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62 changes: 62 additions & 0 deletions frouros/tests/unit/utils/test_stats.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,62 @@
"""Test stats module."""

from typing import List, Union

import numpy as np # type: ignore
import pytest # type: ignore

from frouros.utils.stats import CircularMean, Mean


@pytest.mark.parametrize(
"size, values, expected_mean_steps",
[
(1, [5, 10, 6, 4, 14], [5.0, 10.0, 6.0, 4.0, 14.0]),
(3, [5, 10, 6, 4, 14], [5.0, 7.5, 7.0, 6.66666667, 8.0]),
(6, [5, 10, 6, 4, 14], [5.0, 7.5, 7, 6.25, 7.8]),
],
)
def test_circular_mean(
size: int,
values: List[Union[int, float]],
expected_mean_steps: List[Union[int, float]],
) -> None:
"""Test circular mean.

:param size: size value
:type size: int
:param values: values
:type values: List[Union[int, float]]
:param expected_mean_steps: expected mean step values
:type expected_mean_steps: List[Union[int, float]]
"""
mean = CircularMean(size=size)

for value, expected_mean_step in zip(values, expected_mean_steps):
mean.update(value=value)
assert np.isclose(mean.get(), expected_mean_step)


@pytest.mark.parametrize(
"values, expected_mean_steps",
[
([5, 10, 6, 4, 14], [5.0, 7.5, 7, 6.25, 7.8]),
([-5, 10, -6, 4, -14], [-5.0, 2.5, -0.33333334, 0.75, -2.2]),
],
)
def test_mean(
values: List[Union[int, float]],
expected_mean_steps: List[Union[int, float]],
) -> None:
"""Test mean.

:param values: values
:type values: List[Union[int, float]]
:param expected_mean_steps: expected mean step values
:type expected_mean_steps: List[Union[int, float]]
"""
mean = Mean()

for value, expected_mean_step in zip(values, expected_mean_steps):
mean.update(value=value)
assert np.isclose(mean.get(), expected_mean_step)
2 changes: 1 addition & 1 deletion pyproject.toml
Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
[project]
name = "frouros"
version = "0.2.6"
version = "0.2.7"
description = "A Python library for drift detection in Machine Learning problems"
authors = [
{name = "Jaime Céspedes Sisniega", email = "cespedes@ifca.unican.es"}
Expand Down