Fix the width and height of vm, make agent perform more accurate

This commit is contained in:
Timothyxxx
2023-11-30 12:10:41 +08:00
parent ecb62d7eb4
commit e52ba2ab13
4 changed files with 134 additions and 62 deletions

View File

@@ -9,6 +9,7 @@ import gymnasium as gym
from gymnasium import spaces
import numpy as np
import uuid
from PIL import Image
from desktop_env.controllers.mouse import MouseClick, AbstractMouseController, XDoToolMouseController, \
PythonMouseController
@@ -39,8 +40,10 @@ class DesktopEnv(gym.Env):
username: str,
password: str = None,
host: str = "192.168.7.128:5000",
snapshot_path: str = "initial_state_with_env_set",
vm_os: VM_TYPE = "ubuntu"):
snapshot_path: str = "base",
vm_os: VM_TYPE = "ubuntu"
):
# The path to the vmx file of your vm
self.path_to_vm = path_to_vm
@@ -51,9 +54,13 @@ class DesktopEnv(gym.Env):
self.host = host
self.snapshot_path = snapshot_path # todo: handling the logic of snapshot directory
# TODO: get the screen width and height from the vm, or standardize it
self.screen_width = 800
self.screen_height = 800
# Initialize emulator
print("Initializing...")
self._start_emulator()
# Get the screen size
self.screen_width, self.screen_height = self._get_screensize()
# Define the action and observation space
self.action_space = spaces.Dict({
"action_type": spaces.Discrete(len(Action)),
@@ -70,13 +77,14 @@ class DesktopEnv(gym.Env):
# Additional setup
self.metadata = {'render.modes': ['rgb_array']}
# Initialize emulator
print("Initializing...")
self._start_emulator()
# set up controllers
self.mouse_controller, self.keyboard_controller = self._create_controllers(vm_os)
def _get_screensize(self):
screenshot_path = self._get_obs()
img = Image.open(screenshot_path)
return img.size
def _create_controllers(self, vm_os: VM_TYPE) -> Tuple[AbstractMouseController, AbstractKeyboardController]:
if vm_os == "ubuntu":
ssh_connection = Connection(host=self.host, user=self.username, connect_kwargs={"password": self.password})
@@ -145,7 +153,18 @@ class DesktopEnv(gym.Env):
return observation
def step(self, action):
action_type = Action(action['action_type'])
if isinstance(action, list):
for a in action:
observation, reward, done, info = self.step(a)
return observation, reward, done, info
# todo: handle the case when the action is not a single action
try:
action_type = Action(action['action_type'])
except KeyError:
done = True
return self._get_obs(), 0, done, {}
if action_type == Action.CLICK:
click = MouseClick(action['click_type'])
if click == MouseClick.LEFT:
@@ -185,17 +204,19 @@ class DesktopEnv(gym.Env):
elif action_type == Action.MOUSE_MOVE:
self.mouse_controller.mouse_move(x=action['x'], y=action['y'])
elif action_type == Action.KEY:
key_sequence = ''.join(map(chr, action['key'])) # Convert integer array to string
self.keyboard_controller.key(key_sequence)
self.keyboard_controller.key(action['key'])
elif action_type == Action.KEY_DOWN:
key_sequence = ''.join(map(chr, action['key'])) # Convert integer array to string
self.keyboard_controller.key_down(key_sequence)
self.keyboard_controller.key_down(action['key'])
elif action_type == Action.KEY_UP:
key_sequence = ''.join(map(chr, action['key'])) # Convert integer array to string
self.keyboard_controller.key_up(key_sequence)
self.keyboard_controller.key_up(action['key'])
elif action_type == Action.TYPE:
text = ''.join(map(chr, action['text'])) # Convert integer array to string
self.keyboard_controller.type(text)
for key in action['text']:
if key == "\r" or key == "\n":
self.keyboard_controller.key("enter")
else:
self.keyboard_controller.key(key)
# sleep for 0.05 seconds with some random noise
time.sleep(0.05 + np.random.normal(0, 0.01))
# Capture new state
observation = self._get_obs()