Files
ai-econ/envs/base_econ_wrapper.py

170 lines
5.5 KiB
Python

from ai_economist.foundation.base import base_env
from threading import Event, Lock, Thread
from queue import Queue
class BaseEconVecEnv():
"""Base class for connecting reciever wrapper to a multi threaded econ simulation and training session"""
base_notification=Event() #Notification for Base
reset_notification=Event() #Notification for recievers
step_notification=Event() #Notification for recievers
action_edit_lock=Lock()
actor_actions={}
stop_edit_lock=Lock()
stop=False
vote_lock=Lock()
n_voters=0
n_votes_reset=0
# States of Env
env_data_lock=Lock()
obs=None
rew=None
done=None
info=None
n_data_retrieved=0
def __init__(self, econ: base_env.BaseEnvironment):
self.env=econ
def register_vote(self):
"""Register reciever on base. Base now knows"""
def run(self):
"""Start the base wrapper"""
thr=Thread(target=self._run,daemon=True)
thr.run()
return thr
def _run(self):
#Reset for run
self.base_notification.clear()
self.reset_notification.clear()
self.step_notification.clear()
self.stop_edit_lock.release()
self.stop=False
self.action_edit_lock.release()
self.actor_actions={}
self.vote_lock.release()
self.reset_notification.clear()
self.n_votes_reset=0
self.n_votes_step=0
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()
if self.env.n_agents==len(self.actor_actions.keys) & self.step_notification.is_set()==False:
# we have all the actions -> STEP
self._step()
self.action_edit_lock.release() # 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()
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.env_data_lock.release()
self.action_edit_lock.acquire() # prevent steps until everybody had the chanse to look at it
self.step_notification.set() # notify recievers
def _prepare_step(self):
#prepare base for next step
self.action_edit_lock.acquire() # we are editing action data
if self.step_notification.is_set():
self.step_notification.clear()
self.actor_actions={}
self.action_edit_lock.release()
def reciever_request_step(self, actions):
"""Submits actions to base processing queue. Actions as dict pairing of idx and action id"""
self._prepare_step() # 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:
if self.actor_actions[k]!=None:
raise Exception("Actor action has already been submitted. {}".format(k))
self.actor_actions[k]=v
self.base_notification.set() #Alert base for action changes
self.action_edit_lock.release()
def reciever_block_step(self):
"""Returns with newest data after step request has been called. Blocks until all actors have submitted an action"""
self.step_notification.wait() # new data available
self.env_data_lock.acquire() # get data
obs=self.obs
rew=self.rew
done=self.done
info=self.info
self.n_data_retrieved+=1
if self.n_data_retrieved>=self.n_voters:
self.action_edit_lock.release() # release the step so that new actions can be submitted
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()
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