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tests/unit/parallel_ops/test_read_spectra_parallel.py
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import unittest | ||
from functools import cached_property | ||
from unittest.mock import MagicMock | ||
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import numpy as np | ||
import pytest | ||
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from depiction.parallel_ops import ReadSpectraParallel | ||
from depiction.persistence import RamReadFile | ||
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mock_n_jobs = 2 | ||
mock_task_size = None | ||
mock_verbose = 0 | ||
mock_mz_list = np.array([[1.0, 2.0, 3.0], [4.0, 5.0, 6.0]]) | ||
mock_int_list = np.array([[500.0, 600.0, 700.0], [800.0, 900.0, 1000.0]]) | ||
mock_coordinates = np.array([[0, 1, 2], [3, 4, 5]]) | ||
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class TestReadSpectraParallel(unittest.TestCase): | ||
def setUp(self) -> None: | ||
self.mock_n_jobs = 2 | ||
self.mock_task_size = None | ||
self.mock_verbose = 0 | ||
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self.mock_mz_list = np.array([[1.0, 2.0, 3.0], [4.0, 5.0, 6.0]]) | ||
self.mock_int_list = np.array([[500.0, 600.0, 700.0], [800.0, 900.0, 1000.0]]) | ||
self.mock_coordinates = np.array([[0, 1, 2], [3, 4, 5]]) | ||
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@cached_property | ||
def mock_parallel(self) -> ReadSpectraParallel: | ||
return ReadSpectraParallel.from_params( | ||
n_jobs=self.mock_n_jobs, | ||
task_size=self.mock_task_size, | ||
verbose=self.mock_verbose, | ||
) | ||
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@cached_property | ||
def mock_read_file(self) -> RamReadFile: | ||
return RamReadFile( | ||
mz_arr_list=self.mock_mz_list, | ||
int_arr_list=self.mock_int_list, | ||
coordinates=self.mock_coordinates, | ||
) | ||
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def test_from_config(self) -> None: | ||
mock_config = MagicMock(name="mock_config") | ||
parallel = ReadSpectraParallel.from_config(config=mock_config) | ||
self.assertEqual(mock_config, parallel.config) | ||
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def test_from_params(self) -> None: | ||
parallel = ReadSpectraParallel.from_params( | ||
n_jobs=self.mock_n_jobs, | ||
task_size=self.mock_task_size, | ||
verbose=self.mock_verbose, | ||
) | ||
self.assertEqual(self.mock_n_jobs, parallel.config.n_jobs) | ||
self.assertEqual(self.mock_task_size, parallel.config.task_size) | ||
self.assertEqual(self.mock_verbose, parallel.config.verbose) | ||
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def test_map_chunked_default(self) -> None: | ||
def operation(reader, indices): | ||
return sum(reader.get_spectrum_mz(index).sum() for index in indices) | ||
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results = self.mock_parallel.map_chunked(read_file=self.mock_read_file, operation=operation) | ||
self.assertListEqual([6.0, 15.0], results) | ||
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def test_map_chunked_when_pass_task_index(self) -> None: | ||
def operation(reader, indices, task_index): | ||
return sum(reader.get_spectrum_mz(index).sum() for index in indices) + task_index | ||
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results = self.mock_parallel.map_chunked( | ||
read_file=self.mock_read_file, operation=operation, pass_task_index=True | ||
) | ||
self.assertListEqual([6.0, 16.0], results) | ||
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def test_map_chunked_when_spectra_indices(self) -> None: | ||
self.mock_mz_list = np.array([[1.0, 2.0, 3.0], [4.0, 5.0, 6.0], [7.0, 8.0, 9.0]]) | ||
self.mock_int_list = np.array([[500.0, 600.0, 700.0], [800.0, 900.0, 1000.0], [1100.0, 1200.0, 1300.0]]) | ||
self.mock_coordinates = np.array([[0, 1, 2], [3, 4, 5], [6, 7, 8]]) | ||
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def operation(reader, indices): | ||
return sum(reader.get_spectrum_mz(index).sum() for index in indices) | ||
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results = self.mock_parallel.map_chunked( | ||
read_file=self.mock_read_file, | ||
operation=operation, | ||
spectra_indices=np.array([0, 2]), | ||
) | ||
self.assertListEqual([6.0, 24.0], results) | ||
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def test_map_chunked_when_bind_args(self) -> None: | ||
def operation(reader, indices, *, my_arg): | ||
return sum(reader.get_spectrum_mz(index).sum() for index in indices) + my_arg | ||
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results = self.mock_parallel.map_chunked( | ||
read_file=self.mock_read_file, operation=operation, bind_args={"my_arg": 10} | ||
) | ||
self.assertListEqual([16.0, 25.0], results) | ||
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def test_map_chunked_when_reduce_concat(self) -> None: | ||
def operation(reader, indices): | ||
return reader.get_spectrum_mz(indices[0]) | ||
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results = self.mock_parallel.map_chunked( | ||
read_file=self.mock_read_file, | ||
operation=operation, | ||
reduce_fn=ReadSpectraParallel.reduce_concat, | ||
) | ||
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self.assertListEqual([1.0, 2.0, 3.0, 4.0, 5.0, 6.0], results) | ||
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def test_reduce_concat(self) -> None: | ||
results = [[1, 2, 3], [4], [5, 6]] | ||
reduced = self.mock_parallel.reduce_concat(results) | ||
self.assertListEqual([1, 2, 3, 4, 5, 6], reduced) | ||
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@pytest.fixture | ||
def mock_parallel() -> ReadSpectraParallel: | ||
return ReadSpectraParallel.from_params( | ||
n_jobs=mock_n_jobs, | ||
task_size=mock_task_size, | ||
verbose=mock_verbose, | ||
) | ||
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@pytest.fixture | ||
def mock_read_file() -> RamReadFile: | ||
return RamReadFile( | ||
mz_arr_list=mock_mz_list, | ||
int_arr_list=mock_int_list, | ||
coordinates=mock_coordinates, | ||
) | ||
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def test_from_config() -> None: | ||
mock_config = MagicMock(name="mock_config") | ||
parallel = ReadSpectraParallel.from_config(config=mock_config) | ||
assert parallel.config == mock_config | ||
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def test_from_params() -> None: | ||
parallel = ReadSpectraParallel.from_params( | ||
n_jobs=mock_n_jobs, | ||
task_size=mock_task_size, | ||
verbose=mock_verbose, | ||
) | ||
assert parallel.config.n_jobs == mock_n_jobs | ||
assert parallel.config.task_size == mock_task_size | ||
assert parallel.config.verbose == mock_verbose | ||
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def test_map_chunked_default(mock_parallel, mock_read_file) -> None: | ||
def operation(reader, indices): | ||
return sum(reader.get_spectrum_mz(index).sum() for index in indices) | ||
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results = mock_parallel.map_chunked(read_file=mock_read_file, operation=operation) | ||
assert results == [6.0, 15.0] | ||
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def test_map_chunked_when_pass_task_index(mock_parallel, mock_read_file) -> None: | ||
def operation(reader, indices, task_index): | ||
return sum(reader.get_spectrum_mz(index).sum() for index in indices) + task_index | ||
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results = mock_parallel.map_chunked(read_file=mock_read_file, operation=operation, pass_task_index=True) | ||
assert results == [6.0, 16.0] | ||
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def test_map_chunked_when_spectra_indices(mock_parallel) -> None: | ||
mock_mz_list = np.array([[1.0, 2.0, 3.0], [4.0, 5.0, 6.0], [7.0, 8.0, 9.0]]) | ||
mock_int_list = np.array([[500.0, 600.0, 700.0], [800.0, 900.0, 1000.0], [1100.0, 1200.0, 1300.0]]) | ||
mock_coordinates = np.array([[0, 1, 2], [3, 4, 5], [6, 7, 8]]) | ||
mock_read_file = RamReadFile( | ||
mz_arr_list=mock_mz_list, | ||
int_arr_list=mock_int_list, | ||
coordinates=mock_coordinates, | ||
) | ||
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def operation(reader, indices): | ||
return sum(reader.get_spectrum_mz(index).sum() for index in indices) | ||
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results = mock_parallel.map_chunked( | ||
read_file=mock_read_file, | ||
operation=operation, | ||
spectra_indices=np.array([0, 2]), | ||
) | ||
assert results == [6.0, 24.0] | ||
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def test_map_chunked_when_bind_args(mock_parallel, mock_read_file) -> None: | ||
def operation(reader, indices, *, my_arg): | ||
return sum(reader.get_spectrum_mz(index).sum() for index in indices) + my_arg | ||
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results = mock_parallel.map_chunked(read_file=mock_read_file, operation=operation, bind_args={"my_arg": 10}) | ||
assert results == [16.0, 25.0] | ||
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def test_map_chunked_when_reduce_concat(mock_parallel, mock_read_file) -> None: | ||
def operation(reader, indices): | ||
return reader.get_spectrum_mz(indices[0]) | ||
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results = mock_parallel.map_chunked( | ||
read_file=mock_read_file, | ||
operation=operation, | ||
reduce_fn=ReadSpectraParallel.reduce_concat, | ||
) | ||
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assert results == [1.0, 2.0, 3.0, 4.0, 5.0, 6.0] | ||
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def test_reduce_concat() -> None: | ||
results = [[1, 2, 3], [4], [5, 6]] | ||
reduced = ReadSpectraParallel.reduce_concat(results) | ||
assert reduced == [1, 2, 3, 4, 5, 6] | ||
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if __name__ == "__main__": | ||
unittest.main() | ||
pytest.main() |