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Python

from scipy import fft
import numpy as np
import pytest
from numpy.testing import assert_allclose
import multiprocessing
import os
@pytest.fixture(scope='module')
def x():
return np.random.randn(512, 128) # Must be large enough to qualify for mt
@pytest.mark.parametrize("func", [
fft.fft, fft.ifft, fft.fft2, fft.ifft2, fft.fftn, fft.ifftn,
fft.rfft, fft.irfft, fft.rfft2, fft.irfft2, fft.rfftn, fft.irfftn,
fft.hfft, fft.ihfft, fft.hfft2, fft.ihfft2, fft.hfftn, fft.ihfftn,
fft.dct, fft.idct, fft.dctn, fft.idctn,
fft.dst, fft.idst, fft.dstn, fft.idstn,
])
@pytest.mark.parametrize("workers", [2, -1])
def test_threaded_same(x, func, workers):
expected = func(x, workers=1)
actual = func(x, workers=workers)
assert_allclose(actual, expected)
def _mt_fft(x):
return fft.fft(x, workers=2)
def test_mixed_threads_processes(x):
# Test that the fft threadpool is safe to use before & after fork
expect = fft.fft(x, workers=2)
with multiprocessing.Pool(2) as p:
res = p.map(_mt_fft, [x for _ in range(4)])
for r in res:
assert_allclose(r, expect)
fft.fft(x, workers=2)
def test_invalid_workers(x):
cpus = os.cpu_count()
fft.ifft([1], workers=-cpus)
with pytest.raises(ValueError, match='workers must not be zero'):
fft.fft(x, workers=0)
with pytest.raises(ValueError, match='workers value out of range'):
fft.ifft(x, workers=-cpus-1)
def test_set_get_workers():
cpus = os.cpu_count()
assert fft.get_workers() == 1
with fft.set_workers(4):
assert fft.get_workers() == 4
with fft.set_workers(-1):
assert fft.get_workers() == cpus
assert fft.get_workers() == 4
assert fft.get_workers() == 1
with fft.set_workers(-cpus):
assert fft.get_workers() == 1
def test_set_workers_invalid():
with pytest.raises(ValueError, match='workers must not be zero'):
with fft.set_workers(0):
pass
with pytest.raises(ValueError, match='workers value out of range'):
with fft.set_workers(-os.cpu_count()-1):
pass