Files
ai-econ/wrapper/base_econ_wrapper.py

180 lines
6.0 KiB
Python

from ai_economist.foundation.base import base_env
from threading import Event, Lock, Thread
from queue import Queue
class BaseEconWrapper():
"""Base class for connecting reciever wrapper to a multi threaded econ simulation and training session"""
step_notifications=[] #Notification for recievers
actor_actions={}
stop=False
n_voters=0
n_votes_reset=0
# States of Env
obs=None
rew=None
done=None
info=None
n_data_retrieved=0
def __init__(self, econ: base_env.BaseEnvironment):
self.env=econ
self.vote_lock=Lock()
self.base_notification=Event() #Notification for Base
self.reset_notification=Event() #Notification for recievers
self.action_edit_lock=Lock()
self.stop_edit_lock=Lock()
self.env_data_lock=Lock()
def register_vote(self):
"""Register reciever on base. Returns ID of Voter to pass on during blocking"""
voterID=self.n_voters
self.n_voters+=1
self.step_notifications.append(Event())
return voterID
def run(self):
"""Start the base wrapper"""
thr=Thread(target=self._run,daemon=True)
thr.start()
return thr
def _run(self):
#Reset for run
self.base_notification.clear()
self.reset_notification.clear()
if self.stop_edit_lock.locked():
self.stop_edit_lock.release()
self.stop=False
if self.action_edit_lock.locked():
self.action_edit_lock.release()
self.actor_actions={}
if self.vote_lock.locked():
self.vote_lock.release()
self.reset_notification.clear()
self.n_votes_reset=0
self.n_votes_step=0
if self.env_data_lock.locked():
self.env_data_lock.release()
self.obs=None
self.rew=None
self.done=None
self.info=None
#Reseting Env
self._reset()
while True:
# Wait for notification
self.base_notification.wait()
self.base_notification.clear() # Cleard
#Check for stop signal
self.stop_edit_lock.acquire()
if self.stop:
return
self.stop_edit_lock.release()
#check for reset
self.vote_lock.acquire() # we might edit votes
if self.n_voters==self.n_votes_reset:
## perform reset
self.n_votes_reset=0
self._reset()
self.vote_lock.release()
#check for actions
self.action_edit_lock.acquire()
enough_votes_for_step=self.env.n_agents==len(self.actor_actions.keys())
self.action_edit_lock.release()
if enough_votes_for_step:
# we have all the actions -> STEP
self._step()
# release actions
# we are done
def stop_env(self):
"""Stops the wrapper"""
self.stop_edit_lock.acquire()
self.stop=True
self.stop_edit_lock.release()
self.base_notification.set()
def _reset(self):
# Aquire Lock
self.env_data_lock.acquire()
self.n_votes_reset=0
self.obs=self.env.reset() #Reset env
self.rew=None
self.done=None
self.info=None
self.env_data_lock.release() #Release lock
# Notify for reset
self.reset_notification.set()
for v in self.step_notifications:
v.clear() # unlock stepping
def _step(self):
"""Steping interaly"""
self.env_data_lock.acquire()
self.reset_notification.clear() # reset after first step
self.obs,self.rew,self.done,self.info=self.env.step(self.actor_actions) # write data
self.n_data_retrieved=0
self.action_edit_lock.acquire() # Start to submit action dict
self.actor_actions={}
self.action_edit_lock.release() # Start to submit action dict
self.env_data_lock.release()
for v in self.step_notifications:
v.set() # send notifications
def _prepare_step(self, voter):
#prepare base for next step
self.step_notifications[voter].clear()
def reciever_request_step(self, actions,voter_id):
"""Submits actions to base processing queue. Actions as dict pairing of idx and action id. voter_id retrieved from registration."""
self._prepare_step(voter_id) # New actions are bening submitted. Prepare base for new step
self.action_edit_lock.acquire() # Start to submit action dict
for k,v in actions.items():
if k in self.actor_actions.keys():
print("Actor action has already been submitted. {}".format(k))
continue
self.actor_actions[k]=v
self.step_notifications[voter_id].clear()
self.base_notification.set() #Alert base for action changes
self.action_edit_lock.release()
def reciever_block_step(self,voter_id):
"""Returns with newest data after step request has been called. voter_id is id from registration. Blocks until all actors have submitted an action"""
self.step_notifications[voter_id].wait() # new data available
self.env_data_lock.acquire() # get data
obs=self.obs
rew=self.rew
done=self.done
info=self.info
self.env_data_lock.release()
return obs,rew,done,info
def reciever_request_reset(self):
"""Adds to vote count to reset. If limit is reached reset will occure"""
#self.vote_lock.acquire()
self.n_votes_reset+=1
# self.vote_lock.release()
self.base_notification.set() #Alert base for action changes
def reciever_block_reset(self):
"""Called after request will block until reset occures. Returns observations."""
self.reset_notification.wait()
self.env_data_lock.acquire()
obs=self.obs
self.env_data_lock.release()
return obs