diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index fb7b3ba..565195e 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -37,4 +37,4 @@ jobs: run: pip install -e . - name: Pytest - run: pytest -k 'not partial_pairwise' \ No newline at end of file + run: pytest \ No newline at end of file diff --git a/tests/data/input/glmpca_distance_matrix.csv b/tests/data/input/glmpca_distance_matrix.csv new file mode 100644 index 0000000..5b3eb34 --- /dev/null +++ b/tests/data/input/glmpca_distance_matrix.csv @@ -0,0 +1,252 @@ 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diff --git a/tests/test_paste2.py b/tests/test_paste2.py index 057ef77..000edbe 100644 --- a/tests/test_paste2.py +++ b/tests/test_paste2.py @@ -1,6 +1,19 @@ from pathlib import Path import pandas as pd -from paste2.PASTE2 import partial_pairwise_align +import numpy as np +from paste2.PASTE2 import ( + partial_pairwise_align, + partial_pairwise_align_given_cost_matrix, + partial_pairwise_align_histology, + partial_fused_gromov_wasserstein, + gwgrad_partial, + gwloss_partial, +) +from paste2.helper import ( + intersect, +) +import pytest +from scipy.spatial import distance test_dir = Path(__file__).parent input_dir = test_dir / "data/input" @@ -10,6 +23,7 @@ # TODO: this takes 3 years to pass, see whats going on here +@pytest.mark.skip def test_partial_pairwise_align(slices2): pi_BC = partial_pairwise_align(slices2[0], slices2[1], s=0.7) @@ -18,3 +32,166 @@ def test_partial_pairwise_align(slices2): pd.read_csv(output_dir / "partial_pairwise_align.csv"), rtol=1e-05, ) + + +def test_partial_pairwise_align_given_cost_matrix(slices): + common_genes = intersect(slices[1].var.index, slices[2].var.index) + sliceA = slices[1][:, common_genes] + sliceB = slices[2][:, common_genes] + + glmpca_distance_matrix = np.genfromtxt( + input_dir / "glmpca_distance_matrix.csv", delimiter=",", skip_header=1 + ) + + pairwise_info, log = partial_pairwise_align_given_cost_matrix( + sliceA, + sliceB, + s=0.85, + M=glmpca_distance_matrix, + alpha=0.1, + armijo=False, + norm=True, + return_obj=True, + verbose=False, + ) + + expected_log = 40.86486220302934 + + assert_frame_equal( + pd.DataFrame(pairwise_info, columns=[str(i) for i in range(264)]), + pd.read_csv(output_dir / "align_given_cost_matrix_pairwise_info.csv"), + rtol=1e-05, + ) + assert log == expected_log + + +@pytest.mark.skip +def test_partial_pairwise_align_histology(slices2): + # TODO: this function doesn't seem to be called anywhere and also seems to be incomplete + + pairwise_info, log = partial_pairwise_align_histology( + slices2[0], slices2[1], return_obj=True, dissimilarity="euclidean" + ) + + +def test_partial_fused_gromov_wasserstein(slices): + common_genes = intersect(slices[1].var.index, slices[2].var.index) + sliceA = slices[1][:, common_genes] + sliceB = slices[2][:, common_genes] + + distance_a = distance.cdist(sliceA.obsm["spatial"], sliceA.obsm["spatial"]) + distance_b = distance.cdist(sliceB.obsm["spatial"], sliceB.obsm["spatial"]) + + distance_a /= distance_a[distance_a > 0].min().min() + distance_b /= distance_b[distance_b > 0].min().min() + + glmpca_distance_matrix = np.genfromtxt( + input_dir / "glmpca_distance_matrix.csv", delimiter=",", skip_header=1 + ) + + distance_a /= distance_a[distance_a > 0].max() + distance_a *= glmpca_distance_matrix.max() + distance_b /= distance_b[distance_b > 0].max() + distance_b *= glmpca_distance_matrix.max() + + pairwise_info, log = partial_fused_gromov_wasserstein( + glmpca_distance_matrix, + distance_a, + distance_b, + np.ones((sliceA.shape[0],)) / sliceA.shape[0], + np.ones((sliceB.shape[0],)) / sliceB.shape[0], + alpha=0.1, + m=0.7, + G0=None, + loss_fun="square_loss", + log=True, + ) + expected_log = { + "err": [0.047201842558232954], + "loss": [ + 52.31031712851437, + 35.35388862002473, + 30.84819243143108, + 30.770197475353303, + 30.7643461256797, + 30.76336403641352, + 30.76332791868975, + 30.762808654741757, + 30.762727812006336, + 30.762727812006336, + ], + "partial_fgw_cost": 30.762727812006336, + } + + assert_frame_equal( + pd.DataFrame(pairwise_info, columns=[str(i) for i in range(264)]), + pd.read_csv(output_dir / "partial_fused_gromov_wasserstein.csv"), + rtol=1e-05, + ) + + for k, v in expected_log.items(): + assert np.all(np.isclose(log[k], v, rtol=1e-05)) + + +def test_gloss_partial(slices): + common_genes = intersect(slices[1].var.index, slices[2].var.index) + sliceA = slices[1][:, common_genes] + sliceB = slices[2][:, common_genes] + + distance_a = distance.cdist(sliceA.obsm["spatial"], sliceA.obsm["spatial"]) + distance_b = distance.cdist(sliceB.obsm["spatial"], sliceB.obsm["spatial"]) + + distance_a /= distance_a[distance_a > 0].min().min() + distance_b /= distance_b[distance_b > 0].min().min() + + glmpca_distance_matrix = np.genfromtxt( + input_dir / "glmpca_distance_matrix.csv", delimiter=",", skip_header=1 + ) + + distance_a /= distance_a[distance_a > 0].max() + distance_a *= glmpca_distance_matrix.max() + distance_b /= distance_b[distance_b > 0].max() + distance_b *= glmpca_distance_matrix.max() + + G0 = np.outer( + np.ones((sliceA.shape[0],)) / sliceA.shape[0], + np.ones((sliceB.shape[0],)) / sliceB.shape[0], + ) + + output = gwloss_partial(distance_a, distance_b, G0) + + expected_output = 1135.0163192178504 + assert output == expected_output + + +def test_gwloss_partial(slices): + common_genes = intersect(slices[1].var.index, slices[2].var.index) + sliceA = slices[1][:, common_genes] + sliceB = slices[2][:, common_genes] + + distance_a = distance.cdist(sliceA.obsm["spatial"], sliceA.obsm["spatial"]) + distance_b = distance.cdist(sliceB.obsm["spatial"], sliceB.obsm["spatial"]) + + distance_a /= distance_a[distance_a > 0].min().min() + distance_b /= distance_b[distance_b > 0].min().min() + + glmpca_distance_matrix = np.genfromtxt( + input_dir / "glmpca_distance_matrix.csv", delimiter=",", skip_header=1 + ) + + distance_a /= distance_a[distance_a > 0].max() + distance_a *= glmpca_distance_matrix.max() + distance_b /= distance_b[distance_b > 0].max() + distance_b *= glmpca_distance_matrix.max() + + G0 = np.outer( + np.ones((sliceA.shape[0],)) / sliceA.shape[0], + np.ones((sliceB.shape[0],)) / sliceB.shape[0], + ) + + output = gwgrad_partial(distance_a, distance_b, G0, loss_fun="square_loss") + + assert_frame_equal( + pd.DataFrame(output, columns=[str(i) for i in range(264)]), + pd.read_csv(output_dir / "gwloss_partial.csv"), + )