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import perf
import abc
import numpy as np
class NotArray:
pass
class AttrArray:
__array_implementer__ = True
class ArrayBase(abc.ABC):
pass
class ABCArray1(ArrayBase):
pass
class ABCArray2:
pass
ArrayBase.register(ABCArray2)
not_array = NotArray()
attr_array = AttrArray()
abc_array_1 = ABCArray1()
abc_array_2 = ABCArray2()
# Make sure ABC cache is primed
isinstance(not_array, ArrayBase)
isinstance(abc_array_1, ArrayBase)
isinstance(abc_array_2, ArrayBase)
runner = perf.Runner()
def t(name, statement):
runner.timeit(name, statement, globals=globals())
t("np.asarray([])", "np.asarray([])")
arrobj = np.array([])
t("np.asarray(arrobj)", "np.asarray(arrobj)")
t("attr, False",
"getattr(not_array, '__array_implementer__', False)")
t("attr, True",
"getattr(attr_array, '__array_implementer__', False)")
t("ABC, False", "isinstance(not_array, ArrayBase)")
t("ABC, True, via inheritance", "isinstance(abc_array_1, ArrayBase)")
t("ABC, True, via register", "isinstance(abc_array_2, ArrayBase)")
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