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from __future__ import annotations
import argparse
import base64
import concurrent.futures
import logging
import os
import threading
import time
import uuid
from dataclasses import dataclass, field
from typing import Any
from flask import Flask, jsonify, request
from desktop_env.desktop_env import DesktopEnv
logger = logging.getLogger("gui.env_pool_server")
app = Flask(__name__)
def _encode_obs(obs: dict[str, Any]) -> dict[str, Any]:
screenshot = obs.get("screenshot")
out = dict(obs)
if isinstance(screenshot, (bytes, bytearray)):
out["screenshot_b64"] = base64.b64encode(screenshot).decode("utf-8")
else:
out["screenshot_b64"] = None
out.pop("screenshot", None)
return out
@dataclass
class EnvSlot:
env_id: str
env: DesktopEnv
busy: bool = False
lease_id: str | None = None
episode_id: str | None = None
last_used_ts: float = field(default_factory=time.time)
lock: threading.RLock = field(default_factory=threading.RLock)
class EnvPool:
def __init__(
self,
*,
max_envs: int,
idle_ttl_seconds: int,
env_kwargs: dict[str, Any],
prewarm_envs: int = 0,
prewarm_concurrency: int = 1,
reset_on_close: bool = True,
) -> None:
self.max_envs = max_envs
self.idle_ttl_seconds = idle_ttl_seconds
self.env_kwargs = env_kwargs
self.min_envs = max(0, min(prewarm_envs, max_envs))
self.prewarm_concurrency = max(1, int(prewarm_concurrency))
self.reset_on_close = reset_on_close
self._slots: dict[str, EnvSlot] = {}
self._lease_to_env: dict[str, str] = {}
self._lock = threading.RLock()
if self.min_envs > 0:
self._prewarm(self.min_envs)
def _new_slot(self) -> EnvSlot:
env_id = f"env-{uuid.uuid4().hex[:12]}"
env = DesktopEnv(**self.env_kwargs)
return EnvSlot(env_id=env_id, env=env)
def _create_and_store_slot(self, idx: int, count: int) -> None:
slot = self._new_slot()
with self._lock:
self._slots[slot.env_id] = slot
logger.info("Prewarmed env %s (%d/%d)", slot.env_id, idx + 1, count)
def _prewarm(self, count: int) -> None:
if self.prewarm_concurrency <= 1:
for idx in range(count):
self._create_and_store_slot(idx, count)
return
logger.info("Prewarming %d envs with concurrency=%d", count, self.prewarm_concurrency)
with concurrent.futures.ThreadPoolExecutor(max_workers=self.prewarm_concurrency) as executor:
futures = [
executor.submit(self._create_and_store_slot, idx, count)
for idx in range(count)
]
for future in concurrent.futures.as_completed(futures):
future.result()
def _reap_idle_locked(self) -> None:
now = time.time()
to_delete: list[str] = []
removable_budget = max(0, len(self._slots) - self.min_envs)
for env_id, slot in self._slots.items():
if slot.busy:
continue
if now - slot.last_used_ts < self.idle_ttl_seconds:
continue
if removable_budget <= 0:
break
try:
slot.env.close()
except Exception:
logger.exception("Failed to close idle env %s", env_id)
to_delete.append(env_id)
removable_budget -= 1
for env_id in to_delete:
self._slots.pop(env_id, None)
def allocate(self, episode_id: str | None = None) -> dict[str, Any]:
with self._lock:
self._reap_idle_locked()
for slot in self._slots.values():
if not slot.busy:
lease_id = f"lease-{uuid.uuid4().hex[:16]}"
slot.busy = True
slot.lease_id = lease_id
slot.episode_id = episode_id
slot.last_used_ts = time.time()
self._lease_to_env[lease_id] = slot.env_id
return {"lease_id": lease_id, "env_id": slot.env_id, "reused": True}
if len(self._slots) >= self.max_envs:
raise RuntimeError(f"Pool exhausted: {len(self._slots)}/{self.max_envs}")
slot = self._new_slot()
self._slots[slot.env_id] = slot
lease_id = f"lease-{uuid.uuid4().hex[:16]}"
slot.busy = True
slot.lease_id = lease_id
slot.episode_id = episode_id
slot.last_used_ts = time.time()
self._lease_to_env[lease_id] = slot.env_id
return {"lease_id": lease_id, "env_id": slot.env_id, "reused": False}
def _get_slot_by_lease_locked(self, lease_id: str) -> EnvSlot:
env_id = self._lease_to_env.get(lease_id)
if env_id is None:
raise KeyError(f"Unknown lease_id: {lease_id}")
slot = self._slots.get(env_id)
if slot is None:
raise KeyError(f"Lease {lease_id} points to a missing env slot")
return slot
def heartbeat(self, lease_id: str) -> None:
with self._lock:
slot = self._get_slot_by_lease_locked(lease_id)
with slot.lock:
slot.last_used_ts = time.time()
def reset(self, lease_id: str, task_config: dict[str, Any] | None = None) -> dict[str, Any]:
with self._lock:
slot = self._get_slot_by_lease_locked(lease_id)
with slot.lock:
obs = slot.env.reset(task_config=task_config)
slot.last_used_ts = time.time()
return _encode_obs(obs)
def get_obs(self, lease_id: str) -> dict[str, Any]:
with self._lock:
slot = self._get_slot_by_lease_locked(lease_id)
with slot.lock:
obs = slot.env._get_obs()
slot.last_used_ts = time.time()
return _encode_obs(obs)
def step(self, lease_id: str, action: Any, sleep_after_execution: float = 0.0) -> dict[str, Any]:
with self._lock:
slot = self._get_slot_by_lease_locked(lease_id)
with slot.lock:
obs, reward, done, info = slot.env.step(action, sleep_after_execution)
slot.last_used_ts = time.time()
return {
"observation": _encode_obs(obs),
"reward": reward,
"done": bool(done),
"info": info or {},
}
def evaluate(self, lease_id: str) -> float:
with self._lock:
slot = self._get_slot_by_lease_locked(lease_id)
with slot.lock:
slot.last_used_ts = time.time()
return float(slot.env.evaluate())
def start_recording(self, lease_id: str) -> None:
with self._lock:
slot = self._get_slot_by_lease_locked(lease_id)
with slot.lock:
slot.env.controller.start_recording()
slot.last_used_ts = time.time()
def end_recording(self, lease_id: str, out_path: str) -> None:
with self._lock:
slot = self._get_slot_by_lease_locked(lease_id)
with slot.lock:
slot.env.controller.end_recording(out_path)
slot.last_used_ts = time.time()
def close_lease(self, lease_id: str) -> None:
with self._lock:
slot = self._get_slot_by_lease_locked(lease_id)
self._lease_to_env.pop(lease_id, None)
slot.lease_id = None
slot.episode_id = None
# Keep this slot reserved during reset to avoid being allocated while dirty.
slot.busy = True
env_id = slot.env_id
if self.reset_on_close:
try:
with slot.lock:
slot.env.reset(task_config=None)
except Exception:
logger.exception("Failed to reset env %s on close; recreating slot", env_id)
replacement = self._new_slot()
with self._lock:
if self._slots.get(env_id) is slot:
self._slots.pop(env_id, None)
self._slots[replacement.env_id] = replacement
try:
with slot.lock:
slot.env.close()
except Exception:
logger.exception("Failed to close broken env slot %s", env_id)
return
with self._lock:
if self._slots.get(env_id) is slot:
slot.busy = False
slot.last_used_ts = time.time()
def status(self) -> dict[str, Any]:
with self._lock:
busy = sum(1 for slot in self._slots.values() if slot.busy)
return {
"total_envs": len(self._slots),
"busy_envs": busy,
"idle_envs": len(self._slots) - busy,
"leases": len(self._lease_to_env),
"max_envs": self.max_envs,
"min_envs": self.min_envs,
"prewarm_concurrency": self.prewarm_concurrency,
"reset_on_close": self.reset_on_close,
}
POOL: EnvPool | None = None
@app.get("/healthz")
def healthz():
return jsonify({"ok": True})
@app.get("/status")
def status():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
return jsonify({"ok": True, "pool": POOL.status()})
@app.post("/allocate")
def allocate():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
try:
episode_id = data.get("episode_id")
lease = POOL.allocate(episode_id=episode_id)
return jsonify({"ok": True, **lease})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
@app.post("/heartbeat")
def heartbeat():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
lease_id = data.get("lease_id")
if not lease_id:
return jsonify({"ok": False, "error": "lease_id is required"}), 400
try:
POOL.heartbeat(lease_id)
return jsonify({"ok": True})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
@app.post("/reset")
def reset():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
lease_id = data.get("lease_id")
task_config = data.get("task_config")
if not lease_id:
return jsonify({"ok": False, "error": "lease_id is required"}), 400
try:
obs = POOL.reset(lease_id, task_config=task_config)
return jsonify({"ok": True, "observation": obs})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
@app.post("/get_obs")
def get_obs():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
lease_id = data.get("lease_id")
if not lease_id:
return jsonify({"ok": False, "error": "lease_id is required"}), 400
try:
obs = POOL.get_obs(lease_id)
return jsonify({"ok": True, "observation": obs})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
@app.post("/step")
def step():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
lease_id = data.get("lease_id")
action = data.get("action")
sleep_after_execution = float(data.get("sleep_after_execution", 0.0))
if not lease_id:
return jsonify({"ok": False, "error": "lease_id is required"}), 400
try:
out = POOL.step(lease_id, action=action, sleep_after_execution=sleep_after_execution)
return jsonify({"ok": True, **out})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
@app.post("/evaluate")
def evaluate():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
lease_id = data.get("lease_id")
if not lease_id:
return jsonify({"ok": False, "error": "lease_id is required"}), 400
try:
score = POOL.evaluate(lease_id)
return jsonify({"ok": True, "score": score})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
@app.post("/start_recording")
def start_recording():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
lease_id = data.get("lease_id")
if not lease_id:
return jsonify({"ok": False, "error": "lease_id is required"}), 400
try:
POOL.start_recording(lease_id)
return jsonify({"ok": True})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
@app.post("/end_recording")
def end_recording():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
lease_id = data.get("lease_id")
out_path = data.get("out_path")
if not lease_id or not out_path:
return jsonify({"ok": False, "error": "lease_id and out_path are required"}), 400
try:
POOL.end_recording(lease_id, out_path=out_path)
return jsonify({"ok": True})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
@app.post("/close")
def close():
if POOL is None:
return jsonify({"ok": False, "error": "Pool is not initialized"}), 500
data = request.get_json(force=True, silent=True) or {}
lease_id = data.get("lease_id")
if not lease_id:
return jsonify({"ok": False, "error": "lease_id is required"}), 400
try:
POOL.close_lease(lease_id)
return jsonify({"ok": True})
except Exception as e:
return jsonify({"ok": False, "error": str(e)}), 500
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser(description="GUI environment lease/pool server")
parser.add_argument("--host", type=str, default="0.0.0.0")
parser.add_argument("--port", type=int, default=18080)
parser.add_argument("--max-envs", type=int, default=int(os.getenv("GUI_POOL_MAX_ENVS", "64")))
parser.add_argument("--idle-ttl-seconds", type=int, default=int(os.getenv("GUI_POOL_IDLE_TTL_SECONDS", "600")))
parser.add_argument("--provider-name", type=str, default=os.getenv("GUI_PROVIDER_NAME", "volcengine"))
parser.add_argument("--region", type=str, default=os.getenv("GUI_REGION", "us-east-1"))
parser.add_argument("--path-to-vm", type=str, default=os.getenv("GUI_PATH_TO_VM"))
parser.add_argument("--action-space", type=str, default=os.getenv("GUI_ACTION_SPACE", "pyautogui"))
parser.add_argument("--headless", action="store_true")
parser.add_argument("--observation-type", type=str, default=os.getenv("GUI_OBSERVATION_TYPE", "screenshot"))
parser.add_argument("--client-password", type=str, default=os.getenv("GUI_CLIENT_PASSWORD", ""))
parser.add_argument("--screen-width", type=int, default=int(os.getenv("GUI_SCREEN_WIDTH", "1920")))
parser.add_argument("--screen-height", type=int, default=int(os.getenv("GUI_SCREEN_HEIGHT", "1080")))
parser.add_argument("--prewarm-envs", type=int, default=int(os.getenv("GUI_PREWARM_ENVS", "0")))
parser.add_argument(
"--prewarm-concurrency",
type=int,
default=int(os.getenv("GUI_PREWARM_CONCURRENCY", "8")),
help="Parallel workers used during startup prewarm",
)
parser.add_argument(
"--reset-on-close",
type=int,
default=int(os.getenv("GUI_RESET_ON_CLOSE", "1")),
help="1: reset env when lease closes; 0: only release lease",
)
return parser.parse_args()
def main() -> None:
global POOL
args = parse_args()
logging.basicConfig(
level=logging.INFO,
format="[%(asctime)s %(levelname)s %(name)s] %(message)s",
)
env_kwargs = {
"path_to_vm": args.path_to_vm,
"action_space": args.action_space,
"provider_name": args.provider_name,
"region": args.region,
"screen_size": (args.screen_width, args.screen_height),
"headless": args.headless,
"os_type": "Ubuntu",
"require_a11y_tree": args.observation_type in ["a11y_tree", "screenshot_a11y_tree", "som"],
"enable_proxy": True,
"client_password": args.client_password,
}
POOL = EnvPool(
max_envs=args.max_envs,
idle_ttl_seconds=args.idle_ttl_seconds,
env_kwargs=env_kwargs,
prewarm_envs=args.prewarm_envs,
prewarm_concurrency=args.prewarm_concurrency,
reset_on_close=bool(args.reset_on_close),
)
logger.info(
"Starting GUI env pool server on %s:%s with max_envs=%s prewarm_envs=%s",
args.host,
args.port,
args.max_envs,
args.prewarm_envs,
)
app.run(host=args.host, port=args.port, threaded=True)
if __name__ == "__main__":
main()