Initial Commit for ZeroMQ implentation

gymclient.py

@@ -0,0 +1,67 @@
+import zmq
+import numpy
+
+
+# [TODO] Error handling for if server is down
+class Environment:
+    def __init__(self, address, port):
+        self.context = zmq.Context()
+        self.socket = self.context.socket(zmq.REQ)
+        self.socket.connect("tcp://%s:%s" % (address, port))
+        self.address = address
+        self.port = port
+        self.observation_space, self.action_space, self.reward_range, self.metadata, self.action_meanings = self.get_initial_metadata()    
+
+    ##
+    # Helper Functions
+    ##
+    def get_environment_name(self):
+        self.socket.send_json({'method':'query', 'items':['environment_name']})
+        return self.socket.recv_pyobj()['environment_name']
+    def get_state(self, preprocess = False):
+        self.socket.send_json({'method':'query', 'items':['state'], 'preprocess':preprocess})
+        return self.socket.recv_pyobj()['state']
+    def get_reward(self):
+        self.socket.send_json({'method':'query', 'items':['reward']})
+        return self.socket.recv_pyobj()['reward']
+    def get_score(self):
+        self.socket.send_json({'method':'query', 'items':['cumulative_reward']})
+        return self.socket.recv_pyobj()['cumulative_reward']
+    def get_done(self):
+        self.socket.send_json({'method':'query', 'items':['done']})
+        return self.socket.recv_pyobj()['done']
+    def get_info(self):
+        self.socket.send_json({'method':'query', 'items':['info']})
+        return self.socket.recv_pyobj()['info']
+    def get_observation_space(self):
+        self.socket.send_json({'method':'query', 'items':['observation_space']})
+        return self.socket.recv_pyobj()['observation_space']
+    def get_action_space(self):
+        self.socket.send_json({'method':'query', 'items':['action_space']})
+        return self.socket.recv_pyobj()['action_space']
+    def get_reward_range(self):
+        self.socket.send_json({'method':'query', 'items':['reward_range']})
+        return self.socket.recv_pyobj()['reward_range']
+    def get_metadata(self):
+        self.socket.send_json({'method':'query', 'items':['metadata']})
+        return self.socket.recv_pyobj()['metadata']
+    def get_action_meanings(self):
+        self.socket.send_json({'method':'query', 'items':['action_meanings']})
+        return self.socket.recv_pyobj()['action_meanings']
+    def get_initial_metadata(self):
+        self.socket.send_json({'method':'query', 'items':['observation_space', 'action_space', 'reward_range', 'metadata', 'action_meanings']})
+        content = self.socket.recv_pyobj()
+        return content['observation_space'], content['action_space'], content['reward_range'], content['metadata'], content['action_meanings']
+    
+    ##
+    # Common API
+    ##
+    def reset(self, preprocess = False):
+        self.socket.send_json({'method':'set', 'type':'reset', 'preprocess':preprocess})
+        return self.socket.recv_pyobj()
+    def step(self, action_id, preprocess = False):
+        self.socket.send_json({'method':'set', 'type':'action', 'id': action_id, 'preprocess':preprocess})
+        content = self.socket.recv_pyobj()
+        return content['state'], content['reward'], content['done'], content['info']
+    
+# env = Environment("127.0.0.1", 5000)

gymserver.py

@@ -0,0 +1,145 @@
+import sys
+import gym
+import zmq
+import json
+
+##
+# OpenAI Gym State
+##
+class Environment:
+    def __init__(self, environment_name):
+        self.sim = gym.make(environment_name)
+        self.environment_name = environment_name
+        self.reset()
+    def step(self, action):
+        # [TODO] Check to see if 'action' is valid
+        self.state, self.reward, self.done, self.info = self.sim.step(action)
+        self.score += self.reward
+    def reset(self):
+        self.state = self.sim.reset()
+        self.reward = 0
+        self.score = 0
+        self.done = False
+        self.info = {}
+    def preprocess(self, state):
+        raise NotImplementedError
+    def get_state(self, preprocess = False):
+        state = self.state
+        if preprocess:
+            state = self.preprocess(state)
+        return state
+
+
+##
+# Pong Specific Environment Information
+##
+import cv2
+class PongEnv(Environment):
+    def __init__(self):
+        super(PongEnv, self).__init__("PongNoFrameskip-v4")
+    def preprocess(self, state):
+        # Grayscale
+        frame = cv2.cvtColor(state, cv2.COLOR_RGB2GRAY)
+        # Crop irrelevant parts
+        frame = frame[34:194, 15:145] # Crops to shape (160, 130)
+        # Downsample
+        frame = cv2.resize(frame, (80, 80), interpolation=cv2.INTER_AREA)
+        # Normalize
+        frame = frame / 255
+        return frame
+
+#
+## Response Methods
+#
+def perform_action(msg, env, socket):
+    if 'id' not in msg: # [TODO] Include an integer check
+        socket.send_string("ERROR: 'id' not in message when type is set to 'action'.")
+
+    action = int(msg['id'])
+    env.step(action)
+
+    p = msg['preprocess'] is not None and msg['preprocess']
+    content = {}
+    content['state'] = env.get_state(preprocess = p)
+    content['reward'] = env.reward
+    content['done'] = env.done
+    content['info'] = env.info
+    socket.send_pyobj(content)
+
+def reset_env(msg, env, socket):
+    env.reset()
+    # Preprocess if part of message is set and equal to True
+    p = msg['preprocess'] is not None and msg['preprocess']
+    socket.send_pyobj(env.get_state(preprocess = p))
+
+def respond_query(msg, env, socket):
+    if 'items' not in msg:
+        socket.send_string("ERROR: items not found in query message")
+    # [TODO] Have a check here to make sure msg['items'] is a list
+    response = {}
+    for item in msg['items']:
+        if item == "environment_name":
+            response[item] = env.environment_name
+        elif item == "action_space":
+            response[item] = env.sim.action_space
+        elif item == "observation_space":
+            response[item] = env.sim.observation_space
+        elif item == "reward_range":
+            response[item] = env.sim.reward_range
+        elif item == "metadata":
+            response[item] = env.sim.metadata
+        elif item == "action_meanings":
+            response[item] = env.sim.unwrapped.get_action_meanings()
+        elif item == "state":
+            p = msg['preprocess'] is not None and msg['preprocess']
+            response[item] = env.get_state(preprocess = p)
+        elif item == "cumulative_reward":
+            response[item] = env.score
+        elif item == "reward":
+            response[item] = env.reward
+        elif item == "done":
+            response[item] = env.done
+        elif item == "info":
+            response[item] = env.info
+    socket.send_pyobj(response)
+
+def respond_set(msg, env, socket):
+    if 'type' not in msg:
+        socket.send_string("ERROR: type not found in JSON message.")
+    if msg['type'] == 'reset':
+        reset_env(msg, env, socket)
+    elif msg['type'] == 'action':
+        perform_action(msg, env, socket)
+    pass
+
+def respond(msg, env, socket):
+    if 'method' not in msg:
+        socket.send_string("ERROR: method not found in JSON message.")
+    # From here establish what type of message it is....
+    # Maybe create a switch statement of some sort that sends it off to each of the specialized functions already created below
+    if msg['method'] == 'query':
+        respond_query(msg, env, socket)
+    elif msg['method'] == "set":
+        respond_set(msg, env, socket)
+    else:
+        socket.send_string("ERROR: method is not 'query' or 'set'.")
+
+#
+## Main Routine
+#
+
+# [TODO] Make sure port is an int
+if len(sys.argv) != 2:
+    print("Usage: gymserver_zero.py <port>", file=sys.stderr)
+    sys.exit(1)
+
+env = PongEnv()
+port = int(sys.argv[1])
+context = zmq.Context()
+socket = context.socket(zmq.REP)
+socket.bind("tcp://*:%s" % port)
+while True:
+    msg = socket.recv_json()
+    respond(msg, env, socket)
+
+

start_servers.sh

@@ -0,0 +1,6 @@
+#!/bin/bash
+export FLASK_APP=gymserver.py
+for i in {0..31}
+do
+	python gymserver.py $((5000 + i)) &
+done