import unittest import json from server.data_anndata.anndata_adaptor import AnndataAdaptor from server.common.data_locator import DataLocator from server.common.app_config import AppConfig class DataLoadAdaptorTest(unittest.TestCase): """ Test file loading, including deferred loading/update. """ def setUp(self): self.data_file = DataLocator("../example-dataset/pbmc3k.h5ad") config = AppConfig() config.update(single_dataset__datapath=self.data_file.path) config.complete_config() self.data = AnndataAdaptor(self.data_file, config) def test_delayed_load_data(self): self.data._create_schema() self.assertEqual(self.data.cell_count, 2638) self.assertEqual(self.data.gene_count, 1838) epsilon = 0.000_005 self.assertTrue(self.data.data.X[0, 0] - -0.171_469_51 < epsilon) def test_diffexp_topN(self): f1 = {"filter": {"obs": {"index": [[0, 500]]}}} f2 = {"filter": {"obs": {"index": [[500, 1000]]}}} result = json.loads(self.data.diffexp_topN(f1["filter"], f2["filter"])) self.assertEqual(len(result), 10) result = json.loads(self.data.diffexp_topN(f1["filter"], f2["filter"], 20)) self.assertEqual(len(result), 20) class DataLocatorAdaptorTest(unittest.TestCase): """ Test various types of data locators we expect to consume """ def setUp(self): self.args = { "embeddings__names": ["umap"], "presentation__max_categories": 100, "single_dataset__obs_names": None, "single_dataset__var_names": None, "diffexp__lfc_cutoff": 0.01, } def stdAsserts(self, data): """ run these each time we load the data """ self.assertIsNotNone(data) self.assertEqual(data.cell_count, 2638) self.assertEqual(data.gene_count, 1838) def test_posix_file(self): locator = DataLocator("../example-dataset/pbmc3k.h5ad") config = AppConfig() config.update(**self.args) config.update(single_dataset__datapath=locator.path) config.complete_config() data = AnndataAdaptor(locator, config) self.stdAsserts(data) def test_url_https(self): url = "https://raw.githubusercontent.com/chanzuckerberg/cellxgene/master/example-dataset/pbmc3k.h5ad" locator = DataLocator(url) config = AppConfig() config.update(**self.args) data = AnndataAdaptor(locator, config) self.stdAsserts(data) def test_url_http(self): url = "http://raw.githubusercontent.com/chanzuckerberg/cellxgene/master/example-dataset/pbmc3k.h5ad" locator = DataLocator(url) config = AppConfig() config.update(**self.args) data = AnndataAdaptor(locator, config) self.stdAsserts(data)