mirror of
https://github.com/chanzuckerberg/cellxgene.git
synced 2026-09-15 20:57:56 +08:00
CLI refactor (#396)
* refactor cli to improve ux and enable easy incorporation of prepare as a subcommand * switches to use click, which removes some boilerplate and gets us some improved ux for free * changes the entry point for the cli * changes the name of the browser option to --open and makes the default false
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@@ -14,6 +14,7 @@ install:
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script:
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- set -eo pipefail
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- flake8 server/app/
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- flake8 server/cli/
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- npm run --prefix client/ build
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- npm run --prefix client/ test
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- pytest -s server/test
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@@ -8,5 +8,5 @@ if __package__ is None:
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__package__ = PKG_PATH.name
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# Main thing
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from .app.app import main
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main()
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from .cli.cli import cli
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cli()
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@@ -1,8 +1,4 @@
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import argparse
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import logging
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import os
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import sys
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import webbrowser
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from flask import Flask
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from flask_caching import Cache
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@@ -11,7 +7,7 @@ from flask_cors import CORS
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from flask_restful_swagger_2 import get_swagger_blueprint
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from .rest_api.rest import get_api_resources
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from .util.utils import Float32JSONEncoder, whole_number
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from .util.utils import Float32JSONEncoder
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from .web import webapp
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REACTIVE_LIMIT = 1_000_000
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@@ -32,7 +28,6 @@ app.config.update(
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# Application Data
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data = None
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# A list of swagger document objects
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docs = []
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resources = get_api_resources()
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@@ -45,121 +40,3 @@ app.register_blueprint(
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description="An API connecting ExpressionMatrix2 clustering algorithm to cellxgene"))
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app.add_url_rule("/", endpoint="index")
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def create_cli():
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parser = argparse.ArgumentParser(formatter_class=argparse.RawTextHelpFormatter)
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parser.description = """
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synopsis:
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cellxgene <command> <data> [options]
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description:
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cellxgene is a local web application for exploring single cell expression.
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"""
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parser.add_argument("-V", "--version", help="show version and exit")
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subparsers = parser.add_subparsers(dest="command")
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subparsers.required = True
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launch_group = subparsers.add_parser("launch", help="launch web application",
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formatter_class=argparse.RawTextHelpFormatter)
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launch_group.description = """
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cellxgene launches a local web application for exploring single cell expression data.
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Data must be in a format that cellxgene expects [[ how to format ]]
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examples:
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To run with the example dataset:
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cellxgene example_dataset/pbmc3k.h5ad --title PBMC3K
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To run with your own data with tsne layout:
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cellxgene <your data file> --title <your title> -l tsne
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To indicate that the human-readable variable annotation is named 'gene_names', and the human-readable observation
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is 'cell_names':
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cellxgene mydata.h5ad -var-name gene_names -obs-name cell_names
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"""
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launch_group.epilog = """
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annotation names:
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The data viewer requires a unique, human readable name for each observation and variable. These are used for
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various application features, such as the ability to view expression by gene. When launching cellxgene, appropriate
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observation and variable annotations must be identified.
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If --obs-name or --var-name parameters are specified, values in the named annotations will be used. If not
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specified, the observation and variable index values will name each respectively. An error will generated if the
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values for each are not unique.
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"""
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launch_group.add_argument("data", metavar="data", help="file containing the data to display")
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launch_group.add_argument("--title", "-t", help="title to display -- if this is omitted the title will be the name "
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"of the data file.")
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launch_group.add_argument(
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"--listen-all",
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help="bind to all interfaces (this makes the server accessible beyond this computer)",
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action="store_true")
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launch_group.add_argument("--port", help="port to run server on", type=int, default=5005)
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launch_group.add_argument("-v", "--verbose", action="store_true",
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help="more verbose output, including outputting warnings and every REST request")
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launch_group.add_argument("--debug", action="store_true", help=argparse.SUPPRESS)
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launch_group.add_argument("--no-open", help="do not launch the webbrowser", action="store_false",
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dest="open_browser")
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launch_group.add_argument("--obs-names", help="Annotation name to use as unique, human-readable observation name")
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launch_group.add_argument("--var-names", help="Annotation name to use as unique, human-readable variable name")
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launch_group.add_argument(
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"--max-category-items",
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type=whole_number,
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help="Limit for the cardinality of a categorical annotation, beyond which the"
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" annotation will not be available for user selection in the front-end",
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default=100)
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# TODO scanpy specific; rethink when we add another engine
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computation_group = launch_group.add_argument_group('computational arguments')
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# TODO these choices should be generated from the actual available methods see GH issue #94
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computation_group.add_argument("-l", "--layout", choices=["umap", "tsne"], default="umap",
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help="Algorithm to use for graph layout")
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computation_group.add_argument("-d", "--diffexp", choices=["ttest"], default="ttest",
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help="Algorithm to used to calculate differential expression")
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return parser
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def run_scanpy(args):
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title = args.title
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if not title:
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file_parts = os.path.splitext(os.path.basename(args.data))
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title = file_parts[0]
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if args.listen_all:
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host = "0.0.0.0"
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else:
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host = "127.0.0.1"
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cellxgene_url = f"http://{host}:{args.port}"
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api_base = f"{cellxgene_url}/api/"
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app.config.update(
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DATASET_TITLE=title,
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CXG_API_BASE=api_base
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)
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if not args.verbose:
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log = logging.getLogger('werkzeug')
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log.setLevel(logging.ERROR)
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from .scanpy_engine.scanpy_engine import ScanpyEngine
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print(f"Loading data from {args.data} (this may take a while)")
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app.data = ScanpyEngine(args.data, args)
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print(f"Launching cellxgene")
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if args.open_browser:
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webbrowser.open(cellxgene_url)
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print(f"Please go to {cellxgene_url}")
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app.run(host=host, debug=args.debug, port=args.port)
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def main():
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parser = create_cli()
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args = parser.parse_args()
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# Debug sets up developer mode
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if args.debug:
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args.verbose = True
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args.open_browser = False
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if not args.verbose:
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sys.tracebacklimit = 0
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# TODO pick engine based on input file
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print("cellxgene starting...\n")
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run_scanpy(args)
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@@ -14,9 +14,9 @@ class CXGDriver(metaclass=ABCMeta):
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def __init__(self, data, args):
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self.data = self._load_data(data)
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self.layout_method = args.layout
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self.diffexp_method = args.diffexp
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self.max_category_items = args.max_category_items
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self.layout_method = args['layout']
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self.diffexp_method = args['diffexp']
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self.max_category_items = args['max_category_items']
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self.cluster = None
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@property
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@@ -24,8 +24,8 @@ class ScanpyEngine(CXGDriver):
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def __init__(self, data, args):
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super().__init__(data, args)
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self._alias_annotation_names(Axis.OBS, args.obs_names)
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self._alias_annotation_names(Axis.VAR, args.var_names)
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self._alias_annotation_names(Axis.OBS, args['obs_names'])
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self._alias_annotation_names(Axis.VAR, args['var_names'])
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self._validate_data_types()
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self.cell_count = self.data.shape[0]
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self.gene_count = self.data.shape[1]
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0
server/cli/__init__.py
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0
server/cli/__init__.py
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12
server/cli/cli.py
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12
server/cli/cli.py
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@@ -0,0 +1,12 @@
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import click
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from .launch import launch
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@click.group(name='cellxgene', context_settings=dict(max_content_width=85))
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@click.version_option(version='0.0.1', prog_name='cellxgene', message='[%(prog)s] Version %(version)s')
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def cli():
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pass
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cli.add_command(launch)
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99
server/cli/launch.py
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99
server/cli/launch.py
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@@ -0,0 +1,99 @@
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import sys
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import click
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import logging
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import webbrowser
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from os.path import splitext, basename
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@click.command()
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@click.argument('data', metavar='<data file>', type=click.Path(exists=True, file_okay=True, dir_okay=False))
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@click.option('--layout', '-l', type=click.Choice(['umap', 'tsne']), default='umap', show_default=True,
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help='Method for layout.')
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@click.option('--diffexp', '-d', type=click.Choice(['ttest']), default='ttest', show_default=True,
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help='Method for differential expression.')
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@click.option('--title', '-t', help='Title to display (if omitted will use file name).', metavar='')
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@click.option('--verbose', '-v', is_flag=True, default=False, show_default=True,
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help='Provide verbose output, including warnings and all server requests.')
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@click.option('--debug', '-d', is_flag=True, default=False, show_default=True,
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help='Run in debug mode.')
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@click.option('--open', '-o', 'open_browser', is_flag=True, default=False, show_default=True,
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help='Open the web browser after launch.')
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@click.option('--port', '-p', help="Port to run server on.", metavar='', default=5005, show_default=True)
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@click.option('--obs-names', default=None, metavar='', help='Name of annotation field to use for observations.')
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@click.option('--var-names', default=None, metavar='', help='Name of annotation to use for variables.')
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@click.option('--listen-all', is_flag=True, default=False, show_default=True,
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help='Bind to all interfaces (this makes the server accessible beyond this computer).')
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@click.option('--max-category-items', default=100, metavar='', show_default=True,
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help='Limits the number of categorical annotation items displayed.')
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def launch(data, layout, diffexp, title, verbose, debug, obs_names, var_names,
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open_browser, port, listen_all, max_category_items):
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"""Launch the cellxgene data viewer.
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This web app lets you explore single-cell expression data.
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Data must be in a format that cellxgene expects, read the
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"getting started" guide.
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Examples:
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> cellxgene launch example_dataset/pbmc3k.h5ad --title pbmc3k
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> cellxgene launch <your data file> --title <your title>"""
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# Startup message
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click.echo('[cellxgene] Starting the CLI...')
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# Import Flask app
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from server.app.app import app
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# Argument checking
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name, extension = splitext(data)
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if extension != '.h5ad':
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raise click.FileError(basename(data), hint='file type must be .h5ad')
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if debug:
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verbose = True
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open_browser = False
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if not verbose:
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sys.tracebacklimit = 0
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if not title:
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file_parts = splitext(basename(data))
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title = file_parts[0]
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if listen_all:
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host = '0.0.0.0'
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else:
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host = '127.0.0.1'
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# Setup app
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cellxgene_url = f"http://{host}:{port}"
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api_base = f"{cellxgene_url}/api/"
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app.config.update(
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DATASET_TITLE=title,
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CXG_API_BASE=api_base
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)
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if not verbose:
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log = logging.getLogger('werkzeug')
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log.setLevel(logging.ERROR)
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click.echo(f'[cellxgene] Loading data from {basename(data)}, this may take awhile...')
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from server.app.scanpy_engine.scanpy_engine import ScanpyEngine
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args = {'layout': layout, 'diffexp': diffexp, 'max_category_items': max_category_items,
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'obs_names': obs_names, 'var_names': var_names}
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app.data = ScanpyEngine(data, args)
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if open_browser:
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click.echo(f'[cellxgene] Launching! Opening your browser to {cellxgene_url} now.')
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webbrowser.open(cellxgene_url)
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else:
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click.echo(f'[cellxgene] Launching! Please go to {cellxgene_url} in your browser.')
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click.echo('[cellxgene] Type CTRL-C at any time to exit.')
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app.run(host=host, debug=debug, port=port)
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@@ -25,7 +25,7 @@ class EndPoints(unittest.TestCase):
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@classmethod
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def setUpClass(cls):
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cls.ps = Popen(["cellxgene", "launch", "--no-open", "example-dataset/pbmc3k.h5ad"])
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cls.ps = Popen(["cellxgene", "launch", "example-dataset/pbmc3k.h5ad", "--debug"])
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session = requests.Session()
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for i in range(90):
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try:
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@@ -13,12 +13,8 @@ from server.app.scanpy_engine.scanpy_engine import ScanpyEngine
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class UtilTest(unittest.TestCase):
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def setUp(self):
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args = argparse.Namespace()
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args.layout = "umap"
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args.diffexp = "ttest"
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args.max_category_items = 100
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args.obs_names = None
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args.var_names = None
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args = {'layout': 'umap', 'diffexp': 'ttest', 'max_category_items': 100,
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'obs_names': None, 'var_names': None}
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self.data = ScanpyEngine("example-dataset/pbmc3k.h5ad", args)
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self.data._create_schema()
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