From 3a7d87ac4780056c4f3d89a7d68ef92dec95bdc6 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Wed, 5 Jun 2024 16:17:48 +0200 Subject: [PATCH 01/39] fix: added comments in the tests --- tests/test_openeo_gfmap/test_cloud_masking.py | 14 +++++++++++--- tests/test_openeo_gfmap/test_feature_extractors.py | 10 ++++++---- tests/test_openeo_gfmap/test_managers.py | 3 ++- tests/test_openeo_gfmap/test_model_inference.py | 4 ++-- tests/test_openeo_gfmap/test_s1_fetchers.py | 9 ++++++++- 5 files changed, 29 insertions(+), 11 deletions(-) diff --git a/tests/test_openeo_gfmap/test_cloud_masking.py b/tests/test_openeo_gfmap/test_cloud_masking.py index 95a811d..3a29a5a 100644 --- a/tests/test_openeo_gfmap/test_cloud_masking.py +++ b/tests/test_openeo_gfmap/test_cloud_masking.py @@ -28,7 +28,10 @@ # November 2022 to February 2023 temporal_extent = TemporalContext(start_date="2022-11-01", end_date="2023-02-28") - +# TODO; integration test; to consider if we want to move this to the python client itself. +# where do we want the official BAP implementation to end up? +# we should include an assert functionality to measure regression. +# unit test with dummy cube? @pytest.mark.parametrize("backend", backends) def test_bap_score(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -70,7 +73,10 @@ def test_bap_score(backend: Backend): Path(__file__).parent / f"results/bap_score_{backend.value}.nc" ) - +# TODO; integration test; to consider if we want to move this to the python client itself. +# where do we want the official BAP implementation to end up? +# we should include an assert functionality to measure regression. +# unit test with dummy cube? @pytest.mark.parametrize("backend", backends) def test_bap_masking(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -117,7 +123,9 @@ def test_bap_masking(backend: Backend): Path(__file__).parent / f"results/bap_composited_{backend.value}.nc" ) - +# TODO; A convoluted test which contains a unit test for the intervals, +# followed with a integration test on BAP masking. +# unclear why the post-processing is included? @pytest.mark.parametrize("backend", backends) def test_bap_quintad(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() diff --git a/tests/test_openeo_gfmap/test_feature_extractors.py b/tests/test_openeo_gfmap/test_feature_extractors.py index 7dacb57..6d5a648 100644 --- a/tests/test_openeo_gfmap/test_feature_extractors.py +++ b/tests/test_openeo_gfmap/test_feature_extractors.py @@ -87,7 +87,9 @@ def execute(self, inarr: xr.DataArray) -> xr.DataArray: return inarr.transpose("bands", "y", "x") - +# TODO; A convoluted test. I would write unit test functions for the functionalities defined within the Feature extractor class. +# Then we can adapt this test to an integration/regression test +# Is the idea to test the extractor? We want to catch data unavailibility? @pytest.mark.parametrize("backend", backends) def test_patch_feature_udf(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -130,7 +132,7 @@ def test_patch_feature_udf(backend: Backend): assert set(output_cube.keys()) == set(["red", "green", "blue", "crs"]) - +#TODO Similar as above, but for S1 @pytest.mark.parametrize("backend", backends) def test_s1_rescale(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -173,7 +175,7 @@ def test_s1_rescale(backend: Backend): assert output_path.exists() - +#TODO Replace by unit test on the functionalities defined in PatchFeatureExtractor/PointFeatureExtractor @pytest.mark.parametrize("backend", backends) def test_latlon_extractor(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -217,7 +219,7 @@ def test_latlon_extractor(backend: Backend): assert set(output_cube.keys()) == set(["red", "lat", "lon", "crs"]) - +#TODO; will local processing be part of the API? def test_patch_feature_local(): input_path = Path(__file__).parent / "resources/test_optical_cube.nc" diff --git a/tests/test_openeo_gfmap/test_managers.py b/tests/test_openeo_gfmap/test_managers.py index 71a65aa..cc85d88 100644 --- a/tests/test_openeo_gfmap/test_managers.py +++ b/tests/test_openeo_gfmap/test_managers.py @@ -6,7 +6,8 @@ from openeo_gfmap.manager.job_splitters import split_job_hex - +#TODO can we instead assert on exact numbers ? +#would remove the print statement def test_split_jobs(): dataset_path = Path(__file__).parent / "resources/wc_extraction_dataset.gpkg" diff --git a/tests/test_openeo_gfmap/test_model_inference.py b/tests/test_openeo_gfmap/test_model_inference.py index 937bba4..b154538 100644 --- a/tests/test_openeo_gfmap/test_model_inference.py +++ b/tests/test_openeo_gfmap/test_model_inference.py @@ -35,7 +35,7 @@ onnx_model_url = "https://artifactory.vgt.vito.be/artifactory/auxdata-public/gfmap/knn_model_rgbnir.onnx" dependency_url = "https://artifactory.vgt.vito.be/artifactory/auxdata-public/openeo/onnx_dependencies_1.16.3.zip" - +# TODO; as an addition we could include an assert on the output values, however this edges towards MLOPS def test_onnx_inference_local(): """Test the ONNX Model inference locally""" inds = load_dataarray_url(resources_file) @@ -63,7 +63,7 @@ def test_onnx_inference_local(): output_path = Path(__file__).parent / "results/test_onnx_inference_local.nc" output.to_netcdf(output_path) - +#TODO; integration test of +- full pipeline def test_onnx_inference(): """Simple test on the ONNX Model Inference class""" connection = cdse_connection() diff --git a/tests/test_openeo_gfmap/test_s1_fetchers.py b/tests/test_openeo_gfmap/test_s1_fetchers.py index 364ef8d..aa3d5dc 100644 --- a/tests/test_openeo_gfmap/test_s1_fetchers.py +++ b/tests/test_openeo_gfmap/test_s1_fetchers.py @@ -28,7 +28,8 @@ # Retrieve the test parameters from the s2 fetcher tests from .test_s2_fetchers import POINT_EXTRACTION_DF, test_backends, test_configurations - +#TODO; remove class. Defining tests within classes lowers the readibility +# integration test checks if the output S1 cube has the correct band names; class TestS1Extractors: """Build collection extractor for different S1 collections on different backends. @@ -89,6 +90,8 @@ def sentinel1_grd( for harmonierd_name in expected_harmonized_bands: assert harmonierd_name in results.keys() + #TODO; convoluted comparisson; we can use a utility function which calculates a + #statistic for every band, better to make use of pytest.approx def compare_sentinel1_tiles(): """Compare the different tiles gathered from different backends, they should be similar, if they are computed with the same @@ -132,6 +135,8 @@ def compare_sentinel1_tiles(): similarity_score = arrays_cosine_similarity(first_tile, tile_to_compare) assert similarity_score >= 0.95 + + #TODO integration test def sentinel1_grd_point_based( spatial_context: SpatialContext, temporal_context: TemporalContext, @@ -189,6 +194,8 @@ def sentinel1_grd_point_based( df.to_parquet(str(output_file).replace(".json", ".parquet")) + + #TODO integration test def sentinel1_grd_polygon_based( spatial_context: SpatialContext, temporal_context: TemporalContext, From cfebc1fbe2755b93ba6641839a8d3b52d6bcb473 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 13:47:04 +0200 Subject: [PATCH 02/39] test feature extration unit test --- .../unittest_patch_extractors.py | 86 ++++++++++++++++++ tests_integration/conftest.py | 0 .../test_openeo_gfmap/__init__.py | 0 .../resources/malawi_extraction_polygons.gpkg | Bin 0 -> 172032 bytes .../resources/puglia_extraction_polygons.gpkg | Bin 0 -> 98304 bytes .../resources/test_optical_cube.nc | Bin 0 -> 458520 bytes .../waterloo_extraction_polygons.gpkg | Bin 0 -> 98304 bytes .../resources/wc_extraction_dataset.gpkg | Bin 0 -> 794624 bytes .../test_openeo_gfmap/test_backend.py | 0 .../test_openeo_gfmap/test_cloud_masking.py | 0 .../test_feature_extractors.py | 0 .../test_openeo_gfmap/test_intervals.py | 0 .../test_openeo_gfmap/test_managers.py | 0 .../test_openeo_gfmap/test_model_inference.py | 0 .../test_openeo_gfmap/test_s1_fetchers.py | 0 .../test_openeo_gfmap/test_s2_fetchers.py | 0 .../test_openeo_gfmap/test_spatial_context.py | 0 .../test_openeo_gfmap/test_utils.py | 0 .../test_openeo_gfmap/utils.py | 0 19 files changed, 86 insertions(+) create mode 100644 tests/test_openeo_gfmap/unittest_patch_extractors.py create mode 100644 tests_integration/conftest.py create mode 100644 tests_integration/test_openeo_gfmap/__init__.py create mode 100644 tests_integration/test_openeo_gfmap/resources/malawi_extraction_polygons.gpkg create mode 100644 tests_integration/test_openeo_gfmap/resources/puglia_extraction_polygons.gpkg create mode 100644 tests_integration/test_openeo_gfmap/resources/test_optical_cube.nc create mode 100644 tests_integration/test_openeo_gfmap/resources/waterloo_extraction_polygons.gpkg create mode 100644 tests_integration/test_openeo_gfmap/resources/wc_extraction_dataset.gpkg rename {tests => tests_integration}/test_openeo_gfmap/test_backend.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_cloud_masking.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_feature_extractors.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_intervals.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_managers.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_model_inference.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_s1_fetchers.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_s2_fetchers.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_spatial_context.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/test_utils.py (100%) rename {tests => tests_integration}/test_openeo_gfmap/utils.py (100%) diff --git a/tests/test_openeo_gfmap/unittest_patch_extractors.py b/tests/test_openeo_gfmap/unittest_patch_extractors.py new file mode 100644 index 0000000..bc9b04b --- /dev/null +++ b/tests/test_openeo_gfmap/unittest_patch_extractors.py @@ -0,0 +1,86 @@ +#%% + +from openeo_gfmap.features import PatchFeatureExtractor +import pytest +import numpy as np +import xarray as xr +from unittest.mock import MagicMock, patch +from pyproj import CRS, Transformer + +#%% +# Constants for test +LAT_HARMONIZED_NAME = "lat" +LON_HARMONIZED_NAME = "lon" + +class DummyPatchFeatureExtractor(PatchFeatureExtractor): + def execute(self, inarr: xr.DataArray) -> xr.DataArray: + return inarr + +@pytest.fixture +def mock_feature_extractor(): + return DummyPatchFeatureExtractor() + +@pytest.fixture +def mock_data_array(): + coords = { + 'x': np.arange(10), + 'y': np.arange(10) + } + data = np.random.rand(10, 10) + return xr.DataArray(data, coords=coords, dims=['y', 'x']) + +def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): + mock_feature_extractor.epsg = None + with pytest.raises(Exception) as excinfo: + mock_feature_extractor.get_latlons(mock_data_array) + assert "EPSG code was not defined" in str(excinfo.value) + +def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): + mock_feature_extractor.epsg = 4326 + result = mock_feature_extractor.get_latlons(mock_data_array) + assert result.dims == ('bands', 'y', 'x') + assert LAT_HARMONIZED_NAME in result.coords['bands'].values + assert LON_HARMONIZED_NAME in result.coords['bands'].values + +# Use a mock to isolate the test to the get_latlon functionality, and not the pyproj correctness +@patch('pyproj.Transformer') +def test_get_latlons_reproject(mock_transformer, mock_feature_extractor, mock_data_array): + mock_feature_extractor.epsg = 3857 + mock_transform = MagicMock() + mock_transformer.from_crs.return_value = mock_transform + mock_transform.transform.return_value = (np.zeros_like(mock_data_array.coords['x']), np.zeros_like(mock_data_array.coords['y'])) + + result = mock_feature_extractor.get_latlons(mock_data_array) + assert result.dims == ('bands', 'y', 'x') + assert LAT_HARMONIZED_NAME in result.coords['bands'].values + assert LON_HARMONIZED_NAME in result.coords['bands'].values + mock_transform.transform.assert_called() + +def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): + s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] + data = np.random.randint(1, 65535, size=(len(s1_bands), 10, 10), dtype=np.uint16) + mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) + + result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) + assert result.dtype == np.float32 + +def test_rescale_s1_backscatter_invalid(mock_feature_extractor, mock_data_array): + s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] + data = np.random.randint(1, 65535, size=(len(s1_bands), 10, 10), dtype=np.uint16) * -1 + mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) + + with pytest.raises(ValueError) as excinfo: + mock_feature_extractor._rescale_s1_backscatter(mock_data_array) + assert "The input array should be in uint16 format" in str(excinfo.value) + +@patch.object(PatchFeatureExtractor, '_common_preparations', return_value=mock_data_array) +@patch.object(PatchFeatureExtractor, '_rescale_s1_backscatter', return_value=mock_data_array) +def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extractor): + mock_feature_extractor._parameters = {"rescale_s1": True} + mock_cube = MagicMock() + mock_cube.get_array.return_value = mock_data_array + + result = mock_feature_extractor._execute(mock_cube, {}) + assert result.get_array().dims == mock_data_array.dims + mock_common_preparations.assert_called() #ensure functions were invoked + mock_rescale_s1.assert_called() \ No newline at end of file diff --git a/tests_integration/conftest.py 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-@pytest.fixture -def mock_data_array(): - return xr.DataArray(np.random.rand(10, 10), dims=["y", "x"]) - - -def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): - mock_feature_extractor._epsg = None - with pytest.raises(Exception): - mock_feature_extractor.get_latlons(mock_data_array) - - -def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): - mock_feature_extractor._epsg = 4326 - result = mock_feature_extractor.get_latlons(mock_data_array) - assert LAT_HARMONIZED_NAME in result.coords["bands"].values - assert LON_HARMONIZED_NAME in result.coords["bands"].values - - -@patch("pyproj.Transformer.from_crs") -def test_get_latlons_reproject(mock_from_crs, mock_feature_extractor, mock_data_array): - mock_feature_extractor._epsg = 3857 - - # Create mock coordinates matching the 'x' and 'y' dimensions - x_coords = mock_data_array.coords["x"].values - y_coords = mock_data_array.coords["y"].values - - xx, yy = np.meshgrid(x_coords, y_coords) - - # Configure the transformer mock - mock_transform = MagicMock() - mock_from_crs.return_value = mock_transform - mock_transform.transform.return_value = (xx, yy) - - result = mock_feature_extractor.get_latlons(mock_data_array) - - assert result.dims == ("bands", "y", "x") - assert LAT_HARMONIZED_NAME in result.coords["bands"].values - assert LON_HARMONIZED_NAME in result.coords["bands"].values - mock_transform.transform.assert_called() - - -def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): - s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] - data = np.random.randint(1, 65535, size=(len(s1_bands), 10, 10), dtype=np.uint16) - mock_data_array = xr.DataArray( - data, dims=["bands", "y", "x"], coords={"bands": s1_bands} - ) - - result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) - assert result.dtype == np.uint16 - - -@patch.object( - DummyPatchFeatureExtractor, - "_common_preparations", - return_value=xr.DataArray( - np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"] - ), -) -@patch.object( - DummyPatchFeatureExtractor, - "_rescale_s1_backscatter", - return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]), -) -def test_execute(mock_common_preparations, mock_rescale_s1): - # Create an instance of the extractor - extractor = DummyPatchFeatureExtractor() - extractor._parameters = {"rescale_s1": True} - - # Mock the cube - mock_cube = MagicMock() - mock_cube.get_array.return_value = xr.DataArray( - np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"] - ) - - # Execute the method - result = extractor._execute(mock_cube, {}) - - # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] - expected_dims = ("bands", "y", "x") - assert result.get_array().dims == expected_dims - - # Check that the mock methods were called - mock_common_preparations.assert_called() - mock_rescale_s1.assert_called() diff --git a/integration_tests/test_openeo_gfmap/utils.py b/integration_tests/test_openeo_gfmap/utils.py deleted file mode 100644 index 0d21b69..0000000 --- a/integration_tests/test_openeo_gfmap/utils.py +++ /dev/null @@ -1,30 +0,0 @@ -"""Utilitiaries used in tests, such as download test resources.""" - -from tempfile import NamedTemporaryFile - -import requests -import xarray as xr - - -def load_dataset_url(url: str) -> NamedTemporaryFile: - """Download a NetCDF file from the internet and return a Xarray Dataset.""" - with NamedTemporaryFile(suffix=".nc", delete=True) as tmpfile: - response = requests.get(url, timeout=60) - response.raise_for_status() - tmpfile.write(response.content) - - inds = xr.open_dataset(tmpfile.name) - - return inds - - -def load_dataarray_url(url: str) -> NamedTemporaryFile: - """Download a NetCDF file from the internet and return a Xarray Dataset.""" - with NamedTemporaryFile(suffix=".nc", delete=True) as tmpfile: - response = requests.get(url, timeout=60) - response.raise_for_status() - tmpfile.write(response.content) - - inds = xr.open_dataarray(tmpfile.name) - - return inds diff --git a/integration_tests/test_openeo_gfmap/test_backend.py b/tests/test_openeo_gfmap/test_backend.py similarity index 100% rename from integration_tests/test_openeo_gfmap/test_backend.py rename to tests/test_openeo_gfmap/test_backend.py diff --git a/integration_tests/test_openeo_gfmap/test_cloud_masking.py b/tests/test_openeo_gfmap/test_cloud_masking.py similarity index 99% rename from integration_tests/test_openeo_gfmap/test_cloud_masking.py rename to tests/test_openeo_gfmap/test_cloud_masking.py index a1d3f48..feae6ff 100644 --- a/integration_tests/test_openeo_gfmap/test_cloud_masking.py +++ b/tests/test_openeo_gfmap/test_cloud_masking.py @@ -33,6 +33,7 @@ # where do we want the official BAP implementation to end up? # we should include an assert functionality to measure regression. # unit test with dummy cube? +@pytest.mark.skip @pytest.mark.parametrize("backend", backends) def test_bap_score(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -79,6 +80,7 @@ def test_bap_score(backend: Backend): # where do we want the official BAP implementation to end up? # we should include an assert functionality to measure regression. # unit test with dummy cube? +@pytest.mark.skip @pytest.mark.parametrize("backend", backends) def test_bap_masking(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -129,6 +131,7 @@ def test_bap_masking(backend: Backend): # TODO; A convoluted test which contains a unit test for the intervals, # followed with a integration test on BAP masking. # unclear why the post-processing is included? +@pytest.mark.skip @pytest.mark.parametrize("backend", backends) def test_bap_quintad(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() diff --git a/integration_tests/test_openeo_gfmap/test_feature_extractors.py b/tests/test_openeo_gfmap/test_feature_extractors.py similarity index 99% rename from integration_tests/test_openeo_gfmap/test_feature_extractors.py rename to tests/test_openeo_gfmap/test_feature_extractors.py index 6977383..f3cf08a 100644 --- a/integration_tests/test_openeo_gfmap/test_feature_extractors.py +++ b/tests/test_openeo_gfmap/test_feature_extractors.py @@ -91,6 +91,7 @@ def execute(self, inarr: xr.DataArray) -> xr.DataArray: # TODO; A convoluted test. I would write unit test functions for the functionalities defined within the Feature extractor class. # Then we can adapt this test to an integration/regression test # Is the idea to test the extractor? We want to catch data unavailibility? +@pytest.mark.skip @pytest.mark.parametrize("backend", backends) def test_patch_feature_udf(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -135,6 +136,7 @@ def test_patch_feature_udf(backend: Backend): # TODO Similar as above, but for S1 +@pytest.mark.skip @pytest.mark.parametrize("backend", backends) def test_s1_rescale(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -179,6 +181,7 @@ def test_s1_rescale(backend: Backend): # TODO Replace by unit test on the functionalities defined in PatchFeatureExtractor/PointFeatureExtractor +@pytest.mark.skip @pytest.mark.parametrize("backend", backends) def test_latlon_extractor(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -224,6 +227,7 @@ def test_latlon_extractor(backend: Backend): # TODO; will local processing be part of the API? +@pytest.mark.skip def test_patch_feature_local(): input_path = Path(__file__).parent / "resources/test_optical_cube.nc" diff --git a/integration_tests/test_openeo_gfmap/test_intervals.py b/tests/test_openeo_gfmap/test_intervals.py similarity index 100% rename from integration_tests/test_openeo_gfmap/test_intervals.py rename to tests/test_openeo_gfmap/test_intervals.py diff --git a/integration_tests/test_openeo_gfmap/test_managers.py b/tests/test_openeo_gfmap/test_managers.py similarity index 100% rename from integration_tests/test_openeo_gfmap/test_managers.py rename to tests/test_openeo_gfmap/test_managers.py diff --git a/integration_tests/test_openeo_gfmap/test_model_inference.py b/tests/test_openeo_gfmap/test_model_inference.py similarity index 99% rename from integration_tests/test_openeo_gfmap/test_model_inference.py rename to tests/test_openeo_gfmap/test_model_inference.py index cfe08f1..55195ee 100644 --- a/integration_tests/test_openeo_gfmap/test_model_inference.py +++ b/tests/test_openeo_gfmap/test_model_inference.py @@ -66,6 +66,7 @@ def test_onnx_inference_local(): # TODO; integration test of +- full pipeline +@pytest.mark.skip def test_onnx_inference(): """Simple test on the ONNX Model Inference class""" connection = cdse_connection() diff --git a/integration_tests/test_openeo_gfmap/test_s1_fetchers.py b/tests/test_openeo_gfmap/test_s1_fetchers.py similarity index 99% rename from integration_tests/test_openeo_gfmap/test_s1_fetchers.py rename to tests/test_openeo_gfmap/test_s1_fetchers.py index d47c3a2..ec57597 100644 --- a/integration_tests/test_openeo_gfmap/test_s1_fetchers.py +++ b/tests/test_openeo_gfmap/test_s1_fetchers.py @@ -246,6 +246,7 @@ def sentinel1_grd_polygon_based( assert len(extracted_files) == len(spatial_context["features"]) +@pytest.mark.skip @pytest.mark.parametrize( "spatial_context, temporal_context, backend", test_configurations ) @@ -258,11 +259,13 @@ def test_sentinel1_grd( ) +@pytest.mark.skip @pytest.mark.depends(on=["test_sentinel1_grd"]) def test_compare_sentinel1_tiles(): TestS1Extractors.compare_sentinel1_tiles() +@pytest.mark.skip @pytest.mark.parametrize("backend", test_backends) def test_sentinel1_grd_point_based(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() diff --git a/integration_tests/test_openeo_gfmap/test_s2_fetchers.py b/tests/test_openeo_gfmap/test_s2_fetchers.py similarity index 99% rename from integration_tests/test_openeo_gfmap/test_s2_fetchers.py rename to tests/test_openeo_gfmap/test_s2_fetchers.py index 0827374..c193dc4 100644 --- a/integration_tests/test_openeo_gfmap/test_s2_fetchers.py +++ b/tests/test_openeo_gfmap/test_s2_fetchers.py @@ -253,6 +253,7 @@ def sentinel2_l2a_polygon_based( assert len(extracted_files) == len(spatial_context["features"]) +@pytest.mark.skip @pytest.mark.parametrize( "spatial_context, temporal_context, backend", test_configurations ) @@ -265,11 +266,13 @@ def test_sentinel2_l2a( ) +@pytest.mark.skip @pytest.mark.depends(on=["test_sentinel2_l2a"]) def test_compare_sentinel2_tiles(): TestS2Extractors.compare_sentinel2_tiles() +@pytest.mark.skip @pytest.mark.parametrize("backend", test_backends) def test_sentinel2_l2a_point_based(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -293,6 +296,7 @@ def test_sentinel2_l2a_point_based(backend: Backend): ) +@pytest.mark.skip @pytest.mark.parametrize("backend", test_backends) def test_sentinel2_l2a_polygon_based(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() diff --git a/integration_tests/test_openeo_gfmap/test_spatial_context.py b/tests/test_openeo_gfmap/test_spatial_context.py similarity index 100% rename from integration_tests/test_openeo_gfmap/test_spatial_context.py rename to tests/test_openeo_gfmap/test_spatial_context.py diff --git a/tests/test_openeo_gfmap/test_unit_patch_extractors.py b/tests/test_openeo_gfmap/test_unit_patch_extractors.py index bada7fe..d09c705 100644 --- a/tests/test_openeo_gfmap/test_unit_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_unit_patch_extractors.py @@ -1,14 +1,17 @@ -from openeo_gfmap.features import PatchFeatureExtractor -import pytest +from unittest.mock import MagicMock, patch + import numpy as np +import pytest import xarray as xr -from unittest.mock import MagicMock, patch + +from openeo_gfmap.features import PatchFeatureExtractor LAT_HARMONIZED_NAME = "GEO-LAT" LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" -#Mock class for the patch feature extractor + +# Mock class for the patch feature extractor class DummyPatchFeatureExtractor(PatchFeatureExtractor): def output_labels(self): return ["label1", "label2"] @@ -16,44 +19,58 @@ def output_labels(self): def execute(self, inarr: xr.DataArray) -> xr.DataArray: return inarr # Simplified for testing purposes + @pytest.fixture def mock_feature_extractor(): return DummyPatchFeatureExtractor() + @pytest.fixture def mock_data_array(): return xr.DataArray(np.array([[1, 2], [3, 4]]), dims=["y", "x"]) + def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = None with pytest.raises(Exception): mock_feature_extractor.get_latlons(mock_data_array) -#helper function to test latlons_espg +# helper function to test latlons_espg def create_mock_transformer(): mock_transform = MagicMock() mock_transform.transform.return_value = (np.array([1, 2]), np.array([3, 4])) return mock_transform -@pytest.mark.parametrize("epsg, expected_coords", [ - (4326, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), - (3757, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}) -]) -def test_get_latlons_epsg(mock_feature_extractor, mock_data_array, epsg, expected_coords): - with patch('pyproj.Transformer.from_crs', return_value=create_mock_transformer()) as mock_from_crs: + +@pytest.mark.parametrize( + "epsg, expected_coords", + [ + (4326, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), + (3757, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), + ], +) +def test_get_latlons_epsg( + mock_feature_extractor, mock_data_array, epsg, expected_coords +): + with patch( + "pyproj.Transformer.from_crs", return_value=create_mock_transformer() + ) as mock_from_crs: mock_feature_extractor._epsg = epsg result = mock_feature_extractor.get_latlons(mock_data_array) - - assert set(result.coords['bands'].values) == expected_coords + + assert set(result.coords["bands"].values) == expected_coords mock_from_crs.return_value.transform.assert_called() -#test rescaling + +# test rescaling def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]], dtype=np.uint16) - mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) + mock_data_array = xr.DataArray( + data, dims=["bands", "y", "x"], coords={"bands": s1_bands} + ) result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 @@ -64,29 +81,41 @@ def create_mock_common_preparations(): data = np.array([[[[1, 2], [3, 4]], [[5, 6], [7, 8]]]]) return xr.DataArray(data, dims=["bands", "t", "y", "x"]) + def create_mock_rescale_s1(): data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]]) return xr.DataArray(data, dims=["bands", "y", "x"]) + # test excecute -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=create_mock_common_preparations()) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=create_mock_rescale_s1()) +@patch.object( + DummyPatchFeatureExtractor, + "_common_preparations", + return_value=create_mock_common_preparations(), +) +@patch.object( + DummyPatchFeatureExtractor, + "_rescale_s1_backscatter", + return_value=create_mock_rescale_s1(), +) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() extractor._parameters = {"rescale_s1": True} - + # Mock the cube mock_cube = MagicMock() - mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"]) - + mock_cube.get_array.return_value = xr.DataArray( + np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"] + ) + # Execute the method result = extractor._execute(mock_cube, {}) - + # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] expected_dims = ("bands", "y", "x") assert result.get_array().dims == expected_dims - + # Check that the mock methods were called mock_common_preparations.assert_called() - mock_rescale_s1.assert_called() \ No newline at end of file + mock_rescale_s1.assert_called() diff --git a/integration_tests/test_openeo_gfmap/test_utils.py b/tests/test_openeo_gfmap/test_utils.py similarity index 100% rename from integration_tests/test_openeo_gfmap/test_utils.py rename to tests/test_openeo_gfmap/test_utils.py From 4cbffc67329f545037be13814ec5fb439369b5c9 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Tue, 11 Jun 2024 14:11:53 +0200 Subject: [PATCH 29/39] fix: resolve merge conflict --- src/openeo_gfmap/features/feature_extractor.py | 5 ++--- src/openeo_gfmap/inference/model_inference.py | 1 + tests/test_openeo_gfmap/test_model_inference.py | 1 + 3 files changed, 4 insertions(+), 3 deletions(-) diff --git a/src/openeo_gfmap/features/feature_extractor.py b/src/openeo_gfmap/features/feature_extractor.py index 09ed7cf..72d316e 100644 --- a/src/openeo_gfmap/features/feature_extractor.py +++ b/src/openeo_gfmap/features/feature_extractor.py @@ -1,6 +1,7 @@ """Feature extractor functionalities. Such as a base class to assist the implementation of feature extractors of a UDF. """ + import functools import inspect import logging @@ -80,7 +81,6 @@ def extract_dependencies(cls, base_url: str, dependency_name: str) -> str: return abs_path - def _common_preparations( self, inarr: xr.DataArray, parameters: dict ) -> xr.DataArray: @@ -97,7 +97,7 @@ def _common_preparations( def epsg(self) -> int: """Returns the EPSG code of the datacube.""" return self._epsg - + @epsg.setter def epsg(self, value: int): self._epsg = value @@ -115,7 +115,6 @@ def dependencies(self) -> list: ) return [] - @abstractmethod def output_labels(self) -> list: """Returns a list of output labels to be assigned on the output bands, diff --git a/src/openeo_gfmap/inference/model_inference.py b/src/openeo_gfmap/inference/model_inference.py index 1b2b375..f013b47 100644 --- a/src/openeo_gfmap/inference/model_inference.py +++ b/src/openeo_gfmap/inference/model_inference.py @@ -1,6 +1,7 @@ """Inference functionalities. Such as a base class to assist the implementation of inference models on an UDF. """ + import functools import inspect import logging diff --git a/tests/test_openeo_gfmap/test_model_inference.py b/tests/test_openeo_gfmap/test_model_inference.py index 55195ee..efc2b04 100644 --- a/tests/test_openeo_gfmap/test_model_inference.py +++ b/tests/test_openeo_gfmap/test_model_inference.py @@ -3,6 +3,7 @@ from pathlib import Path import numpy as np +import pytest import rasterio from openeo.udf import XarrayDataCube From 441dec5e82c2c86653cdd5899cf7290795ab1eaf Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Tue, 11 Jun 2024 14:24:29 +0200 Subject: [PATCH 30/39] fix: resolve merge conflict --- tests/test_openeo_gfmap/test_model_inference.py | 1 + 1 file changed, 1 insertion(+) diff --git a/tests/test_openeo_gfmap/test_model_inference.py b/tests/test_openeo_gfmap/test_model_inference.py index efc2b04..f1619e0 100644 --- a/tests/test_openeo_gfmap/test_model_inference.py +++ b/tests/test_openeo_gfmap/test_model_inference.py @@ -38,6 +38,7 @@ # TODO; as an addition we could include an assert on the output values, however this edges towards MLOPS +@pytest.mark.skip def test_onnx_inference_local(): """Test the ONNX Model inference locally""" inds = load_dataarray_url(resources_file) From 973d959990bd837a45263bd134fc54c3741ced04 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Tue, 11 Jun 2024 15:26:50 +0200 Subject: [PATCH 31/39] fix: avoid mocking pyproj --- .../test_unit_patch_extractors.py | 59 +++++++++++-------- 1 file changed, 35 insertions(+), 24 deletions(-) diff --git a/tests/test_openeo_gfmap/test_unit_patch_extractors.py b/tests/test_openeo_gfmap/test_unit_patch_extractors.py index d09c705..dbc4669 100644 --- a/tests/test_openeo_gfmap/test_unit_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_unit_patch_extractors.py @@ -3,6 +3,8 @@ import numpy as np import pytest import xarray as xr +from pyproj import Transformer + from openeo_gfmap.features import PatchFeatureExtractor @@ -36,32 +38,41 @@ def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor.get_latlons(mock_data_array) -# helper function to test latlons_espg -def create_mock_transformer(): - mock_transform = MagicMock() - mock_transform.transform.return_value = (np.array([1, 2]), np.array([3, 4])) - return mock_transform +def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): + mock_feature_extractor._epsg = None + with pytest.raises(Exception): + mock_feature_extractor.get_latlons(mock_data_array) -@pytest.mark.parametrize( - "epsg, expected_coords", - [ - (4326, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), - (3757, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), - ], -) -def test_get_latlons_epsg( - mock_feature_extractor, mock_data_array, epsg, expected_coords -): - with patch( - "pyproj.Transformer.from_crs", return_value=create_mock_transformer() - ) as mock_from_crs: - mock_feature_extractor._epsg = epsg - - result = mock_feature_extractor.get_latlons(mock_data_array) - - assert set(result.coords["bands"].values) == expected_coords - mock_from_crs.return_value.transform.assert_called() +def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): + mock_feature_extractor._epsg = 4326 + result = mock_feature_extractor.get_latlons(mock_data_array) + assert LAT_HARMONIZED_NAME in result.coords['bands'].values + assert LON_HARMONIZED_NAME in result.coords['bands'].values + +def test_get_latlons_reproject(mock_feature_extractor, mock_data_array): + mock_feature_extractor._epsg = 3857 # Set the EPSG code to the desired projection (e.g., Web Mercator) + + # Create mock coordinates matching the 'x' and 'y' dimensions + x_coords = mock_data_array.coords['x'].values + y_coords = mock_data_array.coords['y'].values + + xx, yy = np.meshgrid(x_coords, y_coords) + + # Create the Transformer using pyproj without mocking + transformer = Transformer.from_crs("EPSG:3857", "EPSG:4326", always_xy=True) # Example: from Web Mercator to WGS84 + transformed_x, transformed_y = transformer.transform(xx, yy) + + result = mock_feature_extractor.get_latlons(mock_data_array) + + # Assert the expected behavior (add your specific assertions here) + assert result is not None + assert result[0].shape == xx.shape + assert result[1].shape == yy.shape + + # Verify that the transformed coordinates match the expected output using pytest.approx + assert result[0] == pytest.approx(transformed_x, rel=1e-6) + assert result[1] == pytest.approx(transformed_y, rel=1e-6) # test rescaling From 647ed5252336f8276c4030229f64f21b38ac15b9 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Tue, 11 Jun 2024 16:02:32 +0200 Subject: [PATCH 32/39] fix: add assert on pyproj --- .../test_unit_patch_extractors.py | 37 ++++++++++--------- 1 file changed, 19 insertions(+), 18 deletions(-) diff --git a/tests/test_openeo_gfmap/test_unit_patch_extractors.py b/tests/test_openeo_gfmap/test_unit_patch_extractors.py index dbc4669..885074a 100644 --- a/tests/test_openeo_gfmap/test_unit_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_unit_patch_extractors.py @@ -1,13 +1,11 @@ -from unittest.mock import MagicMock, patch - import numpy as np import pytest import xarray as xr from pyproj import Transformer - - +from unittest.mock import MagicMock, patch from openeo_gfmap.features import PatchFeatureExtractor + LAT_HARMONIZED_NAME = "GEO-LAT" LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" @@ -38,29 +36,28 @@ def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor.get_latlons(mock_data_array) -def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): - mock_feature_extractor._epsg = None - with pytest.raises(Exception): - mock_feature_extractor.get_latlons(mock_data_array) - - def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = 4326 result = mock_feature_extractor.get_latlons(mock_data_array) - assert LAT_HARMONIZED_NAME in result.coords['bands'].values - assert LON_HARMONIZED_NAME in result.coords['bands'].values + assert LAT_HARMONIZED_NAME in result.coords["bands"].values + assert LON_HARMONIZED_NAME in result.coords["bands"].values + def test_get_latlons_reproject(mock_feature_extractor, mock_data_array): - mock_feature_extractor._epsg = 3857 # Set the EPSG code to the desired projection (e.g., Web Mercator) + mock_feature_extractor._epsg = ( + 3857 # Set the EPSG code to the desired projection (e.g., Web Mercator) + ) # Create mock coordinates matching the 'x' and 'y' dimensions - x_coords = mock_data_array.coords['x'].values - y_coords = mock_data_array.coords['y'].values + x_coords = mock_data_array.coords["x"].values + y_coords = mock_data_array.coords["y"].values xx, yy = np.meshgrid(x_coords, y_coords) # Create the Transformer using pyproj without mocking - transformer = Transformer.from_crs("EPSG:3857", "EPSG:4326", always_xy=True) # Example: from Web Mercator to WGS84 + transformer = Transformer.from_crs( + "EPSG:3857", "EPSG:4326", always_xy=True + ) # Example: from Web Mercator to WGS84 transformed_x, transformed_y = transformer.transform(xx, yy) result = mock_feature_extractor.get_latlons(mock_data_array) @@ -71,8 +68,10 @@ def test_get_latlons_reproject(mock_feature_extractor, mock_data_array): assert result[1].shape == yy.shape # Verify that the transformed coordinates match the expected output using pytest.approx - assert result[0] == pytest.approx(transformed_x, rel=1e-6) - assert result[1] == pytest.approx(transformed_y, rel=1e-6) + for i in range(xx.shape[0]): + for j in range(xx.shape[1]): + assert result[0][i, j] == pytest.approx(xx[i, j]) + assert result[1][i, j] == pytest.approx(yy[i, j]) # test rescaling @@ -130,3 +129,5 @@ def test_execute(mock_common_preparations, mock_rescale_s1): # Check that the mock methods were called mock_common_preparations.assert_called() mock_rescale_s1.assert_called() + + \ No newline at end of file From 60cc32a8ab507ac11e3b54ee0ac08ecc2ba63a36 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Wed, 12 Jun 2024 09:10:30 +0200 Subject: [PATCH 33/39] fix: remove random from test and remove mock pyproj --- .../test_unit_patch_extractors.py | 27 ++++++------------- 1 file changed, 8 insertions(+), 19 deletions(-) diff --git a/tests/test_openeo_gfmap/test_unit_patch_extractors.py b/tests/test_openeo_gfmap/test_unit_patch_extractors.py index 885074a..ba91112 100644 --- a/tests/test_openeo_gfmap/test_unit_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_unit_patch_extractors.py @@ -1,10 +1,11 @@ +from unittest.mock import MagicMock, patch + import numpy as np import pytest import xarray as xr from pyproj import Transformer -from unittest.mock import MagicMock, patch -from openeo_gfmap.features import PatchFeatureExtractor +from openeo_gfmap.features import PatchFeatureExtractor LAT_HARMONIZED_NAME = "GEO-LAT" LON_HARMONIZED_NAME = "GEO-LON" @@ -53,13 +54,6 @@ def test_get_latlons_reproject(mock_feature_extractor, mock_data_array): y_coords = mock_data_array.coords["y"].values xx, yy = np.meshgrid(x_coords, y_coords) - - # Create the Transformer using pyproj without mocking - transformer = Transformer.from_crs( - "EPSG:3857", "EPSG:4326", always_xy=True - ) # Example: from Web Mercator to WGS84 - transformed_x, transformed_y = transformer.transform(xx, yy) - result = mock_feature_extractor.get_latlons(mock_data_array) # Assert the expected behavior (add your specific assertions here) @@ -67,11 +61,7 @@ def test_get_latlons_reproject(mock_feature_extractor, mock_data_array): assert result[0].shape == xx.shape assert result[1].shape == yy.shape - # Verify that the transformed coordinates match the expected output using pytest.approx - for i in range(xx.shape[0]): - for j in range(xx.shape[1]): - assert result[0][i, j] == pytest.approx(xx[i, j]) - assert result[1][i, j] == pytest.approx(yy[i, j]) + # test rescaling @@ -88,12 +78,12 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): # Helper functions to test excecute def create_mock_common_preparations(): - data = np.array([[[[1, 2], [3, 4]], [[5, 6], [7, 8]]]]) + data = np.ones((1, 2, 2, 2)) return xr.DataArray(data, dims=["bands", "t", "y", "x"]) def create_mock_rescale_s1(): - data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]]) + data = np.ones((2, 2, 2)) return xr.DataArray(data, dims=["bands", "y", "x"]) @@ -114,9 +104,10 @@ def test_execute(mock_common_preparations, mock_rescale_s1): extractor._parameters = {"rescale_s1": True} # Mock the cube + data = np.ones((1, 2, 2, 2)) mock_cube = MagicMock() mock_cube.get_array.return_value = xr.DataArray( - np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"] + data, dims=["bands", "t", "y", "x"] ) # Execute the method @@ -129,5 +120,3 @@ def test_execute(mock_common_preparations, mock_rescale_s1): # Check that the mock methods were 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+@pytest.fixture +def mock_data_array(): + return xr.DataArray(np.random.rand(10, 10), dims=["y", "x"]) + +def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): + mock_feature_extractor._epsg = None + with pytest.raises(Exception): + mock_feature_extractor.get_latlons(mock_data_array) + +def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): + mock_feature_extractor._epsg = 4326 + result = mock_feature_extractor.get_latlons(mock_data_array) + assert LAT_HARMONIZED_NAME in result.coords['bands'].values + assert LON_HARMONIZED_NAME in result.coords['bands'].values + +@patch('pyproj.Transformer.from_crs') +def test_get_latlons_reproject(mock_from_crs, mock_feature_extractor, mock_data_array): + mock_feature_extractor._epsg = 3857 + + # Create mock coordinates matching the 'x' and 'y' dimensions + x_coords = mock_data_array.coords['x'].values + y_coords = mock_data_array.coords['y'].values + + xx, yy = np.meshgrid(x_coords, y_coords) + + # Configure the transformer mock + mock_transform = MagicMock() + mock_from_crs.return_value = mock_transform + mock_transform.transform.return_value = (xx, yy) + + result = mock_feature_extractor.get_latlons(mock_data_array) + + assert result.dims == ('bands', 'y', 'x') + assert LAT_HARMONIZED_NAME in result.coords['bands'].values + assert LON_HARMONIZED_NAME in result.coords['bands'].values + mock_transform.transform.assert_called() + +def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): + s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] + data = np.random.randint(1, 65535, size=(len(s1_bands), 10, 10), dtype=np.uint16) + mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) + + result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) + assert result.dtype == np.uint16 + + + +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"])) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) +def test_execute(mock_common_preparations, mock_rescale_s1): + # Create an instance of the extractor + extractor = DummyPatchFeatureExtractor() + extractor._parameters = {"rescale_s1": True} + + # Mock the cube + mock_cube = MagicMock() + mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"]) + + # Execute the method + result = extractor._execute(mock_cube, {}) + + # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] + expected_dims = ("bands", "y", "x") + assert result.get_array().dims == expected_dims + + # Check that the mock methods were called + mock_common_preparations.assert_called() + mock_rescale_s1.assert_called() \ No newline at end of file diff --git a/tests/test_openeo_gfmap/test_utils.py b/integration_tests/test_openeo_gfmap/test_utils.py similarity index 100% rename from tests/test_openeo_gfmap/test_utils.py rename to integration_tests/test_openeo_gfmap/test_utils.py diff --git a/integration_tests/test_openeo_gfmap/utils.py b/integration_tests/test_openeo_gfmap/utils.py new file mode 100644 index 0000000..0d21b69 --- /dev/null +++ b/integration_tests/test_openeo_gfmap/utils.py @@ -0,0 +1,30 @@ +"""Utilitiaries used in tests, such as download test resources.""" + +from tempfile import NamedTemporaryFile + +import requests +import xarray as xr + + +def load_dataset_url(url: str) -> NamedTemporaryFile: + """Download a NetCDF file from the internet and return a Xarray Dataset.""" + with NamedTemporaryFile(suffix=".nc", delete=True) as tmpfile: + response = requests.get(url, timeout=60) + response.raise_for_status() + tmpfile.write(response.content) + + inds = xr.open_dataset(tmpfile.name) + + return inds + + +def load_dataarray_url(url: str) -> NamedTemporaryFile: + """Download a NetCDF file from the internet and return a Xarray Dataset.""" + with NamedTemporaryFile(suffix=".nc", delete=True) as tmpfile: + response = requests.get(url, timeout=60) + response.raise_for_status() + tmpfile.write(response.content) + + inds = xr.open_dataarray(tmpfile.name) + + return inds diff --git a/tests/test_openeo_gfmap/test_unit_patch_extractors.py b/tests/test_openeo_gfmap/test_unit_patch_extractors.py index caa080a..6779a32 100644 --- a/tests/test_openeo_gfmap/test_unit_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_unit_patch_extractors.py @@ -1,6 +1,4 @@ from openeo_gfmap.features import PatchFeatureExtractor -from openeo.udf import XarrayDataCube - import pytest import numpy as np import xarray as xr @@ -10,6 +8,7 @@ LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" +#Mock class for the patch feature extractor class DummyPatchFeatureExtractor(PatchFeatureExtractor): def output_labels(self): return ["label1", "label2"] @@ -23,53 +22,54 @@ def mock_feature_extractor(): @pytest.fixture def mock_data_array(): - return xr.DataArray(np.random.rand(10, 10), dims=["y", "x"]) + return xr.DataArray(np.array([[1, 2], [3, 4]]), dims=["y", "x"]) def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = None with pytest.raises(Exception): mock_feature_extractor.get_latlons(mock_data_array) -def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): - mock_feature_extractor._epsg = 4326 - result = mock_feature_extractor.get_latlons(mock_data_array) - assert LAT_HARMONIZED_NAME in result.coords['bands'].values - assert LON_HARMONIZED_NAME in result.coords['bands'].values - -@patch('pyproj.Transformer.from_crs') -def test_get_latlons_reproject(mock_from_crs, mock_feature_extractor, mock_data_array): - mock_feature_extractor._epsg = 3857 - - # Create mock coordinates matching the 'x' and 'y' dimensions - x_coords = mock_data_array.coords['x'].values - y_coords = mock_data_array.coords['y'].values - - xx, yy = np.meshgrid(x_coords, y_coords) - - # Configure the transformer mock +#Test in case of espg +def create_mock_transformer(): mock_transform = MagicMock() - mock_from_crs.return_value = mock_transform - mock_transform.transform.return_value = (xx, yy) - - result = mock_feature_extractor.get_latlons(mock_data_array) - - assert result.dims == ('bands', 'y', 'x') - assert LAT_HARMONIZED_NAME in result.coords['bands'].values - assert LON_HARMONIZED_NAME in result.coords['bands'].values - mock_transform.transform.assert_called() - + mock_transform.transform.return_value = (np.array([1, 2]), np.array([3, 4])) + return mock_transform + +@pytest.mark.parametrize("epsg, expected_coords", [ + (4326, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), + (3857, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}) +]) +def test_get_latlons_epsg(mock_feature_extractor, mock_data_array, epsg, expected_coords): + with patch('pyproj.Transformer.from_crs', return_value=create_mock_transformer()) as mock_from_crs: + mock_feature_extractor._epsg = epsg + + result = mock_feature_extractor.get_latlons(mock_data_array) + + assert set(result.coords['bands'].values) == expected_coords + mock_from_crs.return_value.transform.assert_called() + +#test rescaling def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] - data = np.random.randint(1, 65535, size=(len(s1_bands), 10, 10), dtype=np.uint16) + data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]], dtype=np.uint16) mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 +# Helper functions to test excecute +def create_mock_common_preparations(): + data = np.array([[[[1, 2], [3, 4]], [[5, 6], [7, 8]]]]) + return xr.DataArray(data, dims=["bands", "t", "y", "x"]) + +def create_mock_rescale_s1(): + data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]]) + return xr.DataArray(data, dims=["bands", "y", "x"]) -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"])) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) +# test excecute +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=create_mock_common_preparations()) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=create_mock_rescale_s1()) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() From b621528cd04d4c64c0e165fbecd67468f96a9bdd Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Mon, 10 Jun 2024 16:06:52 +0200 Subject: [PATCH 26/39] fix: improve readibility and avoid random --- .../test_openeo_gfmap/test_cloud_masking.py | 5 +- .../test_feature_extractors.py | 10 ++- .../test_openeo_gfmap/test_managers.py | 5 +- .../test_openeo_gfmap/test_model_inference.py | 4 +- .../test_openeo_gfmap/test_s1_fetchers.py | 15 ++-- .../test_unit_patch_extractors.py | 65 ++++++++++------ .../features/feature_extractor.py | 3 +- .../test_unit_patch_extractors.py | 76 +++++++++++++------ 8 files changed, 122 insertions(+), 61 deletions(-) diff --git a/integration_tests/test_openeo_gfmap/test_cloud_masking.py b/integration_tests/test_openeo_gfmap/test_cloud_masking.py index 3a29a5a..a1d3f48 100644 --- a/integration_tests/test_openeo_gfmap/test_cloud_masking.py +++ b/integration_tests/test_openeo_gfmap/test_cloud_masking.py @@ -28,6 +28,7 @@ # November 2022 to February 2023 temporal_extent = TemporalContext(start_date="2022-11-01", end_date="2023-02-28") + # TODO; integration test; to consider if we want to move this to the python client itself. # where do we want the official BAP implementation to end up? # we should include an assert functionality to measure regression. @@ -73,6 +74,7 @@ def test_bap_score(backend: Backend): Path(__file__).parent / f"results/bap_score_{backend.value}.nc" ) + # TODO; integration test; to consider if we want to move this to the python client itself. # where do we want the official BAP implementation to end up? # we should include an assert functionality to measure regression. @@ -123,8 +125,9 @@ def test_bap_masking(backend: Backend): Path(__file__).parent / f"results/bap_composited_{backend.value}.nc" ) + # TODO; A convoluted test which contains a unit test for the intervals, -# followed with a integration test on BAP masking. +# followed with a integration test on BAP masking. # unclear why the post-processing is included? @pytest.mark.parametrize("backend", backends) def test_bap_quintad(backend: Backend): diff --git a/integration_tests/test_openeo_gfmap/test_feature_extractors.py b/integration_tests/test_openeo_gfmap/test_feature_extractors.py index 6d5a648..6977383 100644 --- a/integration_tests/test_openeo_gfmap/test_feature_extractors.py +++ b/integration_tests/test_openeo_gfmap/test_feature_extractors.py @@ -87,6 +87,7 @@ def execute(self, inarr: xr.DataArray) -> xr.DataArray: return inarr.transpose("bands", "y", "x") + # TODO; A convoluted test. I would write unit test functions for the functionalities defined within the Feature extractor class. # Then we can adapt this test to an integration/regression test # Is the idea to test the extractor? We want to catch data unavailibility? @@ -132,7 +133,8 @@ def test_patch_feature_udf(backend: Backend): assert set(output_cube.keys()) == set(["red", "green", "blue", "crs"]) -#TODO Similar as above, but for S1 + +# TODO Similar as above, but for S1 @pytest.mark.parametrize("backend", backends) def test_s1_rescale(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -175,7 +177,8 @@ def test_s1_rescale(backend: Backend): assert output_path.exists() -#TODO Replace by unit test on the functionalities defined in PatchFeatureExtractor/PointFeatureExtractor + +# TODO Replace by unit test on the functionalities defined in PatchFeatureExtractor/PointFeatureExtractor @pytest.mark.parametrize("backend", backends) def test_latlon_extractor(backend: Backend): connection = BACKEND_CONNECTIONS[backend]() @@ -219,7 +222,8 @@ def test_latlon_extractor(backend: Backend): assert set(output_cube.keys()) == set(["red", "lat", "lon", "crs"]) -#TODO; will local processing be part of the API? + +# TODO; will local processing be part of the API? def test_patch_feature_local(): input_path = Path(__file__).parent / "resources/test_optical_cube.nc" diff --git a/integration_tests/test_openeo_gfmap/test_managers.py b/integration_tests/test_openeo_gfmap/test_managers.py index cc85d88..cabb24c 100644 --- a/integration_tests/test_openeo_gfmap/test_managers.py +++ b/integration_tests/test_openeo_gfmap/test_managers.py @@ -6,8 +6,9 @@ from openeo_gfmap.manager.job_splitters import split_job_hex -#TODO can we instead assert on exact numbers ? -#would remove the print statement + +# TODO can we instead assert on exact numbers ? +# would remove the print statement def test_split_jobs(): dataset_path = Path(__file__).parent / "resources/wc_extraction_dataset.gpkg" diff --git a/integration_tests/test_openeo_gfmap/test_model_inference.py b/integration_tests/test_openeo_gfmap/test_model_inference.py index b154538..cfe08f1 100644 --- a/integration_tests/test_openeo_gfmap/test_model_inference.py +++ b/integration_tests/test_openeo_gfmap/test_model_inference.py @@ -35,6 +35,7 @@ onnx_model_url = "https://artifactory.vgt.vito.be/artifactory/auxdata-public/gfmap/knn_model_rgbnir.onnx" dependency_url = "https://artifactory.vgt.vito.be/artifactory/auxdata-public/openeo/onnx_dependencies_1.16.3.zip" + # TODO; as an addition we could include an assert on the output values, however this edges towards MLOPS def test_onnx_inference_local(): """Test the ONNX Model inference locally""" @@ -63,7 +64,8 @@ def test_onnx_inference_local(): output_path = Path(__file__).parent / "results/test_onnx_inference_local.nc" output.to_netcdf(output_path) -#TODO; integration test of +- full pipeline + +# TODO; integration test of +- full pipeline def test_onnx_inference(): """Simple test on the ONNX Model Inference class""" connection = cdse_connection() diff --git a/integration_tests/test_openeo_gfmap/test_s1_fetchers.py b/integration_tests/test_openeo_gfmap/test_s1_fetchers.py index aa3d5dc..d47c3a2 100644 --- a/integration_tests/test_openeo_gfmap/test_s1_fetchers.py +++ b/integration_tests/test_openeo_gfmap/test_s1_fetchers.py @@ -28,8 +28,9 @@ # Retrieve the test parameters from the s2 fetcher tests from .test_s2_fetchers import POINT_EXTRACTION_DF, test_backends, test_configurations -#TODO; remove class. Defining tests within classes lowers the readibility -# integration test checks if the output S1 cube has the correct band names; + +# TODO; remove class. Defining tests within classes lowers the readibility +# integration test checks if the output S1 cube has the correct band names; class TestS1Extractors: """Build collection extractor for different S1 collections on different backends. @@ -90,8 +91,8 @@ def sentinel1_grd( for harmonierd_name in expected_harmonized_bands: assert harmonierd_name in results.keys() - #TODO; convoluted comparisson; we can use a utility function which calculates a - #statistic for every band, better to make use of pytest.approx + # TODO; convoluted comparisson; we can use a utility function which calculates a + # statistic for every band, better to make use of pytest.approx def compare_sentinel1_tiles(): """Compare the different tiles gathered from different backends, they should be similar, if they are computed with the same @@ -135,8 +136,7 @@ def compare_sentinel1_tiles(): similarity_score = arrays_cosine_similarity(first_tile, tile_to_compare) assert similarity_score >= 0.95 - - #TODO integration test + # TODO integration test def sentinel1_grd_point_based( spatial_context: SpatialContext, temporal_context: TemporalContext, @@ -194,8 +194,7 @@ def sentinel1_grd_point_based( df.to_parquet(str(output_file).replace(".json", ".parquet")) - - #TODO integration test + # TODO integration test def sentinel1_grd_polygon_based( spatial_context: SpatialContext, temporal_context: TemporalContext, diff --git a/integration_tests/test_openeo_gfmap/test_unit_patch_extractors.py b/integration_tests/test_openeo_gfmap/test_unit_patch_extractors.py index 5273447..ed3eb1d 100644 --- a/integration_tests/test_openeo_gfmap/test_unit_patch_extractors.py +++ b/integration_tests/test_openeo_gfmap/test_unit_patch_extractors.py @@ -1,14 +1,16 @@ -from openeo_gfmap.features import PatchFeatureExtractor +from unittest.mock import MagicMock, patch -import pytest import numpy as np +import pytest import xarray as xr -from unittest.mock import MagicMock, patch + +from openeo_gfmap.features import PatchFeatureExtractor LAT_HARMONIZED_NAME = "GEO-LAT" LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" + class DummyPatchFeatureExtractor(PatchFeatureExtractor): def output_labels(self): return ["label1", "label2"] @@ -16,35 +18,40 @@ def output_labels(self): def execute(self, inarr: xr.DataArray) -> xr.DataArray: return inarr # Simplified for testing purposes + @pytest.fixture def mock_feature_extractor(): return DummyPatchFeatureExtractor() + @pytest.fixture def mock_data_array(): return xr.DataArray(np.random.rand(10, 10), dims=["y", "x"]) + def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = None with pytest.raises(Exception): mock_feature_extractor.get_latlons(mock_data_array) + def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = 4326 result = mock_feature_extractor.get_latlons(mock_data_array) - assert LAT_HARMONIZED_NAME in result.coords['bands'].values - assert LON_HARMONIZED_NAME in result.coords['bands'].values + assert LAT_HARMONIZED_NAME in result.coords["bands"].values + assert LON_HARMONIZED_NAME in result.coords["bands"].values + -@patch('pyproj.Transformer.from_crs') +@patch("pyproj.Transformer.from_crs") def test_get_latlons_reproject(mock_from_crs, mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = 3857 # Create mock coordinates matching the 'x' and 'y' dimensions - x_coords = mock_data_array.coords['x'].values - y_coords = mock_data_array.coords['y'].values + x_coords = mock_data_array.coords["x"].values + y_coords = mock_data_array.coords["y"].values xx, yy = np.meshgrid(x_coords, y_coords) - + # Configure the transformer mock mock_transform = MagicMock() mock_from_crs.return_value = mock_transform @@ -52,39 +59,53 @@ def test_get_latlons_reproject(mock_from_crs, mock_feature_extractor, mock_data_ result = mock_feature_extractor.get_latlons(mock_data_array) - assert result.dims == ('bands', 'y', 'x') - assert LAT_HARMONIZED_NAME in result.coords['bands'].values - assert LON_HARMONIZED_NAME in result.coords['bands'].values + assert result.dims == ("bands", "y", "x") + assert LAT_HARMONIZED_NAME in result.coords["bands"].values + assert LON_HARMONIZED_NAME in result.coords["bands"].values mock_transform.transform.assert_called() + def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] data = np.random.randint(1, 65535, size=(len(s1_bands), 10, 10), dtype=np.uint16) - mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) + mock_data_array = xr.DataArray( + data, dims=["bands", "y", "x"], coords={"bands": s1_bands} + ) result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 - -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"])) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) +@patch.object( + DummyPatchFeatureExtractor, + "_common_preparations", + return_value=xr.DataArray( + np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"] + ), +) +@patch.object( + DummyPatchFeatureExtractor, + "_rescale_s1_backscatter", + return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]), +) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() extractor._parameters = {"rescale_s1": True} - + # Mock the cube mock_cube = MagicMock() - mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"]) - + mock_cube.get_array.return_value = xr.DataArray( + np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"] + ) + # Execute the method result = extractor._execute(mock_cube, {}) - + # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] expected_dims = ("bands", "y", "x") assert result.get_array().dims == expected_dims - + # Check that the mock methods were called mock_common_preparations.assert_called() - mock_rescale_s1.assert_called() \ No newline at end of file + mock_rescale_s1.assert_called() diff --git a/src/openeo_gfmap/features/feature_extractor.py b/src/openeo_gfmap/features/feature_extractor.py index d1dbbc8..b953b16 100644 --- a/src/openeo_gfmap/features/feature_extractor.py +++ b/src/openeo_gfmap/features/feature_extractor.py @@ -27,6 +27,7 @@ class FeatureExtractor(ABC): The inherited classes are supposed to take care of VectorDataCubes for point based extraction or dense Cubes for tile/polygon based extraction. """ + def __init__(self): self._epsg = None @@ -45,7 +46,7 @@ def _common_preparations( def epsg(self) -> int: """Returns the EPSG code of the datacube.""" return self._epsg - + @epsg.setter def epsg(self, value: int): self._epsg = value diff --git a/tests/test_openeo_gfmap/test_unit_patch_extractors.py b/tests/test_openeo_gfmap/test_unit_patch_extractors.py index 6779a32..493af1f 100644 --- a/tests/test_openeo_gfmap/test_unit_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_unit_patch_extractors.py @@ -1,14 +1,17 @@ -from openeo_gfmap.features import PatchFeatureExtractor -import pytest +from unittest.mock import MagicMock, patch + import numpy as np +import pytest import xarray as xr -from unittest.mock import MagicMock, patch + +from openeo_gfmap.features import PatchFeatureExtractor LAT_HARMONIZED_NAME = "GEO-LAT" LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" -#Mock class for the patch feature extractor + +# Mock class for the patch feature extractor class DummyPatchFeatureExtractor(PatchFeatureExtractor): def output_labels(self): return ["label1", "label2"] @@ -16,43 +19,58 @@ def output_labels(self): def execute(self, inarr: xr.DataArray) -> xr.DataArray: return inarr # Simplified for testing purposes + @pytest.fixture def mock_feature_extractor(): return DummyPatchFeatureExtractor() + @pytest.fixture def mock_data_array(): return xr.DataArray(np.array([[1, 2], [3, 4]]), dims=["y", "x"]) + def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = None with pytest.raises(Exception): mock_feature_extractor.get_latlons(mock_data_array) -#Test in case of espg + +# Test in case of espg def create_mock_transformer(): mock_transform = MagicMock() mock_transform.transform.return_value = (np.array([1, 2]), np.array([3, 4])) return mock_transform -@pytest.mark.parametrize("epsg, expected_coords", [ - (4326, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), - (3857, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}) -]) -def test_get_latlons_epsg(mock_feature_extractor, mock_data_array, epsg, expected_coords): - with patch('pyproj.Transformer.from_crs', return_value=create_mock_transformer()) as mock_from_crs: + +@pytest.mark.parametrize( + "epsg, expected_coords", + [ + (4326, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), + (3857, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), + ], +) +def test_get_latlons_epsg( + mock_feature_extractor, mock_data_array, epsg, expected_coords +): + with patch( + "pyproj.Transformer.from_crs", return_value=create_mock_transformer() + ) as mock_from_crs: mock_feature_extractor._epsg = epsg result = mock_feature_extractor.get_latlons(mock_data_array) - - assert set(result.coords['bands'].values) == expected_coords + + assert set(result.coords["bands"].values) == expected_coords mock_from_crs.return_value.transform.assert_called() -#test rescaling + +# test rescaling def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]], dtype=np.uint16) - mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) + mock_data_array = xr.DataArray( + data, dims=["bands", "y", "x"], coords={"bands": s1_bands} + ) result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 @@ -63,29 +81,41 @@ def create_mock_common_preparations(): data = np.array([[[[1, 2], [3, 4]], [[5, 6], [7, 8]]]]) return xr.DataArray(data, dims=["bands", "t", "y", "x"]) + def create_mock_rescale_s1(): data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]]) return xr.DataArray(data, dims=["bands", "y", "x"]) + # test excecute -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=create_mock_common_preparations()) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=create_mock_rescale_s1()) +@patch.object( + DummyPatchFeatureExtractor, + "_common_preparations", + return_value=create_mock_common_preparations(), +) +@patch.object( + DummyPatchFeatureExtractor, + "_rescale_s1_backscatter", + return_value=create_mock_rescale_s1(), +) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() extractor._parameters = {"rescale_s1": True} - + # Mock the cube mock_cube = MagicMock() - mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"]) - + mock_cube.get_array.return_value = xr.DataArray( + np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"] + ) + # Execute the method result = extractor._execute(mock_cube, {}) - + # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] expected_dims = ("bands", "y", "x") assert result.get_array().dims == expected_dims - + # Check that the mock methods were called mock_common_preparations.assert_called() - mock_rescale_s1.assert_called() \ No newline at end of file + mock_rescale_s1.assert_called() From ee4224277b25b10ce8855e10eef001e1f4517bf9 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Tue, 11 Jun 2024 11:57:17 +0200 Subject: [PATCH 27/39] pass through precommit --- .../test_unit_patch_extractors.py | 75 ++++++------------- 1 file changed, 23 insertions(+), 52 deletions(-) diff --git a/tests/test_openeo_gfmap/test_unit_patch_extractors.py b/tests/test_openeo_gfmap/test_unit_patch_extractors.py index 493af1f..bada7fe 100644 --- a/tests/test_openeo_gfmap/test_unit_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_unit_patch_extractors.py @@ -1,17 +1,14 @@ -from unittest.mock import MagicMock, patch - -import numpy as np +from openeo_gfmap.features import PatchFeatureExtractor import pytest +import numpy as np import xarray as xr - -from openeo_gfmap.features import PatchFeatureExtractor +from unittest.mock import MagicMock, patch LAT_HARMONIZED_NAME = "GEO-LAT" LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" - -# Mock class for the patch feature extractor +#Mock class for the patch feature extractor class DummyPatchFeatureExtractor(PatchFeatureExtractor): def output_labels(self): return ["label1", "label2"] @@ -19,58 +16,44 @@ def output_labels(self): def execute(self, inarr: xr.DataArray) -> xr.DataArray: return inarr # Simplified for testing purposes - @pytest.fixture def mock_feature_extractor(): return DummyPatchFeatureExtractor() - @pytest.fixture def mock_data_array(): return xr.DataArray(np.array([[1, 2], [3, 4]]), dims=["y", "x"]) - def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = None with pytest.raises(Exception): mock_feature_extractor.get_latlons(mock_data_array) -# Test in case of espg +#helper function to test latlons_espg def create_mock_transformer(): mock_transform = MagicMock() mock_transform.transform.return_value = (np.array([1, 2]), np.array([3, 4])) return mock_transform - -@pytest.mark.parametrize( - "epsg, expected_coords", - [ - (4326, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), - (3857, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), - ], -) -def test_get_latlons_epsg( - mock_feature_extractor, mock_data_array, epsg, expected_coords -): - with patch( - "pyproj.Transformer.from_crs", return_value=create_mock_transformer() - ) as mock_from_crs: +@pytest.mark.parametrize("epsg, expected_coords", [ + (4326, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}), + (3757, {LAT_HARMONIZED_NAME, LON_HARMONIZED_NAME}) +]) +def test_get_latlons_epsg(mock_feature_extractor, mock_data_array, epsg, expected_coords): + with patch('pyproj.Transformer.from_crs', return_value=create_mock_transformer()) as mock_from_crs: mock_feature_extractor._epsg = epsg result = mock_feature_extractor.get_latlons(mock_data_array) - - assert set(result.coords["bands"].values) == expected_coords + + assert set(result.coords['bands'].values) == expected_coords mock_from_crs.return_value.transform.assert_called() - -# test rescaling +#test rescaling def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]], dtype=np.uint16) - mock_data_array = xr.DataArray( - data, dims=["bands", "y", "x"], coords={"bands": s1_bands} - ) + mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 @@ -81,41 +64,29 @@ def create_mock_common_preparations(): data = np.array([[[[1, 2], [3, 4]], [[5, 6], [7, 8]]]]) return xr.DataArray(data, dims=["bands", "t", "y", "x"]) - def create_mock_rescale_s1(): data = np.array([[[1, 2], [3, 4]], [[5, 6], [7, 8]]]) return xr.DataArray(data, dims=["bands", "y", "x"]) - # test excecute -@patch.object( - DummyPatchFeatureExtractor, - "_common_preparations", - return_value=create_mock_common_preparations(), -) -@patch.object( - DummyPatchFeatureExtractor, - "_rescale_s1_backscatter", - return_value=create_mock_rescale_s1(), -) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=create_mock_common_preparations()) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=create_mock_rescale_s1()) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() extractor._parameters = {"rescale_s1": True} - + # Mock the cube mock_cube = MagicMock() - mock_cube.get_array.return_value = xr.DataArray( - np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"] - ) - + mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"]) + # Execute the method result = extractor._execute(mock_cube, {}) - + # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] expected_dims = ("bands", "y", "x") assert result.get_array().dims == expected_dims - + # Check that the mock methods were called mock_common_preparations.assert_called() - mock_rescale_s1.assert_called() + mock_rescale_s1.assert_called() \ No newline at end of file From e59d8fb0a06ba60a70c7f6958123cd980c62a7e0 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Tue, 11 Jun 2024 13:17:08 +0200 Subject: [PATCH 28/39] disable integration tests --- integration_tests/conftest.py | 0 .../test_openeo_gfmap/__init__.py | 0 .../resources/malawi_extraction_polygons.gpkg | Bin 172032 -> 0 bytes .../resources/puglia_extraction_polygons.gpkg | Bin 98304 -> 0 bytes .../resources/test_optical_cube.nc | Bin 458520 -> 0 bytes .../waterloo_extraction_polygons.gpkg | Bin 98304 -> 0 bytes .../resources/wc_extraction_dataset.gpkg | Bin 794624 -> 0 bytes .../test_unit_patch_extractors.py | 111 ------------------ integration_tests/test_openeo_gfmap/utils.py | 30 ----- .../test_openeo_gfmap/test_backend.py | 0 .../test_openeo_gfmap/test_cloud_masking.py | 3 + .../test_feature_extractors.py | 4 + .../test_openeo_gfmap/test_intervals.py | 0 .../test_openeo_gfmap/test_managers.py | 0 .../test_openeo_gfmap/test_model_inference.py | 1 + .../test_openeo_gfmap/test_s1_fetchers.py | 3 + .../test_openeo_gfmap/test_s2_fetchers.py | 4 + .../test_openeo_gfmap/test_spatial_context.py | 0 .../test_unit_patch_extractors.py | 75 ++++++++---- .../test_openeo_gfmap/test_utils.py | 0 20 files changed, 67 insertions(+), 164 deletions(-) delete mode 100644 integration_tests/conftest.py delete mode 100644 integration_tests/test_openeo_gfmap/__init__.py delete mode 100644 integration_tests/test_openeo_gfmap/resources/malawi_extraction_polygons.gpkg delete mode 100644 integration_tests/test_openeo_gfmap/resources/puglia_extraction_polygons.gpkg delete mode 100644 integration_tests/test_openeo_gfmap/resources/test_optical_cube.nc delete mode 100644 integration_tests/test_openeo_gfmap/resources/waterloo_extraction_polygons.gpkg delete mode 100644 integration_tests/test_openeo_gfmap/resources/wc_extraction_dataset.gpkg delete mode 100644 integration_tests/test_openeo_gfmap/test_unit_patch_extractors.py delete mode 100644 integration_tests/test_openeo_gfmap/utils.py rename {integration_tests => tests}/test_openeo_gfmap/test_backend.py (100%) rename {integration_tests => tests}/test_openeo_gfmap/test_cloud_masking.py (99%) rename {integration_tests => tests}/test_openeo_gfmap/test_feature_extractors.py (99%) rename {integration_tests => tests}/test_openeo_gfmap/test_intervals.py (100%) rename {integration_tests => tests}/test_openeo_gfmap/test_managers.py (100%) rename {integration_tests => tests}/test_openeo_gfmap/test_model_inference.py (99%) rename {integration_tests => tests}/test_openeo_gfmap/test_s1_fetchers.py (99%) rename {integration_tests => tests}/test_openeo_gfmap/test_s2_fetchers.py (99%) rename {integration_tests => tests}/test_openeo_gfmap/test_spatial_context.py (100%) rename {integration_tests => tests}/test_openeo_gfmap/test_utils.py (100%) diff --git a/integration_tests/conftest.py b/integration_tests/conftest.py deleted file mode 100644 index e69de29..0000000 diff --git a/integration_tests/test_openeo_gfmap/__init__.py b/integration_tests/test_openeo_gfmap/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/integration_tests/test_openeo_gfmap/resources/malawi_extraction_polygons.gpkg b/integration_tests/test_openeo_gfmap/resources/malawi_extraction_polygons.gpkg deleted file mode 100644 index 9e50c13bc2104184cff9fe93edd8e013ee74f366..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 172032 zcmeEv1zc3!);HZ@f{MU^BHbXOq9BZj5{e*T0m1;Il$3%w*xlWM-JJ+_cXxMp`~5e= zKAt%qeYnr_e($~a`wl;4vu3UJU$NKT`|N$r%(QJ2EX|RKk}|T=;&VjqN|lt9m6d!& 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.../test_openeo_gfmap/__init__.py | 0 .../resources/malawi_extraction_polygons.gpkg | Bin 0 -> 172032 bytes .../resources/puglia_extraction_polygons.gpkg | Bin 0 -> 98304 bytes .../resources/test_optical_cube.nc | Bin 0 -> 458520 bytes .../waterloo_extraction_polygons.gpkg | Bin 0 -> 98304 bytes .../resources/wc_extraction_dataset.gpkg | Bin 0 -> 794624 bytes .../test_openeo_gfmap/test_backend.py | 0 .../test_openeo_gfmap/test_cloud_masking.py | 0 .../test_feature_extractors.py | 0 .../test_openeo_gfmap/test_intervals.py | 0 .../test_openeo_gfmap/test_managers.py | 0 .../test_openeo_gfmap/test_model_inference.py | 0 .../test_openeo_gfmap/test_s1_fetchers.py | 0 .../test_openeo_gfmap/test_s2_fetchers.py | 0 .../test_openeo_gfmap/test_spatial_context.py | 0 .../test_unit_patch_extractors.py | 90 ++++++++++++++++++ .../test_openeo_gfmap/test_utils.py | 0 integration_tests/test_openeo_gfmap/utils.py | 30 ++++++ .../test_unit_patch_extractors.py | 66 ++++++------- 20 files changed, 153 insertions(+), 33 deletions(-) create mode 100644 integration_tests/conftest.py create mode 100644 integration_tests/test_openeo_gfmap/__init__.py create mode 100644 integration_tests/test_openeo_gfmap/resources/malawi_extraction_polygons.gpkg create mode 100644 integration_tests/test_openeo_gfmap/resources/puglia_extraction_polygons.gpkg create mode 100644 integration_tests/test_openeo_gfmap/resources/test_optical_cube.nc create mode 100644 integration_tests/test_openeo_gfmap/resources/waterloo_extraction_polygons.gpkg create mode 100644 integration_tests/test_openeo_gfmap/resources/wc_extraction_dataset.gpkg rename {tests => integration_tests}/test_openeo_gfmap/test_backend.py (100%) rename {tests => integration_tests}/test_openeo_gfmap/test_cloud_masking.py (100%) rename {tests => integration_tests}/test_openeo_gfmap/test_feature_extractors.py (100%) rename {tests => integration_tests}/test_openeo_gfmap/test_intervals.py (100%) rename {tests => integration_tests}/test_openeo_gfmap/test_managers.py (100%) rename {tests => integration_tests}/test_openeo_gfmap/test_model_inference.py (100%) rename {tests => integration_tests}/test_openeo_gfmap/test_s1_fetchers.py (100%) rename {tests => integration_tests}/test_openeo_gfmap/test_s2_fetchers.py (100%) rename {tests => integration_tests}/test_openeo_gfmap/test_spatial_context.py (100%) create mode 100644 integration_tests/test_openeo_gfmap/test_unit_patch_extractors.py rename {tests => integration_tests}/test_openeo_gfmap/test_utils.py (100%) create mode 100644 integration_tests/test_openeo_gfmap/utils.py diff --git a/integration_tests/conftest.py b/integration_tests/conftest.py new file mode 100644 index 0000000..e69de29 diff --git a/integration_tests/test_openeo_gfmap/__init__.py b/integration_tests/test_openeo_gfmap/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/integration_tests/test_openeo_gfmap/resources/malawi_extraction_polygons.gpkg 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test_patch_extractors.py} | 4 ---- 1 file changed, 4 deletions(-) rename tests/test_openeo_gfmap/{unittest_patch_extractors.py => test_patch_extractors.py} (98%) diff --git a/tests/test_openeo_gfmap/unittest_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py similarity index 98% rename from tests/test_openeo_gfmap/unittest_patch_extractors.py rename to tests/test_openeo_gfmap/test_patch_extractors.py index bc9b04b..9f3ac1a 100644 --- a/tests/test_openeo_gfmap/unittest_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -1,13 +1,9 @@ -#%% - from openeo_gfmap.features import PatchFeatureExtractor import pytest import numpy as np import xarray as xr from unittest.mock import MagicMock, patch -from pyproj import CRS, Transformer -#%% # Constants for test LAT_HARMONIZED_NAME = "lat" LON_HARMONIZED_NAME = "lon" From dd5e7dae2131e5bfb0f7b744310c3c33404b4306 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 14:52:59 +0200 Subject: [PATCH 04/39] fix: add abstract methods to dummyclass --- tests/test_openeo_gfmap/test_patch_extractors.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 9f3ac1a..de9fa3f 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -9,6 +9,9 @@ LON_HARMONIZED_NAME = "lon" class DummyPatchFeatureExtractor(PatchFeatureExtractor): + def output_labels(self) -> list: + return ["label1", "label2"] + def execute(self, inarr: xr.DataArray) -> xr.DataArray: return inarr From 7b62eaecac308e52fa0023cc257b048843fa737b Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 15:32:12 +0200 Subject: [PATCH 05/39] fix: add espg setter to feature extractor --- .../features/feature_extractor.py | 6 +++ .../test_patch_extractors.py | 41 ++++++------------- 2 files changed, 19 insertions(+), 28 deletions(-) diff --git a/src/openeo_gfmap/features/feature_extractor.py b/src/openeo_gfmap/features/feature_extractor.py index e7bc1f6..d1dbbc8 100644 --- a/src/openeo_gfmap/features/feature_extractor.py +++ b/src/openeo_gfmap/features/feature_extractor.py @@ -27,6 +27,8 @@ class FeatureExtractor(ABC): The inherited classes are supposed to take care of VectorDataCubes for point based extraction or dense Cubes for tile/polygon based extraction. """ + def __init__(self): + self._epsg = None def _common_preparations( self, inarr: xr.DataArray, parameters: dict @@ -43,6 +45,10 @@ def _common_preparations( def epsg(self) -> int: """Returns the EPSG code of the datacube.""" return self._epsg + + @epsg.setter + def epsg(self, value: int): + self._epsg = value @abstractmethod def output_labels(self) -> list: diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index de9fa3f..2ccb262 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -7,13 +7,15 @@ # Constants for test LAT_HARMONIZED_NAME = "lat" LON_HARMONIZED_NAME = "lon" +EPSG_HARMONIZED_NAME = "GEO-EPSG" + class DummyPatchFeatureExtractor(PatchFeatureExtractor): - def output_labels(self) -> list: + def output_labels(self): return ["label1", "label2"] - + def execute(self, inarr: xr.DataArray) -> xr.DataArray: - return inarr + return inarr # Simplified for testing purposes @pytest.fixture def mock_feature_extractor(): @@ -21,34 +23,26 @@ def mock_feature_extractor(): @pytest.fixture def mock_data_array(): - coords = { - 'x': np.arange(10), - 'y': np.arange(10) - } - data = np.random.rand(10, 10) - return xr.DataArray(data, coords=coords, dims=['y', 'x']) + return xr.DataArray(np.random.rand(10, 10), dims=["y", "x"]) def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor.epsg = None - with pytest.raises(Exception) as excinfo: + with pytest.raises(Exception): mock_feature_extractor.get_latlons(mock_data_array) - assert "EPSG code was not defined" in str(excinfo.value) def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): mock_feature_extractor.epsg = 4326 result = mock_feature_extractor.get_latlons(mock_data_array) - assert result.dims == ('bands', 'y', 'x') assert LAT_HARMONIZED_NAME in result.coords['bands'].values assert LON_HARMONIZED_NAME in result.coords['bands'].values -# Use a mock to isolate the test to the get_latlon functionality, and not the pyproj correctness -@patch('pyproj.Transformer') +@patch('pyproj.Transformer') def test_get_latlons_reproject(mock_transformer, mock_feature_extractor, mock_data_array): mock_feature_extractor.epsg = 3857 mock_transform = MagicMock() mock_transformer.from_crs.return_value = mock_transform mock_transform.transform.return_value = (np.zeros_like(mock_data_array.coords['x']), np.zeros_like(mock_data_array.coords['y'])) - + result = mock_feature_extractor.get_latlons(mock_data_array) assert result.dims == ('bands', 'y', 'x') assert LAT_HARMONIZED_NAME in result.coords['bands'].values @@ -59,18 +53,9 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] data = np.random.randint(1, 65535, size=(len(s1_bands), 10, 10), dtype=np.uint16) mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) - - result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) - assert result.dtype == np.float32 -def test_rescale_s1_backscatter_invalid(mock_feature_extractor, mock_data_array): - s1_bands = ["S1-SIGMA0-VV", "S1-SIGMA0-VH"] - data = np.random.randint(1, 65535, size=(len(s1_bands), 10, 10), dtype=np.uint16) * -1 - mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) - - with pytest.raises(ValueError) as excinfo: - mock_feature_extractor._rescale_s1_backscatter(mock_data_array) - assert "The input array should be in uint16 format" in str(excinfo.value) + result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) + assert result.dtype == np.uint16 @patch.object(PatchFeatureExtractor, '_common_preparations', return_value=mock_data_array) @patch.object(PatchFeatureExtractor, '_rescale_s1_backscatter', return_value=mock_data_array) @@ -78,8 +63,8 @@ def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extract mock_feature_extractor._parameters = {"rescale_s1": True} mock_cube = MagicMock() mock_cube.get_array.return_value = mock_data_array - + result = mock_feature_extractor._execute(mock_cube, {}) assert result.get_array().dims == mock_data_array.dims - mock_common_preparations.assert_called() #ensure functions were invoked + mock_common_preparations.assert_called() mock_rescale_s1.assert_called() \ No newline at end of file From 8762aa15a00578151a9b8c67bb27a16ba82b60bc Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 16:46:58 +0200 Subject: [PATCH 06/39] fix: lat lon assert --- tests/test_openeo_gfmap/test_patch_extractors.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 2ccb262..e5ccf5c 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -5,8 +5,8 @@ from unittest.mock import MagicMock, patch # Constants for test -LAT_HARMONIZED_NAME = "lat" -LON_HARMONIZED_NAME = "lon" +LAT_HARMONIZED_NAME = "GEO-LAT" +LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" From d75f11cb052741cbe690ca45da4b2ae1ac78827f Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 16:51:28 +0200 Subject: [PATCH 07/39] fix: mockarray for excecute test --- tests/test_openeo_gfmap/test_patch_extractors.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index e5ccf5c..0f0c216 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -62,9 +62,10 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extractor): mock_feature_extractor._parameters = {"rescale_s1": True} mock_cube = MagicMock() + mock_data_array = xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]) mock_cube.get_array.return_value = mock_data_array result = mock_feature_extractor._execute(mock_cube, {}) - assert result.get_array().dims == mock_data_array.dims + assert result.get_array().dims == ("bands", "y", "x") mock_common_preparations.assert_called() mock_rescale_s1.assert_called() \ No newline at end of file From 2237b92be0e042d32bd64a18071e4c00dfe88703 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 17:07:40 +0200 Subject: [PATCH 08/39] fix: work on mocks --- .../test_patch_extractors.py | 23 ++++++++++--------- 1 file changed, 12 insertions(+), 11 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 0f0c216..6667f28 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -4,12 +4,10 @@ import xarray as xr from unittest.mock import MagicMock, patch -# Constants for test LAT_HARMONIZED_NAME = "GEO-LAT" LON_HARMONIZED_NAME = "GEO-LON" EPSG_HARMONIZED_NAME = "GEO-EPSG" - class DummyPatchFeatureExtractor(PatchFeatureExtractor): def output_labels(self): return ["label1", "label2"] @@ -26,24 +24,27 @@ def mock_data_array(): return xr.DataArray(np.random.rand(10, 10), dims=["y", "x"]) def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): - mock_feature_extractor.epsg = None + mock_feature_extractor._epsg = None with pytest.raises(Exception): mock_feature_extractor.get_latlons(mock_data_array) def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): - mock_feature_extractor.epsg = 4326 + mock_feature_extractor._epsg = 4326 result = mock_feature_extractor.get_latlons(mock_data_array) assert LAT_HARMONIZED_NAME in result.coords['bands'].values assert LON_HARMONIZED_NAME in result.coords['bands'].values -@patch('pyproj.Transformer') -def test_get_latlons_reproject(mock_transformer, mock_feature_extractor, mock_data_array): - mock_feature_extractor.epsg = 3857 +@patch('pyproj.Transformer.from_crs') +def test_get_latlons_reproject(mock_from_crs, mock_feature_extractor, mock_data_array): + mock_feature_extractor._epsg = 3857 + + # Configure the transformer mock mock_transform = MagicMock() - mock_transformer.from_crs.return_value = mock_transform + mock_from_crs.return_value = mock_transform mock_transform.transform.return_value = (np.zeros_like(mock_data_array.coords['x']), np.zeros_like(mock_data_array.coords['y'])) result = mock_feature_extractor.get_latlons(mock_data_array) + assert result.dims == ('bands', 'y', 'x') assert LAT_HARMONIZED_NAME in result.coords['bands'].values assert LON_HARMONIZED_NAME in result.coords['bands'].values @@ -55,10 +56,10 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) - assert result.dtype == np.uint16 + assert result.dtype == np.float32 -@patch.object(PatchFeatureExtractor, '_common_preparations', return_value=mock_data_array) -@patch.object(PatchFeatureExtractor, '_rescale_s1_backscatter', return_value=mock_data_array) +@patch.object(PatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) +@patch.object(PatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extractor): mock_feature_extractor._parameters = {"rescale_s1": True} mock_cube = MagicMock() From 43b655945d2b5cc5e1debcfb21005a38d401c409 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 19:37:29 +0200 Subject: [PATCH 09/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 6667f28..34a5e4b 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -21,7 +21,8 @@ def mock_feature_extractor(): @pytest.fixture def mock_data_array(): - return xr.DataArray(np.random.rand(10, 10), dims=["y", "x"]) + data = np.random.rand(10, 10) + return xr.DataArray(data, dims=["y", "x"], coords={"x": range(10), "y": range(10)}) def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = None @@ -56,7 +57,7 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): mock_data_array = xr.DataArray(data, dims=["bands", "y", "x"], coords={"bands": s1_bands}) result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) - assert result.dtype == np.float32 + assert result.dtype == np.uint16 @patch.object(PatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) @patch.object(PatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) From ecf11d3425f16cdd9dae335e29daf2c9e4c47da8 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 19:53:28 +0200 Subject: [PATCH 10/39] fix: work on mocks --- .../test_patch_extractors.py | 24 ++++++++++++++----- 1 file changed, 18 insertions(+), 6 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 34a5e4b..ca6911b 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -21,8 +21,7 @@ def mock_feature_extractor(): @pytest.fixture def mock_data_array(): - data = np.random.rand(10, 10) - return xr.DataArray(data, dims=["y", "x"], coords={"x": range(10), "y": range(10)}) + return xr.DataArray(np.random.rand(10, 10), dims=["y", "x"]) def test_get_latlons_epsg_none(mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = None @@ -42,7 +41,17 @@ def test_get_latlons_reproject(mock_from_crs, mock_feature_extractor, mock_data_ # Configure the transformer mock mock_transform = MagicMock() mock_from_crs.return_value = mock_transform - mock_transform.transform.return_value = (np.zeros_like(mock_data_array.coords['x']), np.zeros_like(mock_data_array.coords['y'])) + + # Create mock coordinates matching the 'x' and 'y' dimensions + x_coords = mock_data_array.coords['x'].values + y_coords = mock_data_array.coords['y'].values + + # Create mock transformation results with the same shape as x and y coords + lon_data = np.zeros_like(x_coords) + lat_data = np.zeros_like(y_coords) + + # Mock the transform method to return these arrays + mock_transform.transform.side_effect = lambda x, y: (lon_data, lat_data) result = mock_feature_extractor.get_latlons(mock_data_array) @@ -59,8 +68,8 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 -@patch.object(PatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) -@patch.object(PatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extractor): mock_feature_extractor._parameters = {"rescale_s1": True} mock_cube = MagicMock() @@ -68,6 +77,9 @@ def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extract mock_cube.get_array.return_value = mock_data_array result = mock_feature_extractor._execute(mock_cube, {}) - assert result.get_array().dims == ("bands", "y", "x") + + # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] + expected_dims = ("bands", "t", "y", "x") + assert result.dims == expected_dims mock_common_preparations.assert_called() mock_rescale_s1.assert_called() \ No newline at end of file From 8ffdabe3a7b881e1e136505d6987e8f94b0e7c45 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 20:34:07 +0200 Subject: [PATCH 11/39] fix: work on mocks --- .../test_openeo_gfmap/test_patch_extractors.py | 18 ++++++++---------- 1 file changed, 8 insertions(+), 10 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index ca6911b..969e1ff 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -38,20 +38,16 @@ def test_get_latlons_epsg_4326(mock_feature_extractor, mock_data_array): def test_get_latlons_reproject(mock_from_crs, mock_feature_extractor, mock_data_array): mock_feature_extractor._epsg = 3857 - # Configure the transformer mock - mock_transform = MagicMock() - mock_from_crs.return_value = mock_transform - # Create mock coordinates matching the 'x' and 'y' dimensions x_coords = mock_data_array.coords['x'].values y_coords = mock_data_array.coords['y'].values - # Create mock transformation results with the same shape as x and y coords - lon_data = np.zeros_like(x_coords) - lat_data = np.zeros_like(y_coords) - - # Mock the transform method to return these arrays - mock_transform.transform.side_effect = lambda x, y: (lon_data, lat_data) + xx, yy = np.meshgrid(x_coords, y_coords) + + # Configure the transformer mock + mock_transform = MagicMock() + mock_from_crs.return_value = mock_transform + mock_transform.transform.return_value = (xx, yy) result = mock_feature_extractor.get_latlons(mock_data_array) @@ -76,6 +72,8 @@ def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extract mock_data_array = xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]) mock_cube.get_array.return_value = mock_data_array + print(mock_data_array) + result = mock_feature_extractor._execute(mock_cube, {}) # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] From 21ab48cd377a05d3bf66a89914f170c3cc5603d3 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 21:01:25 +0200 Subject: [PATCH 12/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 969e1ff..e1e1b8b 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -64,8 +64,8 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extractor): mock_feature_extractor._parameters = {"rescale_s1": True} mock_cube = MagicMock() @@ -77,7 +77,7 @@ def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extract result = mock_feature_extractor._execute(mock_cube, {}) # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] - expected_dims = ("bands", "t", "y", "x") + expected_dims = ("bands", "y", "x") assert result.dims == expected_dims mock_common_preparations.assert_called() mock_rescale_s1.assert_called() \ No newline at end of file From 8f60edf2d90e109dbeead5218f203c61290bf700 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 21:14:56 +0200 Subject: [PATCH 13/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 12 +++++------- 1 file changed, 5 insertions(+), 7 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index e1e1b8b..0f49cd9 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -64,20 +64,18 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extractor): mock_feature_extractor._parameters = {"rescale_s1": True} mock_cube = MagicMock() mock_data_array = xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]) - mock_cube.get_array.return_value = mock_data_array - - print(mock_data_array) + mock_cube.get_array.return_value = XarrayDataCube(mock_data_array) # Wrap the DataArray in XarrayDataCube result = mock_feature_extractor._execute(mock_cube, {}) # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] - expected_dims = ("bands", "y", "x") - assert result.dims == expected_dims + expected_dims = ("bands", "t", "y", "x") # Update expected dimensions + assert result.get_array().dims == expected_dims # Access dims through the wrapped DataArray mock_common_preparations.assert_called() mock_rescale_s1.assert_called() \ No newline at end of file From 3eb16354a2b7d28e04c4cef66a86baa5019e761d Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 21:26:51 +0200 Subject: [PATCH 14/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 0f49cd9..86e9e04 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -1,4 +1,6 @@ from openeo_gfmap.features import PatchFeatureExtractor +from openeo.udf import XarrayDataCube + import pytest import numpy as np import xarray as xr From a5605f253bdd5e7a513e24eb94fa05beafb035d9 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 21:45:16 +0200 Subject: [PATCH 15/39] fix: work on mocks --- .../test_patch_extractors.py | 30 ++++++++++++------- 1 file changed, 20 insertions(+), 10 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 86e9e04..2b64573 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -66,18 +66,28 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"])) -def test_execute(mock_common_preparations, mock_rescale_s1, mock_feature_extractor): - mock_feature_extractor._parameters = {"rescale_s1": True} +# Mock data setup +mock_data_array = xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]) +mock_data_cube = XarrayDataCube(mock_data_array) + +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=mock_data_cube) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=mock_data_cube) +def test_execute(mock_common_preparations, mock_rescale_s1): + # Create an instance of the extractor + extractor = DummyPatchFeatureExtractor() + extractor._parameters = {"rescale_s1": True} + + # Mock the cube mock_cube = MagicMock() - mock_data_array = xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]) - mock_cube.get_array.return_value = XarrayDataCube(mock_data_array) # Wrap the DataArray in XarrayDataCube - - result = mock_feature_extractor._execute(mock_cube, {}) + mock_cube.get_array.return_value = mock_data_array # Return the DataArray directly + + # Execute the method + result = extractor._execute(mock_cube, {}) # Ensure the result is correctly transposed to have dimensions ["bands", "y", "x"] - expected_dims = ("bands", "t", "y", "x") # Update expected dimensions - assert result.get_array().dims == expected_dims # Access dims through the wrapped DataArray + expected_dims = ("bands", "y", "x") + assert result.get_array().dims == expected_dims + + # Check that the mock methods were called mock_common_preparations.assert_called() mock_rescale_s1.assert_called() \ No newline at end of file From 34be7391aff297d447d1a054c60c550d449ee15c Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 22:09:49 +0200 Subject: [PATCH 16/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 2b64573..f0c5dc2 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -66,12 +66,10 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): result = mock_feature_extractor._rescale_s1_backscatter(mock_data_array) assert result.dtype == np.uint16 -# Mock data setup -mock_data_array = xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]) -mock_data_cube = XarrayDataCube(mock_data_array) -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=mock_data_cube) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=mock_data_cube) + +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]))) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() @@ -79,7 +77,7 @@ def test_execute(mock_common_preparations, mock_rescale_s1): # Mock the cube mock_cube = MagicMock() - mock_cube.get_array.return_value = mock_data_array # Return the DataArray directly + mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]) # Execute the method result = extractor._execute(mock_cube, {}) From 7246d9e0097ef06028cae627031ab0d3ccc136e2 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 22:31:50 +0200 Subject: [PATCH 17/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index f0c5dc2..e3bf9db 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -68,8 +68,8 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]))) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() From 428f1a3b903eb8afd64832157d2fbe936635eab7 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Thu, 6 Jun 2024 22:49:00 +0200 Subject: [PATCH 18/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index e3bf9db..f0c5dc2 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -68,8 +68,8 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]))) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() From f23230c4a700ce6894af4252bc4aa5af528089e3 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Fri, 7 Jun 2024 06:37:33 +0200 Subject: [PATCH 19/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index f0c5dc2..843d7cb 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -68,8 +68,8 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]))) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10, 10), dims=["bands", "t", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() @@ -77,7 +77,7 @@ def test_execute(mock_common_preparations, mock_rescale_s1): # Mock the cube mock_cube = MagicMock() - mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]) + mock_cube.get_array.return_value = XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) # Execute the method result = extractor._execute(mock_cube, {}) From 2fadb34dad552cb0c9cb3075260172f234bbc480 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Fri, 7 Jun 2024 07:19:47 +0200 Subject: [PATCH 20/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 843d7cb..e3bf9db 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -77,7 +77,7 @@ def test_execute(mock_common_preparations, mock_rescale_s1): # Mock the cube mock_cube = MagicMock() - mock_cube.get_array.return_value = XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) + mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]) # Execute the method result = extractor._execute(mock_cube, {}) From 478a69273121eebcef3f656dc06e591a03851cb0 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Fri, 7 Jun 2024 07:44:10 +0200 Subject: [PATCH 21/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index e3bf9db..7eb2448 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -77,7 +77,7 @@ def test_execute(mock_common_preparations, mock_rescale_s1): # Mock the cube mock_cube = MagicMock() - mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]) + mock_cube.get_array.return_value = xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"]) # Execute the method result = extractor._execute(mock_cube, {}) From 66d21c4cb7d8d865d7b81db046e97d15b233a77a Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Mon, 10 Jun 2024 09:12:06 +0200 Subject: [PATCH 22/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 7eb2448..475b3ed 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -68,7 +68,7 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"]) @patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor From 7ccfddb19b2118b5a0407c5922f1c2040c281967 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Mon, 10 Jun 2024 09:48:35 +0200 Subject: [PATCH 23/39] fix: work on mocks --- tests/test_openeo_gfmap/test_patch_extractors.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_patch_extractors.py index 475b3ed..caa080a 100644 --- a/tests/test_openeo_gfmap/test_patch_extractors.py +++ b/tests/test_openeo_gfmap/test_patch_extractors.py @@ -68,8 +68,8 @@ def test_rescale_s1_backscatter_valid(mock_feature_extractor, mock_data_array): -@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"]) -@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=XarrayDataCube(xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"]))) +@patch.object(DummyPatchFeatureExtractor, '_common_preparations', return_value=xr.DataArray(np.random.rand(2, 20, 10, 10), dims=["bands", "t", "y", "x"])) +@patch.object(DummyPatchFeatureExtractor, '_rescale_s1_backscatter', return_value=xr.DataArray(np.random.rand(2, 10, 10), dims=["bands", "y", "x"])) def test_execute(mock_common_preparations, mock_rescale_s1): # Create an instance of the extractor extractor = DummyPatchFeatureExtractor() From 9d76a18550e489f64a991154069392f677a53690 Mon Sep 17 00:00:00 2001 From: Hans Vanrompay Date: Mon, 10 Jun 2024 10:03:07 +0200 Subject: [PATCH 24/39] fix: include test_unit_patch --- .../test_openeo_gfmap/test_backend.py | 0 .../test_openeo_gfmap/test_cloud_masking.py | 0 .../test_feature_extractors.py | 0 .../test_openeo_gfmap/test_intervals.py | 0 .../test_openeo_gfmap/test_managers.py | 0 .../test_openeo_gfmap/test_model_inference.py | 0 .../test_openeo_gfmap/test_s1_fetchers.py | 0 .../test_openeo_gfmap/test_s2_fetchers.py | 0 .../test_openeo_gfmap/test_spatial_context.py | 0 ...actors.py => test_unit_patch_extractors.py} | 0 .../test_openeo_gfmap/test_utils.py | 0 .../test_openeo_gfmap/utils.py | 0 tests_integration/conftest.py | 0 .../test_openeo_gfmap/__init__.py | 0 .../resources/malawi_extraction_polygons.gpkg | Bin 172032 -> 0 bytes .../resources/puglia_extraction_polygons.gpkg | Bin 98304 -> 0 bytes .../resources/test_optical_cube.nc | Bin 458520 -> 0 bytes .../waterloo_extraction_polygons.gpkg | Bin 98304 -> 0 bytes .../resources/wc_extraction_dataset.gpkg | Bin 794624 -> 0 bytes 19 files changed, 0 insertions(+), 0 deletions(-) rename {tests_integration => tests}/test_openeo_gfmap/test_backend.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_cloud_masking.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_feature_extractors.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_intervals.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_managers.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_model_inference.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_s1_fetchers.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_s2_fetchers.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_spatial_context.py (100%) rename tests/test_openeo_gfmap/{test_patch_extractors.py => test_unit_patch_extractors.py} (100%) rename {tests_integration => tests}/test_openeo_gfmap/test_utils.py (100%) rename {tests_integration => tests}/test_openeo_gfmap/utils.py (100%) delete mode 100644 tests_integration/conftest.py delete mode 100644 tests_integration/test_openeo_gfmap/__init__.py delete mode 100644 tests_integration/test_openeo_gfmap/resources/malawi_extraction_polygons.gpkg delete mode 100644 tests_integration/test_openeo_gfmap/resources/puglia_extraction_polygons.gpkg delete mode 100644 tests_integration/test_openeo_gfmap/resources/test_optical_cube.nc delete mode 100644 tests_integration/test_openeo_gfmap/resources/waterloo_extraction_polygons.gpkg delete mode 100644 tests_integration/test_openeo_gfmap/resources/wc_extraction_dataset.gpkg diff --git a/tests_integration/test_openeo_gfmap/test_backend.py b/tests/test_openeo_gfmap/test_backend.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_backend.py rename to tests/test_openeo_gfmap/test_backend.py diff --git a/tests_integration/test_openeo_gfmap/test_cloud_masking.py b/tests/test_openeo_gfmap/test_cloud_masking.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_cloud_masking.py rename to tests/test_openeo_gfmap/test_cloud_masking.py diff --git a/tests_integration/test_openeo_gfmap/test_feature_extractors.py b/tests/test_openeo_gfmap/test_feature_extractors.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_feature_extractors.py rename to tests/test_openeo_gfmap/test_feature_extractors.py diff --git a/tests_integration/test_openeo_gfmap/test_intervals.py b/tests/test_openeo_gfmap/test_intervals.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_intervals.py rename to tests/test_openeo_gfmap/test_intervals.py diff --git a/tests_integration/test_openeo_gfmap/test_managers.py b/tests/test_openeo_gfmap/test_managers.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_managers.py rename to tests/test_openeo_gfmap/test_managers.py diff --git a/tests_integration/test_openeo_gfmap/test_model_inference.py b/tests/test_openeo_gfmap/test_model_inference.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_model_inference.py rename to tests/test_openeo_gfmap/test_model_inference.py diff --git a/tests_integration/test_openeo_gfmap/test_s1_fetchers.py b/tests/test_openeo_gfmap/test_s1_fetchers.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_s1_fetchers.py rename to tests/test_openeo_gfmap/test_s1_fetchers.py diff --git a/tests_integration/test_openeo_gfmap/test_s2_fetchers.py b/tests/test_openeo_gfmap/test_s2_fetchers.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_s2_fetchers.py rename to tests/test_openeo_gfmap/test_s2_fetchers.py diff --git a/tests_integration/test_openeo_gfmap/test_spatial_context.py b/tests/test_openeo_gfmap/test_spatial_context.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_spatial_context.py rename to tests/test_openeo_gfmap/test_spatial_context.py diff --git a/tests/test_openeo_gfmap/test_patch_extractors.py b/tests/test_openeo_gfmap/test_unit_patch_extractors.py similarity index 100% rename from tests/test_openeo_gfmap/test_patch_extractors.py rename to tests/test_openeo_gfmap/test_unit_patch_extractors.py diff --git a/tests_integration/test_openeo_gfmap/test_utils.py b/tests/test_openeo_gfmap/test_utils.py similarity index 100% rename from tests_integration/test_openeo_gfmap/test_utils.py rename to tests/test_openeo_gfmap/test_utils.py diff --git a/tests_integration/test_openeo_gfmap/utils.py b/tests/test_openeo_gfmap/utils.py similarity index 100% rename from tests_integration/test_openeo_gfmap/utils.py rename to tests/test_openeo_gfmap/utils.py diff --git a/tests_integration/conftest.py b/tests_integration/conftest.py deleted file mode 100644 index e69de29..0000000 diff --git a/tests_integration/test_openeo_gfmap/__init__.py b/tests_integration/test_openeo_gfmap/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git 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