diff --git a/python/python-examples/pyproject.toml b/python/python-examples/pyproject.toml index f419867..571fea6 100644 --- a/python/python-examples/pyproject.toml +++ b/python/python-examples/pyproject.toml @@ -9,7 +9,8 @@ authors = [ requires-python = ">=3.13" dependencies = [ "pydantic", - "fastapi" + "fastapi", + "scikit-learn" ] [dependency-groups] diff --git a/python/python-examples/src/python_examples/math/__init__.py b/python/python-examples/src/python_examples/math/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/python/python-examples/src/python_examples/math/haversine_distance.py b/python/python-examples/src/python_examples/math/haversine_distance.py new file mode 100644 index 0000000..b420cc4 --- /dev/null +++ b/python/python-examples/src/python_examples/math/haversine_distance.py @@ -0,0 +1,37 @@ +""" +Utility class to use python to calculate the haversine distance between two longitude +and latitude points. +""" +import logging as log + +from math import radians, sin, cos, atan2, sqrt + +log.basicConfig(level=log.INFO) + +# Radius of earth in meters +RADIUS_OF_EARTH = 6371000 + +def calculate_haversine_distince(lat_long_start:list, lat_long_end:list): + """Calculate the haversine distance.""" + # Taken from here + # https://community.esri.com/t5/coordinate-reference-systems-blog/distance-on-a-sphere-the-haversine-formula/ba-p/902128 + + # Direct Unpack the + # Minor correction to code unpack should + lat1, lon1 = lat_long_start + lat2, lon2 = lat_long_end + + # Radians??? + phi_1 = radians(lat1) + phi_2 = radians(lat2) + + delta_phi = radians(lat2 - lat1) + delta_lambda = radians(lon2 - lon1) + + a = sin(delta_phi / 2.0) ** 2 + cos(phi_1) * cos(phi_2) * sin(delta_lambda / 2.0) ** 2 + c = 2 * atan2(sqrt(a), sqrt(1 - a)) + + # Output distance in meters + meters = RADIUS_OF_EARTH * c + + return meters diff --git a/python/python-examples/test/test_haversine_distance.py b/python/python-examples/test/test_haversine_distance.py new file mode 100644 index 0000000..d5f681c --- /dev/null +++ b/python/python-examples/test/test_haversine_distance.py @@ -0,0 +1,31 @@ +""" +Test for haversine distance. +""" +import logging as log +from math import radians +import pytest +from sklearn.metrics.pairwise import haversine_distances +from python_examples.math.haversine_distance import calculate_haversine_distince, RADIUS_OF_EARTH + +@pytest.mark.parametrize("lat_long_origin,lat_long_destination", [ + # Scikit Learn example Ezeiza Airport -> Charles de Gaulle Airport + pytest.param( + [-34.83333, -58.5166646], + [49.0083899664, 2.53844117956] + ) +]) +def test_calculate_haversince_distance(lat_long_origin:list, lat_long_destination:list): + """Test haversine_distance against """ + # log.info(f"origin:{lat_long_origin} destination:{lat_long_destination}") + log.info(f"{lat_long_origin} - {lat_long_destination}") + origin_in_radians = [radians(_) for _ in lat_long_origin] + destination_in_radians = [radians(_) for _ in lat_long_destination] + distance_matrix_result = haversine_distances([origin_in_radians, destination_in_radians]) + km_distance_matrix_result = distance_matrix_result * RADIUS_OF_EARTH / 1000 + + haversine_distance = calculate_haversine_distince(lat_long_origin, lat_long_destination) + km_haversine_distance = round(haversine_distance / 1000, 8) + sklearn_distance = km_distance_matrix_result[0][1] + log.info(f"Raw Calc={km_haversine_distance}, Sklearn Calc={sklearn_distance}") + # Rounding both to 8 digits of accuracy... + assert km_haversine_distance == round(km_distance_matrix_result[0][1], 8) \ No newline at end of file diff --git a/python/python-examples/uv.lock b/python/python-examples/uv.lock index 4f51e37..445cddd 100644 --- a/python/python-examples/uv.lock +++ b/python/python-examples/uv.lock @@ -133,6 +133,67 @@ wheels = [ { url = "https://files.pythonhosted.org/packages/cb/b1/3846dd7f199d53cb17f49cba7e651e9ce294d8497c8c150530ed11865bb8/iniconfig-2.3.0-py3-none-any.whl", hash = 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