Files
cellxgene/server/cli/launch.py
Colin Megill d48647a655 Ontologies (#1110)
* add sample ontologies file

* add ontologies reducer

* Move select category to own component

* Dialog and Input factored out

* refactoring categorical, partway

* validationn

* anno

* suggest  populates input

* frontend for ontology working

* initial implementation of back-end support for ontologies

* edit is now dialog again

* autosuggest working on edit

* part way through create arbitrary label

* handle choice in function

* pass duplicate cat  prop

* editing works

* update test to match new CLI params

* fix occupancy alignment

* edit category as dialogue

* secondary button

* remove stubbed out ontologies

* add label setting upon new label creation

* Update legal characters for labels (#1119)

* Allow any term in the ontology (bypass legal name check)

* Add hyphens and parens to legal characters in names

* improve performance for large ontologies

* correctly handle case where ontologies are disabled

* fix logic error in CLI

Co-authored-by: Bruce Martin <bruce@chanzuckerberg.com>

* PR cleanup 1

* lint

* validate user generated labels

* finish hooking up connected suggest component

* protect against undefined callbacks

* Fix illegal characters error message

* break out npm run commands

* fix error detection on label edit

Co-authored-by: Bruce Martin <bruce@chanzuckerberg.com>
Co-authored-by: Sidney Bell <sidneymbell@users.noreply.github.com>
2020-01-23 17:04:17 -05:00

441 lines
15 KiB
Python

import errno
import functools
import logging
from os import devnull, mkdir
from os.path import splitext, basename, isdir
import sys
import warnings
import webbrowser
from urllib.parse import urlparse
import click
from server.app.app import Server
from server.app.util.errors import ScanpyFileError
from server.app.util.utils import custom_format_warning
from server.utils.utils import find_available_port, is_port_available, sort_options
from server.app.util.data_locator import DataLocator
from server.app.util.ontology import load_obo, OntologyLoadFailure
# anything bigger than this will generate a special message
BIG_FILE_SIZE_THRESHOLD = 100 * 2 ** 20 # 100MB
def common_args(func):
"""
Decorator to contain CLI args that will be common to both CLI and GUI: title and engine args.
"""
@click.option("--title", "-t", metavar="<text>", help="Title to display. If omitted will use file name.")
@click.option(
"--about",
metavar="<URL>",
help="URL providing more information about the dataset " "(hint: must be a fully specified absolute URL).",
)
@click.option(
"--embedding",
"-e",
default=[],
multiple=True,
show_default=False,
metavar="<text>",
help="Embedding name, eg, 'umap'. Repeat option for multiple embeddings. Defaults to all.",
)
@click.option(
"--obs-names",
"-obs",
default=None,
metavar="<text>",
help="Name of annotation field to use for observations. If not specified cellxgene will use the the obs index.",
)
@click.option(
"--var-names",
"-var",
default=None,
metavar="<text>",
help="Name of annotation to use for variables. If not specified cellxgene will use the the var index.",
)
@click.option(
"--max-category-items",
default=1000,
metavar="<integer>",
show_default=True,
help="Will not display categories with more distinct values than specified.",
)
@click.option(
"--diffexp-lfc-cutoff",
"-de",
default=0.01,
show_default=True,
metavar="<float>",
help="Minimum log fold change threshold for differential expression.",
)
@click.option(
"--experimental-annotations",
is_flag=True,
default=False,
show_default=True,
help="Enable user annotation of data.",
)
@click.option(
"--experimental-annotations-file",
default=None,
show_default=True,
multiple=False,
metavar="<path>",
help="CSV file to initialize editing of existing annotations; will be altered in-place. "
"Incompatible with --annotations-output-dir.",
)
@click.option(
"--experimental-annotations-output-dir",
default=None,
show_default=False,
multiple=False,
metavar="<directory path>",
help="Directory of where to save output annotations; filename will be specified in the application. "
"Incompatible with --annotations-input-file.",
)
@click.option(
"--experimental-annotations-ontology",
is_flag=True,
default=False,
show_default=True,
help="When creating annotations, optionally autocomplete names from ontology terms.",)
@click.option(
"--experimental-annotations-ontology-obo",
default=None,
show_default=True,
metavar="<path or url>",
help="Location of OBO file defining cell annotatoin autosuggest terms.",)
@click.option(
"--backed",
"-b",
is_flag=True,
default=False,
show_default=False,
help="Load data in file-backed mode. This may save memory, but may result in slower overall performance.",
)
@click.option(
"--disable-diffexp",
is_flag=True,
default=False,
show_default=False,
help="Disable on-demand differential expression.",
)
@functools.wraps(func)
def wrapper(*args, **kwargs):
return func(*args, **kwargs)
return wrapper
def parse_engine_args(
embedding,
obs_names,
var_names,
max_category_items,
diffexp_lfc_cutoff,
experimental_annotations,
experimental_annotations_file,
experimental_annotations_output_dir,
backed,
disable_diffexp,
experimental_annotations_ontology,
experimental_annotations_ontology_obo
):
annotations_file = experimental_annotations_file if experimental_annotations else None
annotations_output_dir = experimental_annotations_output_dir if experimental_annotations else None
annotations_cell_ontology_enabled = experimental_annotations and (
experimental_annotations_ontology or bool(experimental_annotations_ontology_obo)
)
annotations_ontology_obopath = experimental_annotations_ontology_obo if annotations_cell_ontology_enabled else None
return {
"layout": embedding,
"max_category_items": max_category_items,
"diffexp_lfc_cutoff": diffexp_lfc_cutoff,
"obs_names": obs_names,
"var_names": var_names,
"annotations": experimental_annotations,
"annotations_file": annotations_file,
"annotations_output_dir": annotations_output_dir,
"annotations_cell_ontology_enabled": annotations_cell_ontology_enabled,
"annotations_cell_ontology_obopath": annotations_ontology_obopath,
"annotations_cell_ontology_terms": None,
"backed": backed,
"disable_diffexp": disable_diffexp,
}
@sort_options
@click.command(
short_help="Launch the cellxgene data viewer. " "Run `cellxgene launch --help` for more information.",
options_metavar="<options>",
)
@click.argument("data", nargs=1, metavar="<path to data file>", required=True)
@click.option(
"--verbose",
"-v",
is_flag=True,
default=False,
show_default=True,
help="Provide verbose output, including warnings and all server requests.",
)
@click.option(
"--debug",
"-d",
is_flag=True,
default=False,
show_default=True,
help="Run in debug mode. This is helpful for cellxgene developers, "
"or when you want more information about an error condition.",
)
@click.option(
"--open",
"-o",
"open_browser",
is_flag=True,
default=False,
show_default=True,
help="Open web browser after launch.",
)
@click.option(
"--port",
"-p",
metavar="<port>",
show_default=True,
help="Port to run server on. If not specified cellxgene will find an available port.",
)
@click.option(
"--host",
metavar="<IP address>",
default="127.0.0.1",
show_default=False,
help="Host IP address. By default cellxgene will use localhost (e.g. 127.0.0.1).",
)
@click.option(
"--scripts",
"-s",
default=[],
multiple=True,
metavar="<text>",
help="Additional script files to include in HTML page. If not specified, "
"no additional script files will be included.",
show_default=False,
)
@click.help_option("--help", "-h", help="Show this message and exit.")
@common_args
def launch(
data,
verbose,
debug,
open_browser,
port,
host,
embedding,
obs_names,
var_names,
max_category_items,
diffexp_lfc_cutoff,
title,
scripts,
about,
experimental_annotations,
experimental_annotations_file,
experimental_annotations_output_dir,
backed,
disable_diffexp,
experimental_annotations_ontology,
experimental_annotations_ontology_obo
):
"""Launch the cellxgene data viewer.
This web app lets you explore single-cell expression data.
Data must be in a format that cellxgene expects.
Read the "getting started" guide to learn more:
https://chanzuckerberg.github.io/cellxgene/getting-started.html
Examples:
> cellxgene launch example_dataset/pbmc3k.h5ad --title pbmc3k
> cellxgene launch <your data file> --title <your title>
> cellxgene launch <url>"""
e_args = parse_engine_args(
embedding,
obs_names,
var_names,
max_category_items,
diffexp_lfc_cutoff,
experimental_annotations,
experimental_annotations_file,
experimental_annotations_output_dir,
backed,
disable_diffexp,
experimental_annotations_ontology,
experimental_annotations_ontology_obo,
)
try:
data_locator = DataLocator(data)
except RuntimeError as re:
raise click.ClickException(f"Unable to access data at {data}. {str(re)}")
# Startup message
click.echo("[cellxgene] Starting the CLI...")
# Argument checking
if data_locator.islocal():
# if data locator is local, apply file system conventions and other "cheap"
# validation checks. If a URI, defer until we actually fetch the data and
# try to read it. Many of these tests don't make sense for URIs (eg, extension-
# based typing).
if not data_locator.exists():
raise click.FileError(data, hint="file does not exist")
if not data_locator.isfile():
raise click.FileError(data, hint="data is not a file")
name, extension = splitext(data)
if extension != ".h5ad":
raise click.FileError(basename(data), hint="file type must be .h5ad")
if debug:
verbose = True
open_browser = False
else:
warnings.formatwarning = custom_format_warning
if not verbose:
sys.tracebacklimit = 0
if scripts:
click.echo(
r"""
/ / /\ \ \__ _ _ __ _ __ (_)_ __ __ _
\ \/ \/ / _` | '__| '_ \| | '_ \ / _` |
\ /\ / (_| | | | | | | | | | | (_| |
\/ \/ \__,_|_| |_| |_|_|_| |_|\__, |
|___/
The --scripts flag is intended for developers to include google analytics etc. You could be opening yourself to a
security risk by including the --scripts flag. Make sure you trust the scripts that you are including.
"""
)
scripts_pretty = ", ".join(scripts)
click.confirm(f"Are you sure you want to inject these scripts: {scripts_pretty}?", abort=True)
if not title:
file_parts = splitext(basename(data))
title = file_parts[0]
if port:
if debug:
raise click.ClickException("--port and --debug may not be used together (try --verbose for error logging).")
if not is_port_available(host, int(port)):
raise click.ClickException(
f"The port selected {port} is in use, please specify an open port using the --port flag."
)
else:
port = find_available_port(host)
if not experimental_annotations:
if experimental_annotations_file is not None:
click.echo("Warning: --experimental-annotations-file ignored as --annotations not enabled.")
if experimental_annotations_output_dir is not None:
click.echo("Warning: --experimental-annotations-output-dir ignored as --annotations not enabled.")
if experimental_annotations_ontology:
click.echo("Warning: --experimental-annotations-ontology ignored as --annotations not enabled.")
if experimental_annotations_ontology_obo is not None:
click.echo("Warning: --experimental-annotations-ontology-obo ignored as --annotations not enabled.")
else:
if experimental_annotations_file is not None and experimental_annotations_output_dir is not None:
raise click.ClickException(
"--experimental-annotations-file and --experimental-annotations-output-dir " "may not be used together."
)
if experimental_annotations_file is not None:
lf_name, lf_ext = splitext(experimental_annotations_file)
if lf_ext and lf_ext != ".csv":
raise click.FileError(basename(experimental_annotations_file), hint="annotation file type must be .csv")
if experimental_annotations_output_dir is not None and not isdir(experimental_annotations_output_dir):
try:
mkdir(experimental_annotations_output_dir)
except OSError:
raise click.ClickException(
"Unable to create directory specified by " "--experimental-annotations-output-dir"
)
if e_args.get('annotations_cell_ontology_enabled', False):
try:
e_args['annotations_cell_ontology_terms'] = load_obo(
e_args.get('annotations_cell_ontology_obopath', None)
)
except OntologyLoadFailure as e:
raise click.ClickException("Unable to load ontology terms\n" + str(e))
if about:
def url_check(url):
try:
result = urlparse(url)
if all([result.scheme, result.netloc]):
return True
else:
return False
except ValueError:
return False
if not url_check(about):
raise click.ClickException("Must provide an absolute URL for --about. (Example format: http://example.com)")
# Setup app
cellxgene_url = f"http://{host}:{port}"
# Import Flask app
server = Server()
server.create_app()
server.app.config.update(SCRIPTS=scripts)
if not verbose:
log = logging.getLogger("werkzeug")
log.setLevel(logging.ERROR)
file_size = data_locator.size() if data_locator.islocal() else 0
# if a big file, let the user know it may take a while to load.
if file_size > BIG_FILE_SIZE_THRESHOLD:
click.echo(f"[cellxgene] Loading data from {basename(data)}, this may take a while...")
else:
click.echo(f"[cellxgene] Loading data from {basename(data)}.")
from server.app.scanpy_engine.scanpy_engine import ScanpyEngine
try:
server.attach_data(ScanpyEngine(data_locator, e_args), title=title, about=about)
except ScanpyFileError as e:
raise click.ClickException(f"{e}")
if not disable_diffexp and server.app.data.config["diffexp_may_be_slow"]:
click.echo(
f"[cellxgene] CAUTION: due to the size of your dataset, "
f"running differential expression may take longer or fail."
)
if open_browser:
click.echo(f"[cellxgene] Launching! Opening your browser to {cellxgene_url} now.")
webbrowser.open(cellxgene_url)
else:
click.echo(f"[cellxgene] Launching! Please go to {cellxgene_url} in your browser.")
click.echo("[cellxgene] Type CTRL-C at any time to exit.")
if not verbose:
f = open(devnull, "w")
sys.stdout = f
try:
server.app.run(host=host, debug=debug, port=port, threaded=False if debug else True, use_debugger=False)
except OSError as e:
if e.errno == errno.EADDRINUSE:
raise click.ClickException("Port is in use, please specify an open port using the --port flag.") from e
raise