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Merge pull request #765 from pyiron/executor_submodule
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# Executors | ||
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This sub-module holds custom children of `concurrent.futures.Executor` for use in other parts of pyiron (e.g. `pyiron_contrib.workflow`). |
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from concurrent.futures import ProcessPoolExecutor | ||
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import cloudpickle | ||
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def _apply_cloudpickle(fn, /, *args, **kwargs): | ||
fn = cloudpickle.loads(fn) | ||
return fn(*args, **kwargs) | ||
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class CloudpickleProcessPoolExecutor(ProcessPoolExecutor): | ||
""" | ||
This executor behaves like `concurrent.futures.ProcessPoolExecutor`, except that | ||
non-pickleable callables may also be submit (e.g. dynamically defined functions). | ||
This is accomplished by replacing the `pickle` backend of the | ||
`concurrent.futures.ProcessPoolExecutor` with a backend from `cloudpickle` when | ||
serializing the callable. | ||
This solution comes from u/mostsquares @ stackoverflow: | ||
https://stackoverflow.com/questions/62830970/submit-dynamically-loaded-functions-to-the-processpoolexecutor | ||
Note: Arguments and return values must still be regularly pickleable. | ||
""" | ||
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def submit(self, fn, /, *args, **kwargs): | ||
return super().submit( | ||
_apply_cloudpickle, cloudpickle.dumps(fn), *args, **kwargs | ||
) |
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from functools import partialmethod | ||
from pickle import PickleError | ||
from time import sleep | ||
import unittest | ||
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from pyiron_contrib.executors.executors import CloudpickleProcessPoolExecutor | ||
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class Foo: | ||
""" | ||
A base class to be dynamically modified for testing CloudpickleProcessPoolExecutor. | ||
""" | ||
def __init__(self, fnc: callable): | ||
self.fnc = fnc | ||
self.result = None | ||
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@property | ||
def run(self): | ||
return self.fnc | ||
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def process_result(self, future): | ||
self.result = future.result() | ||
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def dynamic_foo(): | ||
""" | ||
A decorator for dynamically modifying the Foo class to test | ||
CloudpickleProcessPoolExecutor. | ||
Overrides the `fnc` input of `Foo` with the decorated function. | ||
""" | ||
def as_dynamic_foo(fnc: callable): | ||
return type( | ||
"DynamicFoo", | ||
(Foo,), # Define parentage | ||
{ | ||
"__init__": partialmethod( | ||
Foo.__init__, | ||
fnc | ||
) | ||
}, | ||
) | ||
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return as_dynamic_foo | ||
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class TestCloudpickleProcessPoolExecutor(unittest.TestCase): | ||
def test_unpickleable_callable(self): | ||
""" | ||
We should be able to use an unpickleable callable -- in this case, a method of | ||
a dynamically defined class. | ||
""" | ||
fortytwo = 42 # No magic numbers; we use it in a couple places so give it a var | ||
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@dynamic_foo() | ||
def slowly_returns_42(): | ||
sleep(0.1) | ||
return fortytwo | ||
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dynamic_42 = slowly_returns_42() # Instantiate the dynamically defined class | ||
self.assertIsInstance( | ||
dynamic_42, | ||
Foo, | ||
msg="Just a sanity check that the test is set up right" | ||
) | ||
self.assertIsNone( | ||
dynamic_42.result, | ||
msg="Just a sanity check that the test is set up right" | ||
) | ||
executor = CloudpickleProcessPoolExecutor() | ||
fs = executor.submit(dynamic_42.run) | ||
fs.add_done_callback(dynamic_42.process_result) | ||
self.assertFalse(fs.done(), msg="Should be running on the executor") | ||
self.assertEqual(fortytwo, fs.result(), msg="Future must complete") | ||
self.assertEqual(fortytwo, dynamic_42.result, msg="Callback must get called") | ||
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def test_unpickleable_return(self): | ||
""" | ||
We should _not_ be able to use an unpickleable return value -- in this case, a | ||
method of a dynamically defined class. | ||
""" | ||
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@dynamic_foo() | ||
def does_nothing(): | ||
return | ||
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@dynamic_foo() | ||
def slowly_returns_unpickleable(): | ||
""" | ||
Returns a complex, dynamically defined variable | ||
""" | ||
sleep(0.1) | ||
inside_variable = does_nothing() | ||
inside_variable.result = "it was an inside job!" | ||
return inside_variable | ||
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dynamic_dynamic = slowly_returns_unpickleable() | ||
executor = CloudpickleProcessPoolExecutor() | ||
fs = executor.submit(dynamic_dynamic.run) | ||
with self.assertRaises(PickleError): | ||
print(fs.result()) # Can't (un)pickle the result | ||
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if __name__ == '__main__': | ||
unittest.main() |