Files
cellxgene/server/test/test_anndata_adaptor_data_load.py
T
bmccandless f69d141336 refactor config to support different config options for datasets in different dataroots. (#1596)
This will give us the ability to specify different config options for
different dataroots.

the key of the dataroot dictionary is no longer the same as the dataroot_url.
Previously key==dataroot_url, and now those are separated.

Added an "is_multi_dataset" function to simplify logic where it branched on single vs multi.

Simplified the rest.py interface by no longer passing in the user annotations object, since
that can be retrieved from the dataset.
2020-07-10 16:21:40 -07:00

83 lines
2.9 KiB
Python

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
from server.test import PROJECT_ROOT
class DataLoadAdaptorTest(unittest.TestCase):
"""
Test file loading, including deferred loading/update.
"""
def setUp(self):
self.data_file = DataLocator(f"{PROJECT_ROOT}/example-dataset/pbmc3k.h5ad")
config = AppConfig()
config.update_server_config(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 get_basic_config(self):
config = AppConfig()
config.update_server_config(
single_dataset__obs_names=None,
single_dataset__var_names=None,
)
config.update_default_dataset_config(
embeddings__names=["umap"],
presentation__max_categories=100,
diffexp__lfc_cutoff=0.01,
)
return config
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 = self.get_basic_config()
config.update_server_config(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/main/example-dataset/pbmc3k.h5ad"
locator = DataLocator(url)
config = self.get_basic_config()
data = AnndataAdaptor(locator, config)
self.stdAsserts(data)
def test_url_http(self):
url = "http://raw.githubusercontent.com/chanzuckerberg/cellxgene/main/example-dataset/pbmc3k.h5ad"
locator = DataLocator(url)
config = self.get_basic_config()
data = AnndataAdaptor(locator, config)
self.stdAsserts(data)