mirror of
https://github.com/chanzuckerberg/cellxgene.git
synced 2026-10-10 07:00:55 +08:00
GUI app (experimental) (#730)
* add default config * first pass * flake8 * cleanup * first pass at using qthreads * cleanup * WIP * better error handling * improved UI * bugfix * fix merge bugs * import order * cleanup * make gui requirements optional * pr review requested changes * Update server/gui/main.py Co-Authored-By: csweaver <charlottesweaver@gmail.com> * pr review request * qt child class methods -> camelCase * whitespace
This commit is contained in:
@@ -27,6 +27,9 @@ server/app/web/templates/index\.html
|
|||||||
.ipynb_checkpoints
|
.ipynb_checkpoints
|
||||||
*.ipynb
|
*.ipynb
|
||||||
|
|
||||||
|
# cefpython
|
||||||
|
error.log
|
||||||
|
|
||||||
# misc
|
# misc
|
||||||
.DS_Store
|
.DS_Store
|
||||||
npm-debug.log
|
npm-debug.log
|
||||||
|
|||||||
+15
-10
@@ -14,20 +14,25 @@ class Server:
|
|||||||
def __init__(self):
|
def __init__(self):
|
||||||
self.data = None
|
self.data = None
|
||||||
self.cache = Cache(config={"CACHE_TYPE": "simple", "CACHE_DEFAULT_TIMEOUT": 860_000})
|
self.cache = Cache(config={"CACHE_TYPE": "simple", "CACHE_DEFAULT_TIMEOUT": 860_000})
|
||||||
|
self.app = None
|
||||||
|
|
||||||
def create_app(self):
|
def create_app(self):
|
||||||
app = Flask(__name__, static_folder="web/static")
|
self.app = Flask(__name__, static_folder="web/static")
|
||||||
app.json_encoder = Float32JSONEncoder
|
self.app.json_encoder = Float32JSONEncoder
|
||||||
self.cache.init_app(app)
|
self.cache.init_app(self.app)
|
||||||
Compress(app)
|
Compress(self.app)
|
||||||
CORS(app)
|
CORS(self.app)
|
||||||
|
|
||||||
# Config
|
# Config
|
||||||
SECRET_KEY = os.environ.get("CXG_SECRET_KEY", default="SparkleAndShine")
|
SECRET_KEY = os.environ.get("CXG_SECRET_KEY", default="SparkleAndShine")
|
||||||
app.config.update(SECRET_KEY=SECRET_KEY)
|
self.app.config.update(SECRET_KEY=SECRET_KEY)
|
||||||
|
self.app.config.update(SCRIPTS=[])
|
||||||
|
|
||||||
resources = get_api_resources()
|
resources = get_api_resources()
|
||||||
app.register_blueprint(webapp.bp)
|
self.app.register_blueprint(webapp.bp)
|
||||||
app.register_blueprint(resources.blueprint)
|
self.app.register_blueprint(resources.blueprint)
|
||||||
app.add_url_rule("/", endpoint="index")
|
self.app.add_url_rule("/", endpoint="index")
|
||||||
return app
|
|
||||||
|
def attach_data(self, data, title="Demo"):
|
||||||
|
self.app.config.update(DATASET_TITLE=title)
|
||||||
|
self.app.data = data
|
||||||
|
|||||||
@@ -10,6 +10,7 @@ import click
|
|||||||
from server.app.app import Server
|
from server.app.app import Server
|
||||||
from server.app.util.errors import ScanpyFileError
|
from server.app.util.errors import ScanpyFileError
|
||||||
from server.app.util.utils import custom_format_warning
|
from server.app.util.utils import custom_format_warning
|
||||||
|
from server.utils.constants import MODES
|
||||||
|
|
||||||
|
|
||||||
@click.command()
|
@click.command()
|
||||||
@@ -17,7 +18,7 @@ from server.app.util.utils import custom_format_warning
|
|||||||
@click.option(
|
@click.option(
|
||||||
"--layout",
|
"--layout",
|
||||||
"-l",
|
"-l",
|
||||||
type=click.Choice(["umap", "tsne", "draw_graph_fa", "draw_graph_fr", "diffmap", "phate"]),
|
type=click.Choice(MODES),
|
||||||
default="umap",
|
default="umap",
|
||||||
show_default=True,
|
show_default=True,
|
||||||
help="Method for layout."
|
help="Method for layout."
|
||||||
@@ -140,9 +141,8 @@ security risk by including the --scripts flag. Make sure you trust the scripts t
|
|||||||
# Import Flask app
|
# Import Flask app
|
||||||
server = Server()
|
server = Server()
|
||||||
|
|
||||||
app = server.create_app()
|
server.create_app()
|
||||||
app.config.update(DATASET_TITLE=title)
|
server.app.config.update(SCRIPTS=scripts)
|
||||||
app.config.update(SCRIPTS=scripts)
|
|
||||||
|
|
||||||
if not verbose:
|
if not verbose:
|
||||||
log = logging.getLogger("werkzeug")
|
log = logging.getLogger("werkzeug")
|
||||||
@@ -167,7 +167,7 @@ security risk by including the --scripts flag. Make sure you trust the scripts t
|
|||||||
}
|
}
|
||||||
|
|
||||||
try:
|
try:
|
||||||
app.data = ScanpyEngine(data, args)
|
server.attach_data(ScanpyEngine(data, args), title=title)
|
||||||
except ScanpyFileError as e:
|
except ScanpyFileError as e:
|
||||||
raise click.ClickException(f"{e}")
|
raise click.ClickException(f"{e}")
|
||||||
|
|
||||||
@@ -183,4 +183,4 @@ security risk by including the --scripts flag. Make sure you trust the scripts t
|
|||||||
f = open(devnull, "w")
|
f = open(devnull, "w")
|
||||||
sys.stdout = f
|
sys.stdout = f
|
||||||
|
|
||||||
app.run(host=host, debug=debug, port=port, threaded=True)
|
server.app.run(host=host, debug=debug, port=port, threaded=True)
|
||||||
|
|||||||
@@ -0,0 +1,97 @@
|
|||||||
|
# flake8: noqa F403, F405
|
||||||
|
from cefpython3 import cefpython as cef
|
||||||
|
from PyQt5.QtCore import *
|
||||||
|
from PyQt5.QtGui import *
|
||||||
|
from PyQt5.QtWidgets import *
|
||||||
|
|
||||||
|
from server.gui.utils import WINDOWS, LINUX
|
||||||
|
|
||||||
|
WindowUtils = cef.WindowUtils()
|
||||||
|
|
||||||
|
# OS differences
|
||||||
|
# noinspection PyUnresolvedReferences
|
||||||
|
CefWidgetParent = QWidget
|
||||||
|
if LINUX:
|
||||||
|
# noinspection PyUnresolvedReferences
|
||||||
|
CefWidgetParent = QX11EmbedContainer
|
||||||
|
|
||||||
|
|
||||||
|
class CefWidget(CefWidgetParent):
|
||||||
|
def __init__(self, parent=None):
|
||||||
|
super(CefWidget, self).__init__(parent)
|
||||||
|
self.parent = parent
|
||||||
|
self.browser = None
|
||||||
|
# TODO test without this on linux
|
||||||
|
self.hidden_window = None # Required for PyQt5 on Linux
|
||||||
|
self.show()
|
||||||
|
|
||||||
|
def focusInEvent(self, event):
|
||||||
|
# This event seems to never get called on Linux, as CEF is
|
||||||
|
# stealing all focus due to Issue #284.
|
||||||
|
if self.browser:
|
||||||
|
if WINDOWS:
|
||||||
|
WindowUtils.OnSetFocus(self.getHandle(), 0, 0, 0)
|
||||||
|
self.browser.SetFocus(True)
|
||||||
|
|
||||||
|
def focusOutEvent(self, event):
|
||||||
|
# This event seems to never get called on Linux, as CEF is
|
||||||
|
# stealing all focus due to Issue #284.
|
||||||
|
if self.browser:
|
||||||
|
self.browser.SetFocus(False)
|
||||||
|
|
||||||
|
def embedBrowser(self):
|
||||||
|
if LINUX:
|
||||||
|
self.hidden_window = QWindow()
|
||||||
|
window_info = cef.WindowInfo()
|
||||||
|
rect = [0, 0, self.width(), self.height()]
|
||||||
|
window_info.SetAsChild(self.getHandle(), rect)
|
||||||
|
# TODO better splash
|
||||||
|
self.browser = cef.CreateBrowserSync(window_info)
|
||||||
|
|
||||||
|
def getHandle(self):
|
||||||
|
if self.hidden_window:
|
||||||
|
# PyQt5 on Linux
|
||||||
|
return int(self.hidden_window.winId())
|
||||||
|
else:
|
||||||
|
return int(self.winId())
|
||||||
|
|
||||||
|
def moveEvent(self, _):
|
||||||
|
self.x = 0
|
||||||
|
self.y = 0
|
||||||
|
if self.browser:
|
||||||
|
if WINDOWS:
|
||||||
|
WindowUtils.OnSize(self.getHandle(), 0, 0, 0)
|
||||||
|
elif LINUX:
|
||||||
|
self.browser.SetBounds(self.x, self.y,
|
||||||
|
self.width(), self.height())
|
||||||
|
self.browser.NotifyMoveOrResizeStarted()
|
||||||
|
|
||||||
|
def resizeEvent(self, event):
|
||||||
|
size = event.size()
|
||||||
|
if self.browser:
|
||||||
|
if WINDOWS:
|
||||||
|
WindowUtils.OnSize(self.getHandle(), 0, 0, 0)
|
||||||
|
elif LINUX:
|
||||||
|
self.browser.SetBounds(self.x, self.y,
|
||||||
|
size.width(), size.height())
|
||||||
|
self.browser.NotifyMoveOrResizeStarted()
|
||||||
|
|
||||||
|
|
||||||
|
class CefApplication(QApplication):
|
||||||
|
def __init__(self, args):
|
||||||
|
super(CefApplication, self).__init__(args)
|
||||||
|
if not cef.GetAppSetting("external_message_pump"):
|
||||||
|
self.timer = self.createTimer()
|
||||||
|
|
||||||
|
def createTimer(self):
|
||||||
|
timer = QTimer()
|
||||||
|
timer.timeout.connect(self.onTimer)
|
||||||
|
timer.start(10)
|
||||||
|
return timer
|
||||||
|
|
||||||
|
def onTimer(self):
|
||||||
|
cef.MessageLoopWork()
|
||||||
|
|
||||||
|
def stopTimer(self):
|
||||||
|
# Stop the timer after Qt's message loop has ended
|
||||||
|
self.timer.stop()
|
||||||
@@ -0,0 +1,212 @@
|
|||||||
|
# flake8: noqa F403, F405
|
||||||
|
import sys
|
||||||
|
from os.path import splitext, basename
|
||||||
|
|
||||||
|
from cefpython3 import cefpython as cef
|
||||||
|
from PyQt5.QtCore import *
|
||||||
|
from PyQt5.QtWidgets import *
|
||||||
|
|
||||||
|
from server.app.app import Server
|
||||||
|
from server.gui.browser import CefWidget, CefApplication
|
||||||
|
from server.gui.workers import DataLoadWorker, ServerRunWorker
|
||||||
|
from server.gui.utils import WINDOWS, LINUX, MAC
|
||||||
|
from server.utils.constants import MODES
|
||||||
|
|
||||||
|
|
||||||
|
# Configuration
|
||||||
|
# TODO remember this or calculate it?
|
||||||
|
|
||||||
|
WIDTH = 1024
|
||||||
|
HEIGHT = 768
|
||||||
|
|
||||||
|
|
||||||
|
# noinspection PyUnresolvedReferences
|
||||||
|
class MainWindow(QMainWindow):
|
||||||
|
def __init__(self):
|
||||||
|
super(MainWindow, self).__init__(None)
|
||||||
|
self.thread_pool = QThreadPool()
|
||||||
|
self.cef_widget = None
|
||||||
|
self.data_widget = None
|
||||||
|
self.server = Server()
|
||||||
|
self.server.create_app()
|
||||||
|
self.runServer()
|
||||||
|
self.setWindowTitle("cellxgene")
|
||||||
|
|
||||||
|
# Strong focus - accepts focus by tab & click
|
||||||
|
self.setFocusPolicy(Qt.StrongFocus)
|
||||||
|
self.setupLayout()
|
||||||
|
self.setupMenu()
|
||||||
|
|
||||||
|
def setupLayout(self):
|
||||||
|
self.resize(WIDTH, HEIGHT)
|
||||||
|
self.cef_widget = CefWidget(self)
|
||||||
|
self.data_widget = LoadWidget(self)
|
||||||
|
self.stacked_layout = QStackedLayout()
|
||||||
|
self.stacked_layout.addWidget(self.data_widget)
|
||||||
|
self.stacked_layout.addWidget(self.cef_widget)
|
||||||
|
main_layout = QVBoxLayout()
|
||||||
|
main_layout.setContentsMargins(0, 0, 0, 0)
|
||||||
|
main_layout.setSpacing(0)
|
||||||
|
main_layout.addLayout(self.stacked_layout)
|
||||||
|
frame = QFrame()
|
||||||
|
frame.setLayout(main_layout)
|
||||||
|
self.setCentralWidget(frame)
|
||||||
|
|
||||||
|
if WINDOWS:
|
||||||
|
# On Windows with PyQt5 main window must be shown first
|
||||||
|
# before CEF browser is embedded, otherwise window is
|
||||||
|
# not resized and application hangs during resize.
|
||||||
|
self.show()
|
||||||
|
|
||||||
|
# Browser can be embedded only after layout was set up
|
||||||
|
self.cef_widget.embedBrowser()
|
||||||
|
|
||||||
|
if LINUX:
|
||||||
|
# On Linux with PyQt5 the QX11EmbedContainer widget is
|
||||||
|
# no longer available. An equivalent in Qt5 is to create
|
||||||
|
# a hidden window, embed CEF browser in it and then
|
||||||
|
# create a container for that hidden window and replace
|
||||||
|
# cef widget in the layout with the container.
|
||||||
|
self.container = QWidget.createWindowContainer(
|
||||||
|
self.cef_widget.hidden_window, parent=self)
|
||||||
|
stacked_layout.addWidget(self.container, 1, 0)
|
||||||
|
|
||||||
|
def setupMenu(self):
|
||||||
|
main_menu = self.menuBar()
|
||||||
|
file_menu = main_menu.addMenu('File')
|
||||||
|
load_action = QAction("Load file...", self)
|
||||||
|
load_action.setStatusTip("Load file")
|
||||||
|
load_action.setShortcut("Ctrl+O")
|
||||||
|
load_action.triggered.connect(self.showLoad)
|
||||||
|
file_menu.addAction(load_action)
|
||||||
|
|
||||||
|
def showLoad(self):
|
||||||
|
self.stacked_layout.setCurrentIndex(0)
|
||||||
|
|
||||||
|
def closeEvent(self, event):
|
||||||
|
# Close browser (force=True) and free CEF reference
|
||||||
|
if self.cef_widget.browser:
|
||||||
|
self.cef_widget.browser.CloseBrowser(True)
|
||||||
|
self.clearBrowserReferences()
|
||||||
|
|
||||||
|
def runServer(self):
|
||||||
|
worker = ServerRunWorker(self.server.app, host="127.0.0.1", port=8000)
|
||||||
|
self.thread_pool.start(worker)
|
||||||
|
|
||||||
|
def clearBrowserReferences(self):
|
||||||
|
# Clear browser references that you keep anywhere in your
|
||||||
|
# code. All references must be cleared for CEF to shutdown cleanly.
|
||||||
|
self.cef_widget.browser = None
|
||||||
|
|
||||||
|
|
||||||
|
class LoadWidget(QFrame):
|
||||||
|
def __init__(self, parent):
|
||||||
|
super(LoadWidget, self).__init__(parent=parent)
|
||||||
|
|
||||||
|
# Init layout
|
||||||
|
self.MAX_CONTENT_WIDTH = 500
|
||||||
|
load_ui_layout = QVBoxLayout()
|
||||||
|
h_margin = (WIDTH - self.MAX_CONTENT_WIDTH) // 2
|
||||||
|
if h_margin < 10:
|
||||||
|
h_margin = 10
|
||||||
|
load_ui_layout.setContentsMargins(h_margin, 20, h_margin, 20)
|
||||||
|
logo_layout = QHBoxLayout()
|
||||||
|
logo_layout.setContentsMargins(0, 0, 0, 20)
|
||||||
|
|
||||||
|
load_layout = QGridLayout()
|
||||||
|
load_layout.setContentsMargins(0, 0, 0, 0)
|
||||||
|
load_layout.setSpacing(0)
|
||||||
|
message_layout = QHBoxLayout()
|
||||||
|
message_layout.setContentsMargins(0, 0, 0, 0)
|
||||||
|
|
||||||
|
self.title = ""
|
||||||
|
self.label = QLabel("cellxgene")
|
||||||
|
logo_layout.addWidget(self.label)
|
||||||
|
|
||||||
|
# UI section
|
||||||
|
# TODO add load spinner
|
||||||
|
# TODO add cancel button to send back to browser (if available)
|
||||||
|
self.embedding_label = QLabel("embedding: ")
|
||||||
|
load_layout.addWidget(self.embedding_label, 0, 0)
|
||||||
|
self.file_label = QLabel("file: ")
|
||||||
|
load_layout.addWidget(self.file_label, 0, 1)
|
||||||
|
self.embeddings = QComboBox(self)
|
||||||
|
self.embeddings.currentIndexChanged.connect(self.updateEmbedding)
|
||||||
|
self.embeddings.addItems(MODES)
|
||||||
|
self.embedding_selection = MODES[0]
|
||||||
|
load_layout.addWidget(self.embeddings, 1, 0)
|
||||||
|
|
||||||
|
self.load = QPushButton("Open...")
|
||||||
|
self.load.clicked.connect(self.onLoad)
|
||||||
|
load_layout.addWidget(self.load, 1, 1)
|
||||||
|
|
||||||
|
# Error section
|
||||||
|
self.error_label = QLabel("")
|
||||||
|
self.error_label.setWordWrap(True)
|
||||||
|
self.error_label.setFixedWidth(self.MAX_CONTENT_WIDTH)
|
||||||
|
message_layout.addWidget(self.error_label, alignment=Qt.AlignTop)
|
||||||
|
|
||||||
|
# Layout
|
||||||
|
for l in [logo_layout, load_layout, message_layout ]:
|
||||||
|
load_ui_layout.addLayout(l)
|
||||||
|
|
||||||
|
load_ui_layout.setStretch(2, 10)
|
||||||
|
self.setLayout(load_ui_layout)
|
||||||
|
|
||||||
|
def updateEmbedding(self, idx):
|
||||||
|
self.embedding_selection = MODES[idx]
|
||||||
|
|
||||||
|
def onLoad(self):
|
||||||
|
options = QFileDialog.Options()
|
||||||
|
# options |= QFileDialog.DontUseNativeDialog
|
||||||
|
file_name, _ = QFileDialog.getOpenFileName(self,
|
||||||
|
"Open H5AD File", "", "H5AD Files (*.h5ad)", options=options)
|
||||||
|
self.title = splitext(basename(file_name))[0]
|
||||||
|
worker = DataLoadWorker(file_name, self.embedding_selection)
|
||||||
|
worker.signals.result.connect(self.onDataSuccess)
|
||||||
|
worker.signals.error.connect(self.onDataError)
|
||||||
|
self.window().thread_pool.start(worker)
|
||||||
|
|
||||||
|
def onDataSuccess(self, data):
|
||||||
|
self.window().server.attach_data(data, self.title)
|
||||||
|
self.navigateToLocation()
|
||||||
|
# Reveal browser
|
||||||
|
self.window().stacked_layout.setCurrentIndex(1)
|
||||||
|
|
||||||
|
def onDataError(self, err):
|
||||||
|
self.error_label.setText(f"Error: {err}")
|
||||||
|
self.error_label.resize(self.MAX_CONTENT_WIDTH, self.error_label.height())
|
||||||
|
|
||||||
|
def navigateToLocation(self, location="http://localhost:8000/"):
|
||||||
|
self.window().cef_widget.browser.Navigate(location)
|
||||||
|
|
||||||
|
|
||||||
|
def main():
|
||||||
|
# This generates an error.log file on error
|
||||||
|
sys.excepthook = cef.ExceptHook # To shutdown all CEF processes on error
|
||||||
|
settings = {}
|
||||||
|
# Instead of timer loop
|
||||||
|
if MAC:
|
||||||
|
settings["external_message_pump"] = True
|
||||||
|
|
||||||
|
# Create and launch cef browser and qt window
|
||||||
|
cef.Initialize(settings)
|
||||||
|
app = CefApplication(sys.argv)
|
||||||
|
main_window = MainWindow()
|
||||||
|
main_window.show()
|
||||||
|
main_window.activateWindow()
|
||||||
|
main_window.raise_()
|
||||||
|
app.exec_()
|
||||||
|
|
||||||
|
# Clean up on close
|
||||||
|
if not cef.GetAppSetting("external_message_pump"):
|
||||||
|
app.stopTimer()
|
||||||
|
# TODO clean up threads when we switch threading model
|
||||||
|
del main_window # Just to be safe, similarly to "del app"
|
||||||
|
del app # Must destroy app object before calling Shutdown
|
||||||
|
cef.Shutdown()
|
||||||
|
sys.exit(0)
|
||||||
|
|
||||||
|
|
||||||
|
if __name__ == '__main__':
|
||||||
|
main()
|
||||||
@@ -0,0 +1,21 @@
|
|||||||
|
import platform
|
||||||
|
|
||||||
|
from PyQt5.QtCore import QObject, pyqtSignal
|
||||||
|
|
||||||
|
# Detect OS
|
||||||
|
WINDOWS = (platform.system() == "Windows")
|
||||||
|
LINUX = (platform.system() == "Linux")
|
||||||
|
MAC = (platform.system() == "Darwin")
|
||||||
|
|
||||||
|
|
||||||
|
class WorkerSignals(QObject):
|
||||||
|
"""
|
||||||
|
Defines the signals available from a running worker thread.
|
||||||
|
Supported signals are:
|
||||||
|
finished
|
||||||
|
error - `str` error message
|
||||||
|
result - `object` data returned from processing, anything
|
||||||
|
"""
|
||||||
|
finished = pyqtSignal()
|
||||||
|
error = pyqtSignal(str)
|
||||||
|
result = pyqtSignal(object)
|
||||||
@@ -0,0 +1,51 @@
|
|||||||
|
import traceback
|
||||||
|
|
||||||
|
from PyQt5.QtCore import QRunnable, pyqtSlot
|
||||||
|
|
||||||
|
from server.gui.utils import WorkerSignals
|
||||||
|
|
||||||
|
|
||||||
|
class DataLoadWorker(QRunnable):
|
||||||
|
def __init__(self, data_file, layout="umap", *args, **kwargs):
|
||||||
|
super(DataLoadWorker, self).__init__()
|
||||||
|
self.data_file = data_file
|
||||||
|
self.layout = layout
|
||||||
|
self.signals = WorkerSignals()
|
||||||
|
|
||||||
|
@pyqtSlot()
|
||||||
|
def run(self):
|
||||||
|
if not self.data_file:
|
||||||
|
self.signals.finished.emit()
|
||||||
|
return
|
||||||
|
|
||||||
|
# delayed import to speed load
|
||||||
|
from server.app.scanpy_engine.scanpy_engine import ScanpyEngine
|
||||||
|
args = {
|
||||||
|
"layout": self.layout,
|
||||||
|
"diffexp": "ttest",
|
||||||
|
"max_category_items": 100,
|
||||||
|
"diffexp_lfc_cutoff": 0.01,
|
||||||
|
"obs_names": None,
|
||||||
|
"var_names": None,
|
||||||
|
}
|
||||||
|
try:
|
||||||
|
data_results = ScanpyEngine(self.data_file, args)
|
||||||
|
except Exception as e:
|
||||||
|
traceback.print_exc()
|
||||||
|
self.signals.error.emit(str(e))
|
||||||
|
else:
|
||||||
|
self.signals.result.emit(data_results)
|
||||||
|
finally:
|
||||||
|
self.signals.finished.emit()
|
||||||
|
|
||||||
|
|
||||||
|
class ServerRunWorker(QRunnable):
|
||||||
|
def __init__(self, app, host, port, *args, **kwargs):
|
||||||
|
super(ServerRunWorker, self).__init__()
|
||||||
|
self.app = app
|
||||||
|
self.host = host
|
||||||
|
self.port = port
|
||||||
|
|
||||||
|
@pyqtSlot()
|
||||||
|
def run(self):
|
||||||
|
self.app.run(host=self.host, debug=False, port=self.port, threaded=True)
|
||||||
@@ -0,0 +1 @@
|
|||||||
|
MODES = ["umap", "tsne", "draw_graph_fa", "draw_graph_fr", "diffmap", "phate"]
|
||||||
@@ -36,5 +36,5 @@ setup(
|
|||||||
"Topic :: Scientific/Engineering :: Bio-Informatics",
|
"Topic :: Scientific/Engineering :: Bio-Informatics",
|
||||||
],
|
],
|
||||||
entry_points={"console_scripts": ["cellxgene = server.cli.cli:cli"]},
|
entry_points={"console_scripts": ["cellxgene = server.cli.cli:cli"]},
|
||||||
extras_require=dict(louvain=["python-igraph", "louvain>=0.6"]),
|
extras_require=dict(louvain=["python-igraph", "louvain>=0.6"], gui=["PyQt5>=5.12.1", "cefpython3>=66"]),
|
||||||
)
|
)
|
||||||
|
|||||||
Reference in New Issue
Block a user