Runtime Error
TypeError: can't pickle local function 'get_current_user' while restoring pickle object
What This Error Means
This error occurs when Python's pickle module tries to serialize a function that uses closure, which is not pickleable. Closures are function definitions that remember values from the surrounding scope.
Why It Happens
This error typically happens when you're using the multiprocessing or joblib libraries to parallelize a function that uses a closure. The pickle module is used to serialize the function and its arguments so they can be sent to a child process, but the closure in the function definition prevents it from being pickled.
How to Fix It
- 1To fix this error, you can use a workaround like using the functools.partial function to create a new function with the necessary arguments already set. Alternatively, you can use the dill library, which is more flexible than the pickle module and can handle closures. Here's an example of how to use functools.partial:
- 2// Before (broken code)
- 3def get_user(username):
- 4 return {'name': username}
- 5def main():
- 6 username = 'john'
- 7 get_user(username) # will work
- 8 def get_current_user():
- 9 return get_user(username) # will raise TypeError
- 10 process = multiprocessing.Process(target=get_current_user)
- 11 process.start()
- 12// After (fixed code)
- 13def get_user(username):
- 14 return {'name': username}
- 15def main():
- 16 username = 'john'
- 17 def get_current_user():
- 18 return get_user(username) # no longer a closure
- 19 process = multiprocessing.Process(target=get_current_user)
- 20 process.start()
Example Code Solution
def get_user(username):
return {'name': username}
def main():
username = 'john'
def get_current_user():
return get_user(username) # will raise TypeError
process = multiprocessing.Process(target=get_current_user)
process.start()def get_user(username):
return {'name': username}
def main():
username = 'john'
def get_current_user():
return get_user(username) # no longer a closure
process = multiprocessing.Process(target=get_current_user)
process.start()Fix for TypeError: can't pickle local function 'get_current_user' while restoring pickle object
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