mirror of
https://github.com/chanzuckerberg/cellxgene.git
synced 2026-09-15 12:47:56 +08:00
genesets route for local server (#2079)
* first cut at GET /genesets route * update existing tests to match code changes * more GET /genesets and initial tests * add missing test fixture * geneset validation accepts OTA format * genesets route: better error handling, more tests * lint
This commit is contained in:
@@ -144,6 +144,17 @@ class LayoutObsAPI(Resource):
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return common_rest.layout_obs_put(request, data_adaptor)
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class GenesetsAPI(Resource):
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@rest_get_data_adaptor
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def get(self, data_adaptor):
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return common_rest.genesets_get(request, data_adaptor)
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@requires_authentication
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@rest_get_data_adaptor
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def put(self, data_adaptor):
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return common_rest.genesets_put(request, data_adaptor)
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def get_api_base_resources(bp_base):
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"""Add resources that are accessed from the api url"""
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api = Api(bp_base)
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@@ -169,6 +180,7 @@ def get_api_dataroot_resources(bp_dataroot):
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add_resource(AnnotationsObsAPI, "/annotations/obs")
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add_resource(AnnotationsVarAPI, "/annotations/var")
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add_resource(DataVarAPI, "/data/var")
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add_resource(GenesetsAPI, "/genesets")
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# Display routes
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add_resource(ColorsAPI, "/colors")
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# Computation routes
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@@ -32,16 +32,17 @@ def annotation_args(func):
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multiple=False,
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metavar="<path>",
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help="CSV file to initialize editing of existing annotations; will be altered in-place. "
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"Incompatible with --annotations-dir.",
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"Incompatible with --user-generated-data-dir.",
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)
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@click.option(
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"--user-generated-data-dir",
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"--annotations-dir",
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default=DEFAULT_CONFIG.dataset_config.user_annotations__local_file_csv__directory,
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show_default=False,
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multiple=False,
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metavar="<directory path>",
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help="Directory of where to save output annotations; filename will be specified in the application. "
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"Incompatible with --annotations-file.",
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"Incompatible with --annotations-file and --genesets-file.",
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)
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@click.option(
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"--experimental-annotations-ontology",
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@@ -57,6 +58,23 @@ def annotation_args(func):
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metavar="<path or url>",
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help="Location of OBO file defining cell annotation autosuggest terms.",
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)
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@click.option(
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"--disable-genesets-save",
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is_flag=True,
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default=DEFAULT_CONFIG.dataset_config.user_annotations__genesets__readonly,
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show_default=False,
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help="Disable saving gene sets. If disabled, users will be able to make changes to gene sets but all "
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"changes will be lost on browser refresh.",
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)
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@click.option(
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"--genesets-file",
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default=DEFAULT_CONFIG.dataset_config.user_annotations__local_file_csv__genesets_file,
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show_default=True,
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multiple=False,
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metavar="<path>",
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help="CSV file to initialize editing of gene sets; will be altered in-place. Incompatible with "
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"--user-generated-data-dir.",
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)
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@functools.wraps(func)
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def wrapper(*args, **kwargs):
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return func(*args, **kwargs)
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@@ -315,7 +333,9 @@ def launch(
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about,
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disable_annotations,
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annotations_file,
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annotations_dir,
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user_generated_data_dir,
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genesets_file,
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disable_genesets_save,
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backed,
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disable_diffexp,
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experimental_annotations_ontology,
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@@ -373,7 +393,9 @@ def launch(
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app__scripts=scripts,
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user_annotations__enable=not disable_annotations,
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user_annotations__local_file_csv__file=annotations_file,
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user_annotations__local_file_csv__directory=annotations_dir,
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user_annotations__local_file_csv__directory=user_generated_data_dir,
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user_annotations__local_file_csv__genesets_file=genesets_file,
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user_annotations__genesets__readonly=disable_genesets_save,
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user_annotations__ontology__enable=experimental_annotations_ontology,
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user_annotations__ontology__obo_location=experimental_annotations_ontology_obo,
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presentation__max_categories=max_category_items,
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@@ -3,19 +3,34 @@ from abc import ABCMeta, abstractmethod
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import fastobo
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import fsspec
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from local_server.common.errors import OntologyLoadFailure
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from local_server.common.errors import OntologyLoadFailure, DisabledFeatureError
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from local_server.common.utils.type_conversion_utils import get_schema_type_hint_of_array
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class Annotations(metaclass=ABCMeta):
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""" baseclass for annotations, including ontologies"""
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""" baseclass for annotations, including ontologies and genesets"""
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""" our default ontology is the PURL for the Cell Ontology.
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See http://www.obofoundry.org/ontology/cl.html """
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DefaultOnotology = "http://purl.obolibrary.org/obo/cl.obo"
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def __init__(self):
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def __init__(self, config={}):
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self.ontology_data = None
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self.config = config
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def user_annotations_enabled(self):
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return self.config.get("user-annotations", False)
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def genesets_save_enabled(self):
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return self.config.get("genesets-save", False)
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def check_user_annotations_enabled(self):
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if not self.user_annotations_enabled():
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raise DisabledFeatureError("User annotations are disabled.")
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def check_genesets_save_enabled(self):
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if not self.genesets_save_enabled():
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raise DisabledFeatureError("User genesets save is disabled.")
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def load_ontology(self, path):
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"""Load and parse ontologies - currently support OBO files only."""
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@@ -64,7 +79,66 @@ class Annotations(metaclass=ABCMeta):
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"""Write the labels (df) to a persistent storage such that it can later be read"""
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pass
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@abstractmethod
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def read_genesets(self, data_adaptor):
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"""Return the genesets from persistent storage """
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pass
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@abstractmethod
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def write_genesets(self, gs, data_adaptor):
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"""Write the genesets (gs) to a persistent storage such that it can later be read"""
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pass
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@abstractmethod
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def update_parameters(self, parameters, data_adaptor):
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"""Update configuration parameters that describe information about the annotations feature"""
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pass
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Genesets_Header = [
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"geneset_name",
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"geneset_description",
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"gene_symbol",
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"gene_description",
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]
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@staticmethod
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def genesets_to_csv(genesets):
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"""
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Convert the internal genesets format (returned by read_geneset) into
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the simple Tidy CSV.
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"""
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from io import StringIO
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import csv
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if type(genesets) == dict:
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genesets = genesets.values()
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with StringIO() as sio:
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writer = csv.writer(sio, dialect='excel')
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writer.writerow(Annotations.Genesets_Header)
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for geneset in genesets:
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# genes may be empty, in which case we skip the geneset entirely
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genes = geneset["genes"]
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if not genes:
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writer.writerow([geneset["geneset_name"], geneset.get("geneset_description", ""), "", ""])
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else:
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writer.writerows(
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[
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[
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geneset["geneset_name"],
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geneset.get("geneset_description", ""),
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gene["gene_symbol"],
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gene.get("gene_description", ""),
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]
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for gene in genes
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]
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)
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return sio.getvalue()
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@staticmethod
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def genesets_to_response(genesets):
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"""
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Convert the internal genesets format (returned by read_geneset) into
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the dict expected by the JSON REST API
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"""
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return list(genesets.values())
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@@ -4,29 +4,35 @@ import re
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import threading
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from datetime import datetime
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from hashlib import blake2b
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import csv
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import pandas as pd
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from flask import session, has_request_context, current_app
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from local_server import __version__ as cellxgene_version
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from local_server.common.annotations.annotations import Annotations
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from local_server.common.errors import AnnotationsError
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from local_server.common.errors import AnnotationsError, ObsoleteRequest
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class AnnotationsLocalFile(Annotations):
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CXG_ANNO_COLLECTION = "cxg_anno_collection"
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def __init__(self, output_dir, output_file):
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super().__init__()
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def __init__(self, config, output_dir, label_output_file, genesets_output_file):
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super().__init__(config)
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self.output_dir = output_dir
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self.output_file = output_file
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self.label_output_file = label_output_file
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self.genesets_output_file = genesets_output_file
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# lock used to protect label file write ops
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self.label_lock = threading.RLock()
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self.genesets_lock = threading.RLock()
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# cache the most recent annotations
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# cache the most recent annotations.
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self.last_fname = None
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self.last_labels = None
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# txn ID - used to de-dup geneset writes
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self.last_geneset_tid = 0
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def is_safe_collection_name(self, name):
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"""
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return true if this is a safe collection name
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@@ -47,11 +53,13 @@ class AnnotationsLocalFile(Annotations):
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return session.get(self.CXG_ANNO_COLLECTION)
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def read_labels(self, data_adaptor):
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self.check_user_annotations_enabled() # raises
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if has_request_context():
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if not current_app.auth.is_user_authenticated():
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return pd.DataFrame()
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fname = self._get_filename(data_adaptor)
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fname = self._get_celllabels_filename(data_adaptor)
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with self.label_lock:
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if fname is not None and os.path.exists(fname) and os.path.getsize(fname) > 0:
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# returned the cached labels if possible, otherwise read them from the file
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@@ -69,6 +77,8 @@ class AnnotationsLocalFile(Annotations):
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return pd.DataFrame()
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def write_labels(self, df, data_adaptor):
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self.check_user_annotations_enabled() # raises
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# update our internal state and save it. Multi-threading often enabled,
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# so treat this as a critical section.
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with self.label_lock:
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@@ -81,7 +91,7 @@ class AnnotationsLocalFile(Annotations):
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f"which was last modified on {lastmodstr}\n"
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)
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fname = self._get_filename(data_adaptor)
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fname = self._get_celllabels_filename(data_adaptor)
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self._backup(fname)
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if not df.empty:
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with open(fname, "w", newline="") as f:
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@@ -95,12 +105,56 @@ class AnnotationsLocalFile(Annotations):
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self.last_fname = fname
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self.last_labels = df
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def read_genesets(self, data_adaptor, context=None):
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if has_request_context():
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if not current_app.auth.is_user_authenticated():
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return ([], None)
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fname = self._get_genesets_filename(data_adaptor)
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genesets = {}
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tid = None
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with self.genesets_lock:
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tid = self.last_geneset_tid # inside the critical section
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if fname is not None and os.path.exists(fname) and os.path.getsize(fname) > 0:
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with open(fname, newline="") as f:
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genesets = read_geneset_tidycsv(f, context)
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return (genesets, tid)
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def write_genesets(self, genesets, tid, data_adaptor):
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self.check_genesets_save_enabled() # raises
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if type(tid) != int or tid < 0:
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raise ValueError("tid must be a positive integer")
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with self.genesets_lock:
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# skip if the request is stale
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if tid is not None:
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if tid <= self.last_geneset_tid:
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raise ObsoleteRequest("TID is stale.")
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self.last_geneset_tid = tid
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lastmod = data_adaptor.get_last_mod_time()
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lastmodstr = "'unknown'" if lastmod is None else lastmod.isoformat(timespec="seconds")
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header = (
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f"# Geneset generated on {datetime.now().isoformat(timespec='seconds')} "
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f"using cellxgene version {cellxgene_version}\n"
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f"# Input data file was {data_adaptor.get_location()}, "
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f"which was last modified on {lastmodstr}\n"
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)
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fname = self._get_genesets_filename(data_adaptor)
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self._backup(fname)
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with open(fname, "w", newline="") as f:
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f.write(header)
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f.write(self.genesets_to_csv(genesets))
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def _get_userdata_idhash(self, data_adaptor):
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"""
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Return a short hash that weakly identifies the user and dataset.
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Used to create safe annotations output file names.
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"""
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uid = current_app.auth.get_user_id()
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uid = current_app.auth.get_user_id() or ""
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id = (uid + data_adaptor.get_location()).encode()
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idhash = base64.b32encode(blake2b(id, digest_size=5).digest()).decode("utf-8")
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return idhash
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@@ -109,16 +163,27 @@ class AnnotationsLocalFile(Annotations):
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if self.output_dir:
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return self.output_dir
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if self.output_file:
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return os.path.dirname(self.path.abspath(self.output_dir))
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output_file = self.label_output_file or self.genesets_output_file
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if output_file:
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return os.path.dirname(self.path.abspath(output_file))
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return os.getcwd()
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def _get_filename(self, data_adaptor):
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def _get_celllabels_filename(self, data_adaptor):
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""" return the current annotation file name """
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if self.output_file:
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return self.output_file
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if self.label_output_file:
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return self.label_output_file
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return self._get_filename(data_adaptor, "celllabels")
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def _get_genesets_filename(self, data_adaptor):
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""" return the current genesets file name """
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if self.genesets_output_file:
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return self.genesets_output_file
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return self._get_filename(data_adaptor, "genesets")
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def _get_filename(self, data_adaptor, anno_name):
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# we need to generate a file name, which we can only do if we have a UID and collection name
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if session is None:
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raise AnnotationsError("unable to determine file name for annotations")
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@@ -131,7 +196,7 @@ class AnnotationsLocalFile(Annotations):
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raise AnnotationsError("unable to determine file name for annotations")
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idhash = self._get_userdata_idhash(data_adaptor)
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return os.path.join(self._get_output_dir(), f"{collection}-{idhash}.csv")
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return os.path.join(self._get_output_dir(), f"{collection}-{anno_name}-{idhash}.csv")
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def _backup(self, fname, max_backups=9):
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"""
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@@ -170,7 +235,8 @@ class AnnotationsLocalFile(Annotations):
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def update_parameters(self, parameters, data_adaptor):
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params = {}
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params["annotations"] = True
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params["annotations"] = self.user_annotations_enabled()
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params["annotations_genesets_readonly"] = not self.genesets_save_enabled()
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params["user_annotation_collection_name_enabled"] = True
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if self.ontology_data:
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@@ -179,18 +245,108 @@ class AnnotationsLocalFile(Annotations):
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else:
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params["annotations_cell_ontology_enabled"] = False
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if self.output_file is not None:
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# user has hard-wired the name of the annotation data collection
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fname = os.path.basename(self.output_file)
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if self.label_output_file is not None:
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# user has hard-wired the name of the annotation cell label data collection
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fname = os.path.basename(self.label_output_file)
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collection_fname = os.path.splitext(fname)[0]
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params["annotations-data-collection-is-read-only"] = True
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params["annotations-data-collection-name"] = collection_fname
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elif session is not None:
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collection = self.get_collection()
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if current_app.auth.is_user_authenticated():
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params["annotations-user-data-idhash"] = self._get_userdata_idhash(data_adaptor)
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params["annotations-data-collection-is-read-only"] = False
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params["annotations-data-collection-name"] = collection
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params["annotations-data-collection-is-read-only"] = False
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params["annotations-data-collection-name"] = collection
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if current_app.auth.is_user_authenticated():
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params["annotations-user-data-idhash"] = self._get_userdata_idhash(data_adaptor)
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parameters.update(params)
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def read_geneset_tidycsv(f, context=None):
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"""
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Read & parse the Tidy CSV format, applying validation checks for mandatory
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values, and de-duping rules.
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Format is a four-column CSV, with a mandatory header row, and optional "#" prefixed
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comments. Format:
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geneset_name, geneset_description, gene_symbol, gene_description
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geneset_name and gene_symbol must be non-null; others are optional.
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Returns: a dictionary of the shape (values in angle-brackets vary):
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{
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<string, a gene set name>: {
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"geneset_name": <string, a gene set name>,
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"geneset_description": <a string or None>,
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"genes": [
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{
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"gene_symbol": <string, a gene symbol or name>,
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"gene_description": <a string or None>
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},
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...
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]
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},
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...
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}
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"""
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class myDialect(csv.excel):
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skipinitialspace = True
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def just(n, seq):
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it = iter(seq)
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for _ in range(n - 1):
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yield next(it, "")
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yield tuple(it)
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messagefn = context["messagefn"] if context else (lambda x: None)
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reader = csv.reader(f, dialect=myDialect())
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genesets = {}
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haveReadHeader = False
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lineno = 0
|
||||
for row in reader:
|
||||
lineno += 1
|
||||
# ignore empty rows
|
||||
if len(row) == 0:
|
||||
continue
|
||||
# if row starts with '#' it is a comment
|
||||
if row[0].startswith("#"):
|
||||
continue
|
||||
# if this is the first non-comment row, assume it is a header
|
||||
if not haveReadHeader:
|
||||
if row != Annotations.Genesets_Header:
|
||||
raise AnnotationsError("Geneset CSV file missing the required column header.")
|
||||
haveReadHeader = True
|
||||
continue
|
||||
|
||||
geneset_name, geneset_description, gene_symbol, gene_description, _ = just(5, row)
|
||||
if not geneset_name:
|
||||
raise AnnotationsError(f"Geneset CSV missing required geneset or gene name on line {lineno}")
|
||||
if (not gene_symbol) and gene_description:
|
||||
messagefn(f"Warning: Missing gene name in geneset name {geneset_name} on line {lineno}.")
|
||||
|
||||
if geneset_name in genesets:
|
||||
gs = genesets[geneset_name]
|
||||
else:
|
||||
gs = genesets[geneset_name] = {
|
||||
"geneset_name": geneset_name,
|
||||
"geneset_description": geneset_description,
|
||||
"genes": [],
|
||||
}
|
||||
# Use first geneset_description with a value
|
||||
if not gs["geneset_description"] and geneset_description:
|
||||
gs["geneset_description"] = geneset_description
|
||||
# add the gene if the gene_symbol is defined
|
||||
if gene_symbol:
|
||||
gs["genes"].append(
|
||||
{
|
||||
"gene_symbol": gene_symbol,
|
||||
"gene_description": gene_description,
|
||||
}
|
||||
)
|
||||
|
||||
return genesets
|
||||
|
||||
@@ -44,6 +44,9 @@ def get_client_config(app_config, data_adaptor):
|
||||
"annotations": False,
|
||||
"annotations_file": None,
|
||||
"annotations_dir": None,
|
||||
"annotations_genesets": True, # feature flag
|
||||
"annotations_genesets_readonly": dataset_config.user_annotations__genesets__readonly,
|
||||
"annotations_genesets_summary_methods": ["mean"],
|
||||
"annotations_cell_ontology_enabled": False,
|
||||
"annotations_cell_ontology_obopath": None,
|
||||
"annotations_cell_ontology_terms": None,
|
||||
|
||||
@@ -3,7 +3,7 @@ from os.path import splitext, isdir
|
||||
|
||||
from local_server.common.annotations.local_file_csv import AnnotationsLocalFile
|
||||
from local_server.common.config.base_config import BaseConfig
|
||||
from local_server.common.errors import ConfigurationError, OntologyLoadFailure
|
||||
from local_server.common.errors import ConfigurationError, OntologyLoadFailure, AnnotationsError
|
||||
from local_server.compute.scanpy import get_scanpy_module
|
||||
from local_server.data_common.matrix_loader import MatrixDataLoader
|
||||
|
||||
@@ -32,6 +32,10 @@ class DatasetConfig(BaseConfig):
|
||||
self.user_annotations__ontology__obo_location = default_config["user_annotations"]["ontology"][
|
||||
"obo_location"
|
||||
]
|
||||
self.user_annotations__genesets__readonly = default_config["user_annotations"]["genesets"]["readonly"]
|
||||
self.user_annotations__local_file_csv__genesets_file = default_config["user_annotations"]["local_file_csv"][
|
||||
"genesets_file"
|
||||
]
|
||||
|
||||
self.embeddings__names = default_config["embeddings"]["names"]
|
||||
self.embeddings__enable_reembedding = default_config["embeddings"]["enable_reembedding"]
|
||||
@@ -56,9 +60,7 @@ class DatasetConfig(BaseConfig):
|
||||
def get_data_adaptor(self):
|
||||
server_config = self.app_config.server_config
|
||||
if not server_config.data_adaptor:
|
||||
matrix_data_loader = MatrixDataLoader(
|
||||
server_config.single_dataset__datapath, app_config=self.app_config
|
||||
)
|
||||
matrix_data_loader = MatrixDataLoader(server_config.single_dataset__datapath, app_config=self.app_config)
|
||||
server_config.data_adaptor = matrix_data_loader.open(self.app_config)
|
||||
|
||||
return server_config.data_adaptor
|
||||
@@ -96,11 +98,16 @@ class DatasetConfig(BaseConfig):
|
||||
self.validate_correct_type_of_configuration_attribute(
|
||||
"user_annotations__local_file_csv__file", (type(None), str)
|
||||
)
|
||||
self.validate_correct_type_of_configuration_attribute(
|
||||
"user_annotations__local_file_csv__genesets_file", (type(None), str)
|
||||
)
|
||||
self.validate_correct_type_of_configuration_attribute("user_annotations__ontology__enable", bool)
|
||||
self.validate_correct_type_of_configuration_attribute(
|
||||
"user_annotations__ontology__obo_location", (type(None), str)
|
||||
)
|
||||
if self.user_annotations__enable:
|
||||
self.validate_correct_type_of_configuration_attribute("user_annotations__genesets__readonly", bool)
|
||||
|
||||
if self.user_annotations__enable or not self.user_annotations__genesets__readonly:
|
||||
server_config = self.app_config.server_config
|
||||
if not self.app__authentication_enable:
|
||||
raise ConfigurationError("user annotations requires authentication to be enabled")
|
||||
@@ -108,59 +115,84 @@ class DatasetConfig(BaseConfig):
|
||||
auth_type = server_config.authentication__type
|
||||
raise ConfigurationError(f"authentication method {auth_type} is not compatible with user annotations")
|
||||
|
||||
if self.user_annotations__type == "local_file_csv":
|
||||
self.handle_local_file_csv_annotations()
|
||||
else:
|
||||
raise ConfigurationError('The only annotation type support is "local_file_csv"')
|
||||
# Must always have an annotations instance to support genesets. User annotation (cell labels) are optional
|
||||
# as are writable gene sets
|
||||
if self.user_annotations__type == "local_file_csv":
|
||||
self.handle_local_file_csv_annotations(context)
|
||||
else:
|
||||
raise ConfigurationError('The only annotation type support is "local_file_csv"')
|
||||
|
||||
if self.user_annotations__enable:
|
||||
if self.user_annotations__ontology__enable or self.user_annotations__ontology__obo_location:
|
||||
try:
|
||||
self.user_annotations.load_ontology(self.user_annotations__ontology__obo_location)
|
||||
except OntologyLoadFailure as e:
|
||||
raise ConfigurationError("Unable to load ontology terms\n" + str(e))
|
||||
else:
|
||||
self.check_annotation_config_vars_not_set(context)
|
||||
|
||||
def handle_local_file_csv_annotations(self):
|
||||
self.check_annotation_config_vars_not_set(context)
|
||||
|
||||
def handle_local_file_csv_annotations(self, context):
|
||||
dirname = self.user_annotations__local_file_csv__directory
|
||||
filename = self.user_annotations__local_file_csv__file
|
||||
if filename is not None and dirname is not None:
|
||||
raise ConfigurationError("'annotations-file' and 'annotations-dir' may not be used together.")
|
||||
genesets_filename = self.user_annotations__local_file_csv__genesets_file
|
||||
|
||||
if dirname is not None and (filename is not None or genesets_filename is not None):
|
||||
raise ConfigurationError(
|
||||
"'user-generated-data-dir' may not be used with annotations-file' or 'genesets-file'."
|
||||
)
|
||||
|
||||
if filename is not None:
|
||||
lf_name, lf_ext = splitext(filename)
|
||||
if lf_ext and lf_ext != ".csv":
|
||||
raise ConfigurationError(f"annotation file type must be .csv: {filename}")
|
||||
|
||||
if genesets_filename is not None:
|
||||
lf_name, lf_ext = splitext(genesets_filename)
|
||||
if lf_ext and lf_ext != ".csv":
|
||||
raise ConfigurationError(f"genesets file type must be .csv: {genesets_filename}")
|
||||
|
||||
if dirname is not None and not isdir(dirname):
|
||||
try:
|
||||
os.mkdir(dirname)
|
||||
except OSError:
|
||||
raise ConfigurationError("Unable to create directory specified by --annotations-dir")
|
||||
raise ConfigurationError("Unable to create directory specified by --user-generated-data-dir")
|
||||
|
||||
self.user_annotations = AnnotationsLocalFile(dirname, filename)
|
||||
anno_config = {
|
||||
"user-annotations": self.user_annotations__enable,
|
||||
"genesets-save": not self.user_annotations__genesets__readonly,
|
||||
}
|
||||
self.user_annotations = AnnotationsLocalFile(anno_config, dirname, filename, genesets_filename)
|
||||
|
||||
# if the user has specified a fixed label file, go ahead and validate it
|
||||
# so that we can remove errors early in the process.
|
||||
server_config = self.app_config.server_config
|
||||
if server_config.single_dataset__datapath and self.user_annotations__local_file_csv__file:
|
||||
if server_config.single_dataset__datapath:
|
||||
data_adaptor = self.get_data_adaptor()
|
||||
data_adaptor.check_new_labels(self.user_annotations.read_labels(data_adaptor))
|
||||
if self.user_annotations__local_file_csv__file:
|
||||
data_adaptor.check_new_labels(self.user_annotations.read_labels(data_adaptor))
|
||||
if self.user_annotations__local_file_csv__genesets_file:
|
||||
try:
|
||||
data_adaptor.check_new_genesets(self.user_annotations.read_genesets(data_adaptor, context), context)
|
||||
except (ValueError, AnnotationsError, KeyError) as e:
|
||||
raise ConfigurationError(f"Unable to read genesets CSV file: {str(e)}") from e
|
||||
|
||||
def check_annotation_config_vars_not_set(self, context):
|
||||
if self.user_annotations__type is not None:
|
||||
dirname = self.user_annotations__local_file_csv__directory
|
||||
filename = self.user_annotations__local_file_csv__file
|
||||
if filename is not None:
|
||||
context["messagefn"]("Warning: --annotations-file ignored as annotations are disabled.")
|
||||
if dirname is not None:
|
||||
context["messagefn"]("Warning: --annotations-dir ignored as annotations are disabled.")
|
||||
|
||||
if self.user_annotations__ontology__enable:
|
||||
context["messagefn"]("Warning: --experimental-annotations-ontology ignored as annotations are disabled.")
|
||||
if self.user_annotations__ontology__obo_location is not None:
|
||||
context["messagefn"](
|
||||
"Warning: --experimental-annotations-ontology-obo ignored as annotations are disabled."
|
||||
)
|
||||
if not self.user_annotations__enable:
|
||||
if filename is not None:
|
||||
context["messagefn"]("Warning: --annotations-file ignored as annotations are disabled.")
|
||||
if self.user_annotations__ontology__enable:
|
||||
context["messagefn"](
|
||||
"Warning: --experimental-annotations-ontology ignored as annotations are disabled."
|
||||
)
|
||||
if self.user_annotations__ontology__obo_location is not None:
|
||||
context["messagefn"](
|
||||
"Warning: --experimental-annotations-ontology-obo ignored as annotations are disabled."
|
||||
)
|
||||
if dirname is not None:
|
||||
context["messagefn"]("Warning: --user-generated-data-dir ignored as annotations are disabled.")
|
||||
|
||||
def handle_embeddings(self):
|
||||
self.validate_correct_type_of_configuration_attribute("embeddings__names", list)
|
||||
@@ -186,6 +218,5 @@ class DatasetConfig(BaseConfig):
|
||||
data_adaptor = self.get_data_adaptor()
|
||||
if self.diffexp__enable and data_adaptor.parameters.get("diffexp_may_be_slow", False):
|
||||
context["messagefn"](
|
||||
"CAUTION: due to the size of your dataset, "
|
||||
"running differential expression may take longer or fail."
|
||||
"CAUTION: due to the size of your dataset, " "running differential expression may take longer or fail."
|
||||
)
|
||||
|
||||
@@ -55,3 +55,4 @@ define_exception("OntologyLoadFailure", "Raised when reading the ontology file f
|
||||
define_exception("ConfigurationError", "Raised when checking configuration errors")
|
||||
define_exception("PrepareError", "Raised when data is misprepared")
|
||||
define_exception("SecretKeyRetrievalError", "Raised when get_secret_key from AWS fails")
|
||||
define_exception("ObsoleteRequest", "Raised when the request is no longer valid.")
|
||||
@@ -17,6 +17,8 @@ from local_server.common.errors import (
|
||||
ExceedsLimitError,
|
||||
DatasetAccessError,
|
||||
ColorFormatException,
|
||||
AnnotationsError,
|
||||
ObsoleteRequest,
|
||||
)
|
||||
|
||||
import json
|
||||
@@ -44,7 +46,7 @@ def _query_parameter_to_filter(args):
|
||||
|
||||
Query param filters look like: <axis>:name=value, where value
|
||||
may be one of:
|
||||
- a range, min,max, where either may be an open range by using an asterisc, eg, 10,*
|
||||
- a range, min,max, where either may be an open range by using an asterisk, eg, 10,*
|
||||
- a value
|
||||
Eg,
|
||||
...?tissue=lung&obs:tissue=heart&obs:num_reads=1000,*
|
||||
@@ -106,7 +108,7 @@ def schema_get_helper(data_adaptor):
|
||||
|
||||
# add label obs annotations as needed
|
||||
annotations = data_adaptor.dataset_config.user_annotations
|
||||
if annotations is not None:
|
||||
if annotations.user_annotations_enabled():
|
||||
label_schema = annotations.get_schema(data_adaptor)
|
||||
schema["annotations"]["obs"]["columns"].extend(label_schema)
|
||||
|
||||
@@ -140,7 +142,7 @@ def annotations_obs_get(request, data_adaptor):
|
||||
try:
|
||||
labels = None
|
||||
annotations = data_adaptor.dataset_config.user_annotations
|
||||
if annotations:
|
||||
if annotations.user_annotations_enabled():
|
||||
labels = annotations.read_labels(data_adaptor)
|
||||
fbs = data_adaptor.annotation_to_fbs_matrix(Axis.OBS, fields, labels)
|
||||
return make_response(fbs, HTTPStatus.OK, {"Content-Type": "application/octet-stream"})
|
||||
@@ -151,7 +153,7 @@ def annotations_obs_get(request, data_adaptor):
|
||||
def annotations_put_fbs_helper(data_adaptor, fbs):
|
||||
"""helper function to write annotations from fbs"""
|
||||
annotations = data_adaptor.dataset_config.user_annotations
|
||||
if annotations is None:
|
||||
if not annotations.user_annotations_enabled():
|
||||
raise DisabledFeatureError("Writable annotations are not enabled")
|
||||
|
||||
new_label_df = decode_matrix_fbs(fbs)
|
||||
@@ -166,7 +168,7 @@ def inflate(data):
|
||||
|
||||
def annotations_obs_put(request, data_adaptor):
|
||||
annotations = data_adaptor.dataset_config.user_annotations
|
||||
if annotations is None:
|
||||
if not annotations.user_annotations_enabled():
|
||||
return abort(HTTPStatus.NOT_IMPLEMENTED)
|
||||
|
||||
anno_collection = request.args.get("annotation-collection-name", default=None)
|
||||
@@ -196,9 +198,6 @@ def annotations_var_get(request, data_adaptor):
|
||||
|
||||
try:
|
||||
labels = None
|
||||
annotations = data_adaptor.dataset_config.user_annotations
|
||||
if annotations is not None:
|
||||
labels = annotations.read_labels(data_adaptor)
|
||||
return make_response(
|
||||
data_adaptor.annotation_to_fbs_matrix(Axis.VAR, fields, labels),
|
||||
HTTPStatus.OK,
|
||||
@@ -328,3 +327,56 @@ def layout_obs_put(request, data_adaptor):
|
||||
return abort_and_log(HTTPStatus.NOT_IMPLEMENTED, str(e))
|
||||
except (ValueError, DisabledFeatureError, FilterError) as e:
|
||||
return abort_and_log(HTTPStatus.BAD_REQUEST, str(e), include_exc_info=True)
|
||||
|
||||
|
||||
def genesets_get(request, data_adaptor):
|
||||
preferred_mimetype = request.accept_mimetypes.best_match(["application/json", "text/csv"])
|
||||
if preferred_mimetype not in ("application/json", "text/csv"):
|
||||
return abort(HTTPStatus.NOT_ACCEPTABLE)
|
||||
|
||||
try:
|
||||
annotations = data_adaptor.dataset_config.user_annotations
|
||||
(genesets, tid) = data_adaptor.check_new_genesets(annotations.read_genesets(data_adaptor))
|
||||
|
||||
if preferred_mimetype == "text/csv":
|
||||
return make_response(
|
||||
annotations.genesets_to_csv(genesets),
|
||||
HTTPStatus.OK,
|
||||
{
|
||||
"Content-Type": "text/csv",
|
||||
"Content-Disposition": "attachment; filename=genesets.csv",
|
||||
},
|
||||
)
|
||||
else:
|
||||
return make_response(
|
||||
jsonify({"genesets": annotations.genesets_to_response(genesets), "tid": tid}), HTTPStatus.OK
|
||||
)
|
||||
except (ValueError, KeyError, AnnotationsError) as e:
|
||||
return abort_and_log(HTTPStatus.BAD_REQUEST, str(e))
|
||||
|
||||
|
||||
def genesets_put(request, data_adaptor):
|
||||
annotations = data_adaptor.dataset_config.user_annotations
|
||||
if not annotations.genesets_save_enabled():
|
||||
return abort(HTTPStatus.NOT_IMPLEMENTED)
|
||||
|
||||
anno_collection = request.args.get("annotation-collection-name", default=None)
|
||||
if anno_collection is not None:
|
||||
if not annotations.is_safe_collection_name(anno_collection):
|
||||
return abort(HTTPStatus.BAD_REQUEST, "Bad annotation collection name")
|
||||
annotations.set_collection(anno_collection)
|
||||
|
||||
args = request.get_json()
|
||||
try:
|
||||
genesets = args.get("genesets", None)
|
||||
tid = args.get("tid", None)
|
||||
if genesets is None:
|
||||
abort(HTTPStatus.BAD_REQUEST)
|
||||
|
||||
(gs, _) = data_adaptor.check_new_genesets((genesets, tid))
|
||||
annotations.write_genesets(gs, tid, data_adaptor)
|
||||
return make_response(jsonify({"status": "OK"}), HTTPStatus.OK)
|
||||
except (ValueError, DisabledFeatureError, KeyError) as e:
|
||||
return abort_and_log(HTTPStatus.BAD_REQUEST, str(e), include_exc_info=True)
|
||||
except (ObsoleteRequest, TypeError) as e:
|
||||
return abort(HTTPStatus.NOT_FOUND, description=str(e))
|
||||
|
||||
@@ -1,5 +1,6 @@
|
||||
from abc import ABCMeta, abstractmethod
|
||||
from os.path import basename, splitext
|
||||
import re
|
||||
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
@@ -261,6 +262,95 @@ class DataAdaptor(metaclass=ABCMeta):
|
||||
|
||||
return labels_df
|
||||
|
||||
def check_new_genesets(self, args, context=None):
|
||||
"""
|
||||
Check validity of gene sets, return if correct, else raise error.
|
||||
May also modify the gene set for conditions that should be resolved,
|
||||
but which do not warrant a hard error.
|
||||
|
||||
Argument 'args' must be a tuple containing (genesets, tid). Genesets
|
||||
may be either the REST OTA format (list of dicts) or the internal format
|
||||
(dict of dicts, keyed by the geneset name).
|
||||
|
||||
Rules:
|
||||
0. all geneset names must be unique.
|
||||
1. All geneset names must be legal, meaning:
|
||||
* no leading or trailing white space
|
||||
* no multi-space runs
|
||||
* character set matches: [A-Z][a-z][0-9][ .()-]
|
||||
Generates hard error.
|
||||
2. Gene symbols must be part of the current var_index. If symbol not in var_index,
|
||||
will generate a warning and the symbol removed.
|
||||
3. Duplicate gene symbols are silently de-duped.
|
||||
"""
|
||||
(genesets, tid) = args
|
||||
messagefn = context["messagefn"] if context else (lambda x: None)
|
||||
|
||||
# accept genesets args as either the internal (dict) or REST (list) format,
|
||||
# as they are identical except for the dict being keyed by geneset_name.
|
||||
if type(genesets) not in (dict, list):
|
||||
raise ValueError("Genesets must be either dict or list.")
|
||||
genesets = genesets if type(genesets) == list else genesets.values()
|
||||
|
||||
# 0. check for uniqueness of geneset names
|
||||
geneset_names = [gs["geneset_name"] for gs in genesets]
|
||||
if len(set(geneset_names)) != len(geneset_names):
|
||||
raise KeyError("All geneset names must be unique.")
|
||||
|
||||
# 1. check gene set character set and format
|
||||
legal_name = re.compile(r"^(\w|[ .()-])+$")
|
||||
for name in geneset_names:
|
||||
if type(name) != str or len(name) == 0:
|
||||
raise KeyError("Geneset names must be non-null string.")
|
||||
if name[0] in " \t\n\r" or name[-1] in " \t\n\r" or not legal_name.match(name) or " " in name:
|
||||
messagefn(
|
||||
"Error: "
|
||||
f"Geneset name {name} is not valid. Only alphanumeric and limited special characters (-_.) "
|
||||
"and space are allowed. Leading, trailing, and multiple spaces within a name are not allowed."
|
||||
)
|
||||
raise KeyError(
|
||||
"Geneset name is not valid, only alphanumeric and limited special characters (-_.) "
|
||||
"and space are allowed. Leading, trailing, and multiple spaces within a name are not allowed."
|
||||
)
|
||||
|
||||
# 2. & 3. check for duplicate gene symbols, and those not present in the dataset. They will
|
||||
# generate a warning and be removed.
|
||||
var_names = set(self.query_var_array(self.parameters.get("var_names")))
|
||||
for geneset in genesets:
|
||||
if type(geneset) != dict:
|
||||
raise ValueError("Each geneset must be a dict.")
|
||||
geneset_name = geneset["geneset_name"]
|
||||
genes = geneset["genes"]
|
||||
if type(genes) != list:
|
||||
raise ValueError("Geneset genes field must be a list")
|
||||
gene_symbol_already_seen = set()
|
||||
new_genes = []
|
||||
for gene in genes:
|
||||
gene_symbol = gene["gene_symbol"]
|
||||
if type(gene_symbol) != str or len(gene_symbol) == 0:
|
||||
raise ValueError("Gene symbol must be non-null string.")
|
||||
if gene_symbol in gene_symbol_already_seen:
|
||||
# duplicate check
|
||||
messagefn(
|
||||
f"Warning: a duplicate of gene {gene_symbol} was found in geneset {geneset_name}, "
|
||||
"and will be ignored."
|
||||
)
|
||||
continue
|
||||
|
||||
if gene_symbol not in var_names:
|
||||
messagefn(
|
||||
f"Warning: {gene_symbol}, used in geneset {geneset_name}, "
|
||||
"was not found in the dataset and will be ignored."
|
||||
)
|
||||
continue
|
||||
|
||||
gene_symbol_already_seen.add(gene_symbol)
|
||||
new_genes.append(gene)
|
||||
|
||||
geneset["genes"] = new_genes
|
||||
|
||||
return args
|
||||
|
||||
def data_frame_to_fbs_matrix(self, filter, axis):
|
||||
"""
|
||||
Retrieves data 'X' and returns in a flatbuffer Matrix.
|
||||
@@ -333,7 +423,7 @@ class DataAdaptor(metaclass=ABCMeta):
|
||||
@staticmethod
|
||||
def normalize_embedding(embedding):
|
||||
"""Normalize embedding layout to meet client assumptions.
|
||||
Embedding is an ndarray, shape (n_obs, n)., where n is normally 2
|
||||
Embedding is an ndarray, shape (n_obs, n)., where n is normally 2
|
||||
"""
|
||||
|
||||
# scale isotropically
|
||||
|
||||
@@ -63,10 +63,13 @@ dataset:
|
||||
type: local_file_csv
|
||||
local_file_csv:
|
||||
directory: null
|
||||
file: null
|
||||
file: null # annotations file name
|
||||
genesets_file: null # gene sets file name
|
||||
ontology:
|
||||
enable: false
|
||||
obo_location: null
|
||||
genesets:
|
||||
readonly: false # genesets CRUD enabled/disabled
|
||||
|
||||
embeddings:
|
||||
names : []
|
||||
|
||||
@@ -46,7 +46,11 @@ def data_with_tmp_annotations(ext: MatrixDataType, annotations_fixture=False):
|
||||
|
||||
config.complete_config()
|
||||
data = MatrixDataLoader(data_locator.abspath()).open(config)
|
||||
annotations = AnnotationsLocalFile(None, annotations_file)
|
||||
anno_config = {
|
||||
"user-annotations": True,
|
||||
"genesets-save": False,
|
||||
}
|
||||
annotations = AnnotationsLocalFile(anno_config, None, annotations_file, None)
|
||||
return data, tmp_dir, annotations
|
||||
|
||||
|
||||
|
||||
@@ -16,9 +16,12 @@ dataset:
|
||||
local_file_csv:
|
||||
directory: {local_file_csv_directory}
|
||||
file: {local_file_csv_file}
|
||||
genesets_file: {local_file_csv_genesets_file}
|
||||
ontology:
|
||||
enable: {ontology_enabled}
|
||||
obo_location: {obo_location}
|
||||
genesets:
|
||||
readonly: {genesets_readonly}
|
||||
|
||||
embeddings:
|
||||
names: {embedding_names}
|
||||
|
||||
12
local_server/test/fixtures/pbmc3k-genesets.csv
vendored
Normal file
12
local_server/test/fixtures/pbmc3k-genesets.csv
vendored
Normal file
@@ -0,0 +1,12 @@
|
||||
# Test fixture
|
||||
geneset_name, geneset_description, gene_symbol, gene_description
|
||||
first geneset name,,F5, a gene_description
|
||||
first geneset name,a description, NO_SUCH_GENE, non-existent gene
|
||||
first geneset name,a description, F5, duplicate gene
|
||||
first geneset name, a description, SUMO3,
|
||||
first geneset name,, SRM,
|
||||
second geneset,,RER1
|
||||
second geneset,,SIK1
|
||||
third geneset,,NO_SUCH_GENE
|
||||
fourth_geneset,fourth description,,gene intentionally missing
|
||||
fifth_dataset,,,
|
||||
|
@@ -14,7 +14,7 @@ class AuthTest(unittest.TestCase):
|
||||
app_config = AppConfig()
|
||||
app_config.update_server_config(app__flask_secret_key="secret")
|
||||
app_config.update_server_config(authentication__type=None, single_dataset__datapath=self.dataset_datapath)
|
||||
app_config.update_dataset_config(user_annotations__enable=False)
|
||||
app_config.update_dataset_config(user_annotations__enable=False, user_annotations__genesets__readonly=True)
|
||||
|
||||
app_config.complete_config()
|
||||
|
||||
|
||||
@@ -92,8 +92,10 @@ class ConfigTests(unittest.TestCase):
|
||||
hosted_file_directory="null",
|
||||
local_file_csv_directory="null",
|
||||
local_file_csv_file="null",
|
||||
local_file_csv_genesets_file="null",
|
||||
ontology_enabled="false",
|
||||
obo_location="null",
|
||||
genesets_readonly="false",
|
||||
embedding_names=[],
|
||||
enable_reembedding="false",
|
||||
enable_difexp="true",
|
||||
@@ -142,8 +144,10 @@ class ConfigTests(unittest.TestCase):
|
||||
hosted_file_directory=hosted_file_directory,
|
||||
local_file_csv_directory=local_file_csv_directory,
|
||||
local_file_csv_file=local_file_csv_file,
|
||||
local_file_csv_genesets_file=local_file_csv_genesets_file,
|
||||
ontology_enabled=ontology_enabled,
|
||||
obo_location=obo_location,
|
||||
genesets_readonly=genesets_readonly,
|
||||
embedding_names=embedding_names,
|
||||
enable_reembedding=enable_reembedding,
|
||||
enable_difexp=enable_difexp,
|
||||
@@ -178,8 +182,10 @@ class ConfigTests(unittest.TestCase):
|
||||
hosted_file_directory="null",
|
||||
local_file_csv_directory="null",
|
||||
local_file_csv_file="null",
|
||||
local_file_csv_genesets_file="null",
|
||||
ontology_enabled="false",
|
||||
obo_location="null",
|
||||
genesets_readonly="false",
|
||||
embedding_names=[],
|
||||
enable_reembedding="false",
|
||||
enable_difexp="true",
|
||||
|
||||
@@ -47,7 +47,7 @@ class TestDatasetConfig(ConfigTests):
|
||||
mock_check_attrs.side_effect = BaseConfig.validate_correct_type_of_configuration_attribute()
|
||||
self.dataset_config.complete_config(self.context)
|
||||
self.assertIsNotNone(self.config.server_config.data_adaptor)
|
||||
self.assertEqual(mock_check_attrs.call_count, 17)
|
||||
self.assertEqual(mock_check_attrs.call_count, 19)
|
||||
|
||||
def test_app_sets_script_vars(self):
|
||||
config = self.get_config(scripts=["path/to/script"])
|
||||
@@ -102,7 +102,7 @@ class TestDatasetConfig(ConfigTests):
|
||||
enable_users_annotations="true", authentication_enable="true", annotation_type="local_file_csv"
|
||||
)
|
||||
config.server_config.complete_config(self.context)
|
||||
config.dataset_config.handle_local_file_csv_annotations()
|
||||
config.dataset_config.handle_local_file_csv_annotations(self.context)
|
||||
self.assertIsInstance(config.dataset_config.user_annotations, AnnotationsLocalFile)
|
||||
cwd = os.getcwd()
|
||||
self.assertEqual(config.dataset_config.user_annotations._get_output_dir(), cwd)
|
||||
|
||||
@@ -3,6 +3,8 @@ import time
|
||||
import unittest
|
||||
import zlib
|
||||
from http import HTTPStatus
|
||||
import tempfile
|
||||
from os import path
|
||||
|
||||
import pandas as pd
|
||||
import requests
|
||||
@@ -13,6 +15,7 @@ from local_server.test import (
|
||||
data_with_tmp_annotations,
|
||||
make_fbs,
|
||||
PROJECT_ROOT,
|
||||
FIXTURES_ROOT,
|
||||
start_test_server,
|
||||
stop_test_server,
|
||||
)
|
||||
@@ -26,6 +29,7 @@ BAD_FILTER = {"filter": {"obs": {"annotation_value": [{"name": "xyz"}]}}}
|
||||
|
||||
class EndPoints(object):
|
||||
ANNOTATIONS_ENABLED = True
|
||||
GENESETS_READONLY = False
|
||||
|
||||
def test_initialize(self):
|
||||
endpoint = "schema"
|
||||
@@ -49,6 +53,7 @@ class EndPoints(object):
|
||||
result_data = result.json()
|
||||
self.assertIn("library_versions", result_data["config"])
|
||||
self.assertEqual(result_data["config"]["displayNames"]["dataset"], "pbmc3k")
|
||||
self.assertIsNotNone(result_data["config"]["parameters"])
|
||||
|
||||
def test_get_layout_fbs(self):
|
||||
endpoint = "layout/obs"
|
||||
@@ -286,6 +291,26 @@ class EndPoints(object):
|
||||
result = self.session.get(url)
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
|
||||
def test_genesets_config(self):
|
||||
result = self.session.get(f"{self.URL_BASE}config")
|
||||
config_data = result.json()
|
||||
params = config_data["config"]["parameters"]
|
||||
annotations_genesets = params["annotations_genesets"]
|
||||
annotations_genesets_readonly = params["annotations_genesets_readonly"]
|
||||
annotations_genesets_summary_methods = params["annotations_genesets_summary_methods"]
|
||||
self.assertTrue(annotations_genesets)
|
||||
self.assertEqual(annotations_genesets_readonly, self.GENESETS_READONLY)
|
||||
self.assertEqual(annotations_genesets_summary_methods, ["mean"])
|
||||
|
||||
def test_get_genesets(self):
|
||||
endpoint = "genesets"
|
||||
url = f"{self.URL_BASE}{endpoint}"
|
||||
result = self.session.get(url, headers={"Accept": "application/json"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
self.assertEqual(result.headers["Content-Type"], "application/json")
|
||||
result_data = result.json()
|
||||
self.assertIsNotNone(result_data["genesets"])
|
||||
|
||||
def _setupClass(child_class, command_line):
|
||||
child_class.ps, child_class.server = start_test_server(command_line)
|
||||
child_class.URL_BASE = f"{child_class.server}/api/v0.2/"
|
||||
@@ -304,7 +329,8 @@ class EndPointsAnnotations(EndPoints):
|
||||
|
||||
def test_get_user_annotations_existing_obs_keys_fbs(self):
|
||||
self._test_get_user_annotations_obs_keys_fbs(
|
||||
"cluster-test", {"unassigned", "one", "two", "three", "four", "five", "six", "seven"},
|
||||
"cluster-test",
|
||||
{"unassigned", "one", "two", "three", "four", "five", "six", "seven"},
|
||||
)
|
||||
|
||||
def test_put_user_annotations_obs_fbs(self):
|
||||
@@ -353,6 +379,7 @@ class EndPointsAnndata(unittest.TestCase, EndPoints):
|
||||
"""Test Case for endpoints"""
|
||||
|
||||
ANNOTATIONS_ENABLED = False
|
||||
GENESETS_READONLY = True
|
||||
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
@@ -361,6 +388,7 @@ class EndPointsAnndata(unittest.TestCase, EndPoints):
|
||||
[
|
||||
f"{PROJECT_ROOT}/example-dataset/pbmc3k.h5ad",
|
||||
"--disable-annotations",
|
||||
"--disable-genesets-save",
|
||||
"--experimental-enable-reembedding",
|
||||
],
|
||||
)
|
||||
@@ -408,15 +436,249 @@ class EndPointsAnndataAnnotations(unittest.TestCase, EndPointsAnnotations):
|
||||
"""Test Case for endpoints"""
|
||||
|
||||
ANNOTATIONS_ENABLED = True
|
||||
GENESETS_READONLY = False
|
||||
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
cls.data, cls.tmp_dir, cls.annotations = data_with_tmp_annotations(
|
||||
MatrixDataType.H5AD, annotations_fixture=True
|
||||
)
|
||||
cls._setupClass(cls, ["--annotations-file", cls.annotations.output_file, cls.data.get_location()])
|
||||
cls._setupClass(cls, ["--annotations-file", cls.annotations.label_output_file, cls.data.get_location()])
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
shutil.rmtree(cls.tmp_dir)
|
||||
stop_test_server(cls.ps)
|
||||
|
||||
|
||||
class EndPointsAnnDataGenesets(unittest.TestCase, EndPoints):
|
||||
ANNOTATIONS_ENABLED = False
|
||||
GENESETS_READONLY = False
|
||||
|
||||
@classmethod
|
||||
def setUpClass(cls):
|
||||
cls.tmp_dir = tempfile.mkdtemp()
|
||||
genesets_file = path.join(cls.tmp_dir, "test_genesets.csv")
|
||||
shutil.copyfile(f"{FIXTURES_ROOT}/pbmc3k-genesets.csv", genesets_file)
|
||||
cls._setupClass(
|
||||
cls,
|
||||
[
|
||||
f"{PROJECT_ROOT}/example-dataset/pbmc3k.h5ad",
|
||||
"--disable-annotations",
|
||||
"--genesets-file",
|
||||
genesets_file,
|
||||
],
|
||||
)
|
||||
|
||||
@classmethod
|
||||
def tearDownClass(cls):
|
||||
shutil.rmtree(cls.tmp_dir)
|
||||
stop_test_server(cls.ps)
|
||||
|
||||
def test_get_genesets_json(self):
|
||||
endpoint = "genesets"
|
||||
url = f"{self.URL_BASE}{endpoint}"
|
||||
result = self.session.get(url, headers={"Accept": "application/json"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
self.assertEqual(result.headers["Content-Type"], "application/json")
|
||||
result_data = result.json()
|
||||
self.assertIsNotNone(result_data["genesets"])
|
||||
self.assertIsNotNone(result_data["tid"])
|
||||
|
||||
self.assertEqual(
|
||||
result_data,
|
||||
{
|
||||
"genesets": [
|
||||
{
|
||||
"genes": [
|
||||
{"gene_description": "a gene_description", "gene_symbol": "F5"},
|
||||
{"gene_description": "", "gene_symbol": "SUMO3"},
|
||||
{"gene_description": "", "gene_symbol": "SRM"},
|
||||
],
|
||||
"geneset_description": "a description",
|
||||
"geneset_name": "first geneset name",
|
||||
},
|
||||
{
|
||||
"genes": [
|
||||
{"gene_description": "", "gene_symbol": "RER1"},
|
||||
{"gene_description": "", "gene_symbol": "SIK1"},
|
||||
],
|
||||
"geneset_description": "",
|
||||
"geneset_name": "second geneset",
|
||||
},
|
||||
{"genes": [], "geneset_description": "", "geneset_name": "third geneset"},
|
||||
{"genes": [], "geneset_description": "fourth description", "geneset_name": "fourth_geneset"},
|
||||
{"genes": [], "geneset_description": "", "geneset_name": "fifth_dataset"},
|
||||
],
|
||||
"tid": 0,
|
||||
},
|
||||
)
|
||||
|
||||
def test_get_genesets_csv(self):
|
||||
endpoint = "genesets"
|
||||
url = f"{self.URL_BASE}{endpoint}"
|
||||
result = self.session.get(url, headers={"Accept": "text/csv"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
self.assertEqual(result.headers["Content-Type"], "text/csv")
|
||||
self.assertEqual(
|
||||
result.text,
|
||||
"""geneset_name,geneset_description,gene_symbol,gene_description\r
|
||||
first geneset name,a description,F5,a gene_description\r
|
||||
first geneset name,a description,SUMO3,\r
|
||||
first geneset name,a description,SRM,\r
|
||||
second geneset,,RER1,\r
|
||||
second geneset,,SIK1,\r
|
||||
third geneset,,,\r
|
||||
fourth_geneset,fourth description,,\r
|
||||
fifth_dataset,,,\r
|
||||
""",
|
||||
)
|
||||
|
||||
def test_put_genesets(self):
|
||||
endpoint = "genesets"
|
||||
url = f"{self.URL_BASE}{endpoint}"
|
||||
|
||||
# assume we start with TID 0
|
||||
result = self.session.get(url, headers={"Accept": "application/json"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
self.assertEqual(result.json()["tid"], 0)
|
||||
|
||||
test1 = {"tid": 3, "genesets": []}
|
||||
result = self.session.put(url, json=test1)
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
result = self.session.get(url, headers={"Accept": "application/json"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
self.assertEqual(result.json(), test1)
|
||||
|
||||
# stale TID
|
||||
result = self.session.put(url, json=test1)
|
||||
self.assertEqual(result.status_code, HTTPStatus.NOT_FOUND)
|
||||
|
||||
test2 = {"tid": 4, "genesets": [{"geneset_name": "foobar", "genes": []}]}
|
||||
test2_response = {"tid": 4, "genesets": [{"geneset_name": "foobar", "geneset_description": "", "genes": []}]}
|
||||
result = self.session.put(url, json=test2)
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
result = self.session.get(url, headers={"Accept": "application/json"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
self.assertEqual(result.json(), test2_response)
|
||||
|
||||
test3 = {
|
||||
"tid": 5,
|
||||
"genesets": [
|
||||
{
|
||||
"geneset_name": "foobar",
|
||||
"geneset_description": "",
|
||||
"genes": [
|
||||
{
|
||||
"gene_symbol": "F5",
|
||||
"gene_description": "",
|
||||
}
|
||||
],
|
||||
}
|
||||
],
|
||||
}
|
||||
result = self.session.put(url, json=test3)
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
result = self.session.get(url, headers={"Accept": "application/json"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
self.assertEqual(result.json(), test3)
|
||||
|
||||
def test_put_genesets_malformed(self):
|
||||
""" test malformed submissions that we expect the backend to catch/tolerate """
|
||||
endpoint = "genesets"
|
||||
url = f"{self.URL_BASE}{endpoint}"
|
||||
|
||||
result = self.session.get(url, headers={"Accept": "application/json"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
original_data = result.json()
|
||||
tid = original_data["tid"]
|
||||
|
||||
def test_case(test, expected_code, original_data):
|
||||
""" check for expected error AND that no change was made to the original state """
|
||||
result = self.session.put(url, json=test)
|
||||
self.assertEqual(result.status_code, expected_code)
|
||||
result = self.session.get(url, headers={"Accept": "application/json"})
|
||||
self.assertEqual(result.status_code, HTTPStatus.OK)
|
||||
self.assertEqual(result.json(), original_data)
|
||||
|
||||
# missing or malformed genesets
|
||||
test_case(
|
||||
{"tid": tid + 1},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
test_case(
|
||||
{"tid": tid + 1, "genesets": 99},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
|
||||
# illegal geneset_name
|
||||
test_case(
|
||||
{"tid": tid + 1, "genesets": [{"geneset_name": """, "genes": []}]},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
|
||||
# duplicate geneset_name
|
||||
test_case(
|
||||
{
|
||||
"tid": tid + 1,
|
||||
"genesets": [
|
||||
{"geneset_name": "foo", "genes": []},
|
||||
{"geneset_name": "foo", "genes": []},
|
||||
],
|
||||
},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
|
||||
# missing geneset_name
|
||||
test_case(
|
||||
{"tid": tid + 1, "genesets": [{"genes": []}]},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
|
||||
# non-numeric TID
|
||||
test_case(
|
||||
{"tid": [], "genesets": [{"geneset_name": "foo", "genes": []}]},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
test_case(
|
||||
{"tid": None, "genesets": [{"geneset_name": "foo", "genes": []}]},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
test_case(
|
||||
{"tid": "not a number", "genesets": [{"geneset_name": "foo", "genes": []}]},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
|
||||
# duplicate gene_symbol
|
||||
test_case(
|
||||
{
|
||||
"tid": "not a number",
|
||||
"genesets": [{"geneset_name": "foo", "genes": [{"gene_symbol": "SIK1"}, {"gene_symbol": "SIK1"}]}],
|
||||
},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
|
||||
# gene_symbol is not a string
|
||||
test_case(
|
||||
{
|
||||
"tid": "not a number",
|
||||
"genesets": [{"geneset_name": "foo", "genes": [{"gene_symbol": 99}]}],
|
||||
},
|
||||
HTTPStatus.BAD_REQUEST,
|
||||
original_data,
|
||||
)
|
||||
|
||||
"""
|
||||
TODO once we have some code to support it:
|
||||
1. GET genesets_summary
|
||||
2. genesets_summary obeys tid
|
||||
"""
|
||||
|
||||
@@ -45,8 +45,8 @@ class WritableAnnotationTest(unittest.TestCase):
|
||||
)
|
||||
res = self.annotation_put_fbs(fbs)
|
||||
self.assertEqual(res, json.dumps({"status": "OK"}))
|
||||
self.assertTrue(path.exists(self.annotations.output_file))
|
||||
df = pd.read_csv(self.annotations.output_file, index_col=0, header=0, comment="#")
|
||||
self.assertTrue(path.exists(self.annotations.label_output_file))
|
||||
df = pd.read_csv(self.annotations.label_output_file, index_col=0, header=0, comment="#")
|
||||
self.assertEqual(df.shape, (n_rows, 2))
|
||||
self.assertEqual(set(df.columns), {"cat_A", "cat_B"})
|
||||
self.assertTrue(self.data.original_obs_index.equals(df.index))
|
||||
@@ -62,14 +62,14 @@ class WritableAnnotationTest(unittest.TestCase):
|
||||
)
|
||||
res = self.annotation_put_fbs(fbs)
|
||||
self.assertEqual(res, json.dumps({"status": "OK"}))
|
||||
self.assertTrue(path.exists(self.annotations.output_file))
|
||||
df = pd.read_csv(self.annotations.output_file, index_col=0, header=0, comment="#")
|
||||
self.assertTrue(path.exists(self.annotations.label_output_file))
|
||||
df = pd.read_csv(self.annotations.label_output_file, index_col=0, header=0, comment="#")
|
||||
self.assertEqual(set(df.columns), {"cat_A", "cat_C"})
|
||||
self.assertTrue(np.all(df["cat_A"] == ["label_A1"] * n_rows))
|
||||
self.assertTrue(np.all(df["cat_C"] == ["label_C"] * n_rows))
|
||||
|
||||
# rotation
|
||||
name, ext = path.splitext(self.annotations.output_file)
|
||||
name, ext = path.splitext(self.annotations.label_output_file)
|
||||
backup_dir = f"{name}-backups"
|
||||
self.assertTrue(path.isdir(backup_dir))
|
||||
found_files = listdir(backup_dir)
|
||||
@@ -88,7 +88,7 @@ class WritableAnnotationTest(unittest.TestCase):
|
||||
res = self.annotation_put_fbs(fbs)
|
||||
self.assertEqual(res, json.dumps({"status": "OK"}))
|
||||
|
||||
name, ext = path.splitext(self.annotations.output_file)
|
||||
name, ext = path.splitext(self.annotations.label_output_file)
|
||||
backup_dir = f"{name}-backups"
|
||||
self.assertTrue(path.isdir(backup_dir))
|
||||
found_files = listdir(backup_dir)
|
||||
|
||||
Reference in New Issue
Block a user