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# (C) Copyright 2005-2023 Enthought, Inc., Austin, TX
# All rights reserved.
#
# This software is provided without warranty under the terms of the BSD
# license included in LICENSE.txt and may be redistributed only under
# the conditions described in the aforementioned license. The license
# is also available online at http://www.enthought.com/licenses/BSD.txt
#
# Thanks for using Enthought open source!
"""
Perform timing tests to compare the performance of on_trait_change and observe.
For details on the varying scenarios see the description strings throughout
the file.
For the original motivation of this script, see the related issue:
enthought/traits#1325
"""
import textwrap
import timeit
# Number of iterations to perform:
N = 10000
DECORATOR_SIMPLE_CASE_DESCRIPTION = """
Given a subclass of HasTraits with a trait defined, e.g. name = Str(),
compare having a method with no decorator to one that is decorated with
@on_trait_change("name"), one decorated with @observe("name"), and one
with @observe(trait('name')).
The timing we are interested in:
(1) Time to import the module, i.e. the class construction.
(2) Time to instantiate the HasTraits object.
(3) Time for reassigning the trait to a new value.
Times are reported as:
(#): absolute_time relative_time_to_control
"""
# Code template strings to be timed for the simple decorator case
# General setup not to be included in the timing.
BASE_SETUP = textwrap.dedent("""
from traits.api import (
cached_property,
HasTraits,
Instance,
observe,
on_trait_change,
Property,
Str
)
from traits.observation.api import trait
""")
# Construct HasTraits subclass with decorated method
PERSON_CONSTRUCTION_TEMPLATE = textwrap.dedent("""
class Person(HasTraits):
name = Str()
{decorator}
def some_method(self, event):
pass
""")
# Instantiate the HasTraits subclass with decorated method
INSTANTIATE_PERSON = textwrap.dedent("""
a_person = Person()
""")
# Update the trait being observed
REASSIGN_NAME = textwrap.dedent("""
a_person.name = 'name'
""")
def get_decorated_method_simple_timing(decorator):
""" Time the cases described by the decorator with simple trait case, using
the given method decorator.
Parameters
----------
decorator - Str
The string defining the decorator to be used on the method of the
HasTraits subclass. e.g. "@observe('name')"
Returns
-------
tuple
A 3-tuple containing the time to construct the HasTraits subclass, the
time to instantiate it, and the time to reassign the trait
"""
construct_person = PERSON_CONSTRUCTION_TEMPLATE.format(decorator=decorator)
construction_time = timeit.timeit(
stmt=construct_person,
setup=BASE_SETUP,
number=N
)
instantiation_time = timeit.timeit(
stmt=INSTANTIATE_PERSON,
setup=BASE_SETUP + construct_person,
number=N
)
reassign_person_name_time = timeit.timeit(
stmt=REASSIGN_NAME,
setup=BASE_SETUP + construct_person + INSTANTIATE_PERSON,
number=N
)
return (construction_time, instantiation_time, reassign_person_name_time)
DECORATOR_EXTENDED_CASE_DESCRIPTION = """
Given a subclass of HasTraits with a trait referring to an instance of
HasTraits, e.g. child = Instance(AnotherClass) where AnotherClass has a
name trait, compare having a method with no decorator to one that is
decorated with @on_trait_change("child.name"), one decorated with
@observe("child.name"), and one with
@observe(trait('child').trait('name')).
The timing we are interested in:
(1) Time to import the module, i.e. the class construction.
(2) Time to instantiate the HasTraits object.
(3) Time for reassigning child to a new value.
(4) Time for reassigning child.name to a new value.
Times are reported as:
(#): absolute_time relative_time_to_control
"""
# Code template strings to be timed for the decorated method with enxtended
# trait case.
# Setup for constructing subclass of HasTraits with a trait referring to an
# instance of HasTraits
CONSTRUCT_PARENT_SETUP = BASE_SETUP + textwrap.dedent("""
class Person(HasTraits):
name = Str()
""")
# Construct subclass of HasTraits with a trait referring to an instance of
# HasTraits with decorated method
PARENT_CONSTRUCTION_TEMPLATE = textwrap.dedent("""
class Parent(HasTraits):
child = Instance(Person)
{decorator}
def some_method(self, event):
pass
""")
# Instantiate the class
INSTANTIATE_PARENT = textwrap.dedent("""
a_parent = Parent(child=Person())
""")
# Update the instance trait containing the trait being observed
REASSIGN_CHILD = textwrap.dedent("""
a_parent.child = Person()
""")
# Update the trait being observed on the instance trait
REASSIGN_CHILD_NAME = textwrap.dedent("""
a_parent.child.name = 'name'
""")
def get_decorated_method_extended_timing(decorator):
""" Time the cases described by the decorated method with enxtended trait
case, using the given method decorator.
Parameters
----------
decorator - Str
The string defining the decorator to be used on the method of the
HasTraits subclass. e.g. "@observe('child.name')"
Returns
-------
tuple
A 4-tuple containing the time to construct the HasTraits subclass, the
time to instantiate it, the time to reassign child, and the
time to reassign child.name
"""
construct_parent = PARENT_CONSTRUCTION_TEMPLATE.format(
decorator=decorator
)
construction_time = timeit.timeit(
stmt=construct_parent,
setup=CONSTRUCT_PARENT_SETUP,
number=N
)
instantiation_time = timeit.timeit(
stmt=INSTANTIATE_PARENT,
setup=CONSTRUCT_PARENT_SETUP + construct_parent,
number=N
)
reassign_child_time = timeit.timeit(
stmt=REASSIGN_CHILD,
setup=CONSTRUCT_PARENT_SETUP + construct_parent + INSTANTIATE_PARENT,
number=N
)
reassign_child_name_time = timeit.timeit(
stmt=REASSIGN_CHILD_NAME,
setup=CONSTRUCT_PARENT_SETUP + construct_parent + INSTANTIATE_PARENT,
number=N
)
return (
construction_time,
instantiation_time,
reassign_child_time,
reassign_child_name_time
)
PROPERTY_SIMPLE_CASE_DESCRIPTION = """
Given a subclass of HasTraits with a trait that is defined as Property
that depends on a simple trait, compare having the Property be defined
as Property(), Property(depends_on="name"), Property(observe="name"),
and Property(observe=trait('name')).
The timing we are interested in:
(1) Time to import the module, i.e. the class construction.
(2) Time to instantiate the HasTraits object.
(3) Time for changing the trait being depended-on / observed.
Times are reported as:
(#): absolute_time relative_time_to_control
"""
CACHED_PROPERTY_SIMPLE_CASE_DESCRIPTION = """
Identical to the simple property case only using the @chached_property
decorator on the property's getter method.
The timing we are interested in:
(1) Time to import the module, i.e. the class construction.
(2) Time to instantiate the HasTraits object.
(3) Time for changing the trait being depended-on / observed.
Times are reported as:
(#): absolute_time relative_time_to_control
"""
# Code template strings to be timed for the (cached) property depending on a
# simple trait scenario.
# Construct subclass of HasTraits with a trait that is defined as Property that
# depends on a simple trait (with option include @cached_property)
PERSON_WITH_PROPERTY_CONSTRUCTION_TEMPLATE = textwrap.dedent("""
class Person(HasTraits):
name=Str()
a_property = Property({})
{}
def _get_a_property(self):
return self.name
""")
def get_property_simple_timing(property_args, cached_property):
""" Time the cases described by the (cached) property depending on a simple
trait scenario. Whether or not the property is cached is based on the
cached_property argument, and the given property_args argument is used in
the Property trait definition.
Parameters
----------
property_args - Str
The string defining the argument to be passed in the definition of the
Property trait. e.g. "depends_on='name'"
cached_property - Str
The string that will be used to decorate the getter method of the
Property. Expected to be either '' or '@cached_property'.
Returns
-------
tuple
A 3-tuple containing the time to construct the HasTraits subclass, the
time to instantiate it, and the time to reassign the trait being
depended-on / observed.
"""
construct_person_with_property = \
PERSON_WITH_PROPERTY_CONSTRUCTION_TEMPLATE.format(
property_args,
cached_property
)
construction_time = timeit.timeit(
stmt=construct_person_with_property,
setup=BASE_SETUP,
number=N
)
instantiation_time = timeit.timeit(
stmt=INSTANTIATE_PERSON,
setup=BASE_SETUP + construct_person_with_property,
number=N
)
reassign_dependee_name_time = timeit.timeit(
stmt=REASSIGN_NAME,
setup=BASE_SETUP + construct_person_with_property + INSTANTIATE_PERSON,
number=N
)
return (construction_time, instantiation_time, reassign_dependee_name_time)
PROPERTY_EXTENDED_CASE_DESCRIPTION = """
Given a subclass of HasTraits with a trait that is defined as Property
that depends on an extended trait, compare having the Property be
defined as Property(), Property(depends_on="child.name"),
Property(observe="child.name"), and
Property(observe=trait('child').trait('name')).
The timing we are interested in:
(1) Time to import the module, i.e. the class construction.
(2) Time to instantiate the HasTraits object.
(3) Time for reassigning child to a new value.
(4) Time for reassigning child.name to a new value.
Times are reported as:
(#): absolute_time relative_time_to_control
"""
CACHED_PROPERTY_EXTENDED_CASE_DESCRIPTION = """
Identical to the extended property case only using the @cached_property
decorator on the property's getter method.
The timing we are interested in:
(1) Time to import the module, i.e. the class construction.
(2) Time to instantiate the HasTraits object.
(3) Time for reassigning child to a new value.
(4) Time for reassigning child.name to a new value.
Times are reported as:
(#): absolute_time relative_time_to_control
"""
# Code template strings to be timed for the (cached) property depending on an
# extended trait scenario.
# Construct subclass of HasTraits with a trait that is defined as Property that
# depends on an extended trait (with option to include @cached_property)
PARENT_WITH_PROPERTY_CONSTRUCTION_TEMPLATE = textwrap.dedent("""
class Parent(HasTraits):
child = Instance(Person)
a_property = Property({})
{}
def _get_a_property(self):
return self.child.name
""")
def get_property_extended_timing(property_args, cached_property):
""" Time the cases described by the (cached) property depending on an
extended trait scenario. Wether or not the property is cached is determined
by the cached_property argument, and the given property_args argument is
used for the Property trait definition.
Parameters
----------
property_args - Str
The string defining the argument to be passed in the definition of the
Property trait. e.g. "depends_on='child.name'"
cached_property - Str
The string that will be used to decorate the getter method of the
Property. Expected to be either '' or '@cached_property'.
Returns
-------
tuple
A 4-tuple containing the time to construct the HasTraits subclass, the
time to instantiate it, the time to reassign child, and the time to
reassign child.name
"""
construct_parent_with_property = \
PARENT_WITH_PROPERTY_CONSTRUCTION_TEMPLATE.format(
property_args,
cached_property
)
construction_time = timeit.timeit(
stmt=construct_parent_with_property,
setup=CONSTRUCT_PARENT_SETUP,
number=N
)
instantiation_time = timeit.timeit(
stmt=INSTANTIATE_PARENT,
setup=CONSTRUCT_PARENT_SETUP + construct_parent_with_property,
number=N
)
reassign_child_time = timeit.timeit(
stmt=REASSIGN_CHILD,
setup=(
CONSTRUCT_PARENT_SETUP
+ construct_parent_with_property
+ INSTANTIATE_PARENT
),
number=N
)
reassign_child_name_time = timeit.timeit(
stmt=REASSIGN_CHILD_NAME,
setup=(
CONSTRUCT_PARENT_SETUP
+ construct_parent_with_property
+ INSTANTIATE_PARENT
),
number=N
)
return (
construction_time,
instantiation_time,
reassign_child_time,
reassign_child_name_time
)
def report(description, benchmark_template, get_time, get_time_args):
""" Prints a readable benchmark report.
Parameters
----------
descritption : str
The description of the benchmarking scenario being reported.
benchmark_template : str
The format string used to print the times for the benchmark in a clean,
formatted way
get_time : function
The function used to get the benchmark times for the current benchmark
scenario
get_time_args : list of tuples
The list of tuples containing the arguments to be passed the the
get_time function. Note the first argument should give specifics about
the case being timed and will be printed as part of the report. e.g.
("@observe('name')"), or ("depends_on='name'", '@cached_property').
The first item in the list will be used as a control.
"""
print(description)
control_times = get_time(*get_time_args[0])
for index, args in enumerate(get_time_args):
if index == 0:
print("control -")
case_times = control_times
else:
print(args[0] + ' -')
case_times = get_time(*args)
relative_times = map(
lambda times: times[1] / times[0], zip(control_times, case_times)
)
print(benchmark_template.format(*case_times, *relative_times))
print('-' * 80)
def main():
BENCHMARK_TEMPLATE_3TIMES = ("(1): {0:.5f} {3:>6.2f} "
"(2): {1:.5f} {4:>6.2f} "
"(3): {2:.5f} {5:>6.2f}")
BENCHMARK_TEMPLATE_4TIMES = ("(1): {0:.5f} {4:>6.2f} "
"(2): {1:.5f} {5:>6.2f} "
"(3): {2:.5f} {6:>6.2f} "
"(4): {3:.5f} {7:>6.2f}")
report(
description=DECORATOR_SIMPLE_CASE_DESCRIPTION,
benchmark_template=BENCHMARK_TEMPLATE_3TIMES,
get_time=get_decorated_method_simple_timing,
get_time_args=[
('',),
("@on_trait_change('name')",),
("@observe('name')",),
("@observe(trait('name'))",)
]
)
report(
description=DECORATOR_EXTENDED_CASE_DESCRIPTION,
benchmark_template=BENCHMARK_TEMPLATE_4TIMES,
get_time=get_decorated_method_extended_timing,
get_time_args=[
('',),
("@on_trait_change('child.name')",),
("@observe('child.name')",),
("@observe(trait('child').trait('name'))",)
]
)
report(
description=PROPERTY_SIMPLE_CASE_DESCRIPTION,
benchmark_template=BENCHMARK_TEMPLATE_3TIMES,
get_time=get_property_simple_timing,
get_time_args=[
('', ''),
("depends_on='name'", ''),
("observe='name'", ''),
("observe=trait('name')", '')
]
)
report(
description=CACHED_PROPERTY_SIMPLE_CASE_DESCRIPTION,
benchmark_template=BENCHMARK_TEMPLATE_3TIMES,
get_time=get_property_simple_timing,
get_time_args=[
('', '@cached_property'),
("depends_on='name'", '@cached_property'),
("observe='name'", '@cached_property'),
("observe=trait('name')", '@cached_property')
]
)
report(
description=PROPERTY_EXTENDED_CASE_DESCRIPTION,
benchmark_template=BENCHMARK_TEMPLATE_4TIMES,
get_time=get_property_extended_timing,
get_time_args=[
('', ''),
("depends_on='child.name'", ''),
("observe='child.name'", ''),
("observe=trait('child').trait('name')", '')
]
)
report(
description=CACHED_PROPERTY_EXTENDED_CASE_DESCRIPTION,
benchmark_template=BENCHMARK_TEMPLATE_4TIMES,
get_time=get_property_extended_timing,
get_time_args=[
('', '@cached_property'),
("depends_on='child.name'", '@cached_property'),
("observe='child.name'", '@cached_property'),
("observe=trait('child').trait('name')", '@cached_property')
]
)
if __name__ == '__main__':
main()
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