首页 > 解决方案 > 多处理;如何调试:_pickle.PicklingError: 由于需要深度递归,无法腌制对象

问题描述

我有一个可以使用 Python 代码运行的模拟,并希望使用SubProcVecEnvfrom创建它的多个实例stable-baselines3。这使用子处理在不同的内核上运行模拟,并且在我对我的代码进行了一些更改之前它正在工作。但是,现在我收到下面的错误并且不知道如何调试它,因为我不明白我的代码的哪一部分导致了它。有没有办法找出导致超出递归深度的对象/方法?我也不记得在我的代码中的任何地方写过递归方法。研究错误消息没有成功。

/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/site-packages/gym/logger.py:30: UserWarning: WARN: Box bound precision lowered by casting to float32
Traceback (most recent call last):
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/site-packages/cloudpickle/cloudpickle_fast.py", line 563, in dump
    return Pickler.dump(self, obj)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/site-packages/cloudpickle/cloudpickle_fast.py", line 639, in reducer_override
    if sys.version_info[:2] < (3, 7) and _is_parametrized_type_hint(obj):  # noqa  # pragma: no branch
RecursionError: maximum recursion depth exceeded in comparison

The above exception was the direct cause of the following exception:

Traceback (most recent call last):
  File "/home/philipp/Code/ba_pw/train.py", line 84, in <module>
    venv = utils.make_venv(env_class, network, params, remote_ports, monitor_log_dir)
  File "/home/philipp/Code/ba_pw/sumo_rl/utils/utils.py", line 170, in make_venv
    return vec_env.SubprocVecEnv(env_fs)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/site-packages/stable_baselines3/common/vec_env/subproc_vec_env.py", line 106, in __init__
    process.start()
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/multiprocessing/process.py", line 121, in start
    self._popen = self._Popen(self)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/multiprocessing/context.py", line 291, in _Popen
    return Popen(process_obj)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/multiprocessing/popen_forkserver.py", line 35, in __init__
    super().__init__(process_obj)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/multiprocessing/popen_fork.py", line 19, in __init__
    self._launch(process_obj)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/multiprocessing/popen_forkserver.py", line 47, in _launch
    reduction.dump(process_obj, buf)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/multiprocessing/reduction.py", line 60, in dump
    ForkingPickler(file, protocol).dump(obj)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/site-packages/stable_baselines3/common/vec_env/base_vec_env.py", line 372, in __getstate__
    return cloudpickle.dumps(self.var)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/site-packages/cloudpickle/cloudpickle_fast.py", line 73, in dumps
    cp.dump(obj)
  File "/home/philipp/anaconda3/envs/sumo_rl/lib/python3.8/site-packages/cloudpickle/cloudpickle_fast.py", line 570, in dump
    raise pickle.PicklingError(msg) from e
_pickle.PicklingError: Could not pickle object as excessively deep recursion required.

标签: pythonmultiprocessingpickle

解决方案


我终于找到了使用这个问题的答案的解决方案:

我看起来想腌制的对象有太多层。我打了电话:

sys.setrecursionlimit(3000)

现在它可以工作了。


推荐阅读