|
| 1 | +import logging |
| 2 | +from dataclasses import dataclass |
| 3 | +from math import log |
| 4 | +from typing import Any |
| 5 | + |
| 6 | +from desktop_env.desktop_env import DesktopEnv |
| 7 | +from distributed.protocol.cupy import d |
| 8 | + |
| 9 | +from agentlab.benchmarks.abstract_env import AbstractBenchmark, AbstractEnv, AbstractEnvArgs |
| 10 | + |
| 11 | +logger = logging.getLogger(__name__) |
| 12 | + |
| 13 | + |
| 14 | +class OsworldGym(AbstractEnv): |
| 15 | + def __init__( |
| 16 | + self, |
| 17 | + task: dict, |
| 18 | + provider_name: str = "vmware", |
| 19 | + region: str | None = None, |
| 20 | + path_to_vm: str | None = None, |
| 21 | + snapshot_name: str = "init_state", |
| 22 | + action_space: str = "computer_13", |
| 23 | + cache_dir: str = "cache", |
| 24 | + screen_size: tuple[int, int] = (1920, 1080), |
| 25 | + headless: bool = False, |
| 26 | + require_a11y_tree: bool = True, |
| 27 | + require_terminal: bool = False, |
| 28 | + os_type: str = "Ubuntu", |
| 29 | + enable_proxy: bool = False, |
| 30 | + ): |
| 31 | + self.task = task |
| 32 | + self.env_info = { |
| 33 | + "provider_name": provider_name, |
| 34 | + "region": region, |
| 35 | + "path_to_vm": path_to_vm, |
| 36 | + "snapshot_name": snapshot_name, |
| 37 | + "action_space": action_space, |
| 38 | + "cache_dir": cache_dir, |
| 39 | + "screen_size": screen_size, |
| 40 | + "headless": headless, |
| 41 | + "require_a11y_tree": require_a11y_tree, |
| 42 | + "require_terminal": require_terminal, |
| 43 | + "os_type": os_type, |
| 44 | + "enable_proxy": enable_proxy, |
| 45 | + } |
| 46 | + self.env = DesktopEnv( |
| 47 | + action_space=action_space, |
| 48 | + provider_name=provider_name, |
| 49 | + region=region, # type: ignore |
| 50 | + path_to_vm=path_to_vm, # type: ignore |
| 51 | + snapshot_name=snapshot_name, |
| 52 | + cache_dir=cache_dir, |
| 53 | + screen_size=screen_size, # type: ignore |
| 54 | + headless=headless, |
| 55 | + require_a11y_tree=require_a11y_tree, |
| 56 | + require_terminal=require_terminal, |
| 57 | + os_type=os_type, |
| 58 | + ) |
| 59 | + |
| 60 | + def reset(self, seed: int | None = None) -> tuple[dict[str, Any], dict[str, Any]]: |
| 61 | + obs = self.env.reset(task_config=self.task, seed=seed) |
| 62 | + return obs, self.env_info |
| 63 | + |
| 64 | + def step(self, action: str): |
| 65 | + obs, reward, done, info = self.env.step(action) |
| 66 | + truncated = False |
| 67 | + return obs, reward, done, truncated, info |
| 68 | + |
| 69 | + def close(self): |
| 70 | + return self.env.close() |
| 71 | + |
| 72 | + |
| 73 | +@dataclass |
| 74 | +class OsworldEnvArgs(AbstractEnvArgs): |
| 75 | + task: dict[str, Any] |
| 76 | + provider_name: str |
| 77 | + region: str | None |
| 78 | + path_to_vm: str | None |
| 79 | + snapshot_name: str |
| 80 | + action_space: str |
| 81 | + cache_dir: str |
| 82 | + screen_size: tuple[int, int] |
| 83 | + headless: bool |
| 84 | + require_a11y_tree: bool |
| 85 | + require_terminal: bool |
| 86 | + os_type: str |
| 87 | + enable_proxy: bool |
| 88 | + |
| 89 | + def make_env(self) -> OsworldGym: |
| 90 | + logger.info(f"Creating OsworldGym with task: {self.task}") |
| 91 | + gym = OsworldGym( |
| 92 | + task=self.task, |
| 93 | + provider_name=self.provider_name, |
| 94 | + region=self.region, |
| 95 | + path_to_vm=self.path_to_vm, |
| 96 | + snapshot_name=self.snapshot_name, |
| 97 | + action_space=self.action_space, |
| 98 | + cache_dir=self.cache_dir, |
| 99 | + screen_size=self.screen_size, |
| 100 | + headless=self.headless, |
| 101 | + require_a11y_tree=self.require_a11y_tree, |
| 102 | + require_terminal=self.require_terminal, |
| 103 | + os_type=self.os_type, |
| 104 | + enable_proxy=self.enable_proxy, |
| 105 | + ) |
| 106 | + return gym |
| 107 | + |
| 108 | + |
| 109 | +class OsworldBenchmark(AbstractBenchmark): |
| 110 | + name: str = "osworld" |
| 111 | + env_args_list: list[OsworldEnvArgs] |
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