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Improve documentation about configuration and workflows (#2919)
Clarifies problems users found in the documentation error in parallel documentation #2915: Decorators are not needed for ParslPoolExecutor.map Reloading default HighThroughputExecutor after parsl.clear() results in KeyError: 'block_id' exception #2871 : Configs may not be re-used Fixes Docs: Further clarification on how serialization impacts where imports need to be #2918 : Explain when functions need imports Fixes Allowing for inputs and outputs to take immutable types #2925 : Explain mutable types are undesirable Thanks, @Andrew-S-Rosen
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# Example Scripts | ||
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Scripts which illustrate example from the documentation that do not run well as part of the pytest |
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"""Tests documentation related to building apps. Must reside outside the Parsl library to be effective""" | ||
from typing import List, Union | ||
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import numpy as np | ||
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from parsl import python_app, HighThroughputExecutor, Config | ||
import parsl | ||
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parsl.load(Config(executors=[HighThroughputExecutor(label='htex_spawn', max_workers=1, start_method='spawn', address='127.0.0.1')])) | ||
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# Part 1: Explain imports | ||
# BAD: Assumes library has been imported | ||
@python_app(executors=['htex_spawn']) | ||
def bad_imports(x: Union[List[float], np.ndarray], m: float, b: float): | ||
return np.multiply(x, m) + b | ||
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# GOOD: Imports libraries itself | ||
@python_app(executors=['htex_spawn']) | ||
def good_imports(x: Union[List[float], 'np.ndarray'], m: float, b: float): | ||
import numpy as np | ||
return np.multiply(x, m) + b | ||
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future = bad_imports([1.], 1, 0) | ||
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try: | ||
future.result() | ||
raise ValueError() | ||
except NameError as e: | ||
print('Failed, as expected. Error:', e) | ||
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future = good_imports([1.], 1, 0) | ||
print(f'Passed, as expected: {future.result()}') | ||
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# Part 2: Test other types of globals | ||
# BAD: Uses global variables | ||
global_var = {'a': 0} | ||
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@python_app | ||
def bad_global(string: str, character: str = 'a'): | ||
global_var[character] += string.count(character) # `global_var` will not be accessible | ||
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# GOOD | ||
@python_app | ||
def good_global(string: str, character: str = 'a'): | ||
return {character: string.count(character)} | ||
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try: | ||
bad_global('parsl').result() | ||
except NameError as e: | ||
print(f'Failed, as expected: {e}') | ||
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for ch, co in good_global('parsl', 'a').result().items(): | ||
global_var[ch] += co | ||
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# Part 3: Mutable args | ||
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# BAD: Assumes changes to inputs will be communicated | ||
@python_app | ||
def append_to_list(input_list: list, new_val): | ||
input_list.append(new_val) | ||
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mutable_arg = [] | ||
append_to_list(mutable_arg, 1).result() | ||
assert mutable_arg == [], 'The list _was_changed' | ||
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# GOOD: Changes to inputs are returned | ||
@python_app | ||
def append_to_list(input_list: list, new_val) -> list: | ||
input_list.append(new_val) | ||
return input_list | ||
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mutable_arg = append_to_list(mutable_arg, 1).result() | ||
assert mutable_arg == [1] |
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