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