_death):
self.info('I killed a rabbit: {}'.format(i.id))
rabbits_alive = self.model['rabbits_alive'] = rabbits_alive -1
i.set_state(i.dead)
self.debug('Rabbits alive: {}/{}'.format(rabbits_alive, rabbits_total))
if self.model.count_agents(state_id=RabbitModel.dead.id) == self.model.topology.number_of_nodes():
self.die()