FeatureEnVi: Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches https://doi.org/10.1109/TVCG.2022.3141040
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# -*- coding: utf-8 -*-
"""
flask.cli
~~~~~~~~~
A simple command line application to run flask apps.
:copyright: © 2010 by the Pallets team.
:license: BSD, see LICENSE for more details.
"""
from __future__ import print_function
import ast
import inspect
import os
import platform
import re
import ssl
import sys
import traceback
from functools import update_wrapper
from operator import attrgetter
from threading import Lock, Thread
import click
from werkzeug.utils import import_string
from . import __version__
from ._compat import getargspec, iteritems, reraise, text_type
from .globals import current_app
from .helpers import get_debug_flag, get_env, get_load_dotenv
try:
import dotenv
except ImportError:
dotenv = None
class NoAppException(click.UsageError):
"""Raised if an application cannot be found or loaded."""
def find_best_app(script_info, module):
"""Given a module instance this tries to find the best possible
application in the module or raises an exception.
"""
from . import Flask
# Search for the most common names first.
for attr_name in ('app', 'application'):
app = getattr(module, attr_name, None)
if isinstance(app, Flask):
return app
# Otherwise find the only object that is a Flask instance.
matches = [
v for k, v in iteritems(module.__dict__) if isinstance(v, Flask)
]
if len(matches) == 1:
return matches[0]
elif len(matches) > 1:
raise NoAppException(
'Detected multiple Flask applications in module "{module}". Use '
'"FLASK_APP={module}:name" to specify the correct '
'one.'.format(module=module.__name__)
)
# Search for app factory functions.
for attr_name in ('create_app', 'make_app'):
app_factory = getattr(module, attr_name, None)
if inspect.isfunction(app_factory):
try:
app = call_factory(script_info, app_factory)
if isinstance(app, Flask):
return app
except TypeError:
if not _called_with_wrong_args(app_factory):
raise
raise NoAppException(
'Detected factory "{factory}" in module "{module}", but '
'could not call it without arguments. Use '
'"FLASK_APP=\'{module}:{factory}(args)\'" to specify '
'arguments.'.format(
factory=attr_name, module=module.__name__
)
)
raise NoAppException(
'Failed to find Flask application or factory in module "{module}". '
'Use "FLASK_APP={module}:name to specify one.'.format(
module=module.__name__
)
)
def call_factory(script_info, app_factory, arguments=()):
"""Takes an app factory, a ``script_info` object and optionally a tuple
of arguments. Checks for the existence of a script_info argument and calls
the app_factory depending on that and the arguments provided.
"""
args_spec = getargspec(app_factory)
arg_names = args_spec.args
arg_defaults = args_spec.defaults
if 'script_info' in arg_names:
return app_factory(*arguments, script_info=script_info)
elif arguments:
return app_factory(*arguments)
elif not arguments and len(arg_names) == 1 and arg_defaults is None:
return app_factory(script_info)
return app_factory()
def _called_with_wrong_args(factory):
"""Check whether calling a function raised a ``TypeError`` because
the call failed or because something in the factory raised the
error.
:param factory: the factory function that was called
:return: true if the call failed
"""
tb = sys.exc_info()[2]
try:
while tb is not None:
if tb.tb_frame.f_code is factory.__code__:
# in the factory, it was called successfully
return False
tb = tb.tb_next
# didn't reach the factory
return True
finally:
del tb
def find_app_by_string(script_info, module, app_name):
"""Checks if the given string is a variable name or a function. If it is a
function, it checks for specified arguments and whether it takes a
``script_info`` argument and calls the function with the appropriate
arguments.
"""
from flask import Flask
match = re.match(r'^ *([^ ()]+) *(?:\((.*?) *,? *\))? *$', app_name)
if not match:
raise NoAppException(
'"{name}" is not a valid variable name or function '
'expression.'.format(name=app_name)
)
name, args = match.groups()
try:
attr = getattr(module, name)
except AttributeError as e:
raise NoAppException(e.args[0])
if inspect.isfunction(attr):
if args:
try:
args = ast.literal_eval('({args},)'.format(args=args))
except (ValueError, SyntaxError)as e:
raise NoAppException(
'Could not parse the arguments in '
'"{app_name}".'.format(e=e, app_name=app_name)
)
else:
args = ()
try:
app = call_factory(script_info, attr, args)
except TypeError as e:
if not _called_with_wrong_args(attr):
raise
raise NoAppException(
'{e}\nThe factory "{app_name}" in module "{module}" could not '
'be called with the specified arguments.'.format(
e=e, app_name=app_name, module=module.__name__
)
)
else:
app = attr
if isinstance(app, Flask):
return app
raise NoAppException(
'A valid Flask application was not obtained from '
'"{module}:{app_name}".'.format(
module=module.__name__, app_name=app_name
)
)
def prepare_import(path):
"""Given a filename this will try to calculate the python path, add it
to the search path and return the actual module name that is expected.
"""
path = os.path.realpath(path)
if os.path.splitext(path)[1] == '.py':
path = os.path.splitext(path)[0]
if os.path.basename(path) == '__init__':
path = os.path.dirname(path)
module_name = []
# move up until outside package structure (no __init__.py)
while True:
path, name = os.path.split(path)
module_name.append(name)
if not os.path.exists(os.path.join(path, '__init__.py')):
break
if sys.path[0] != path:
sys.path.insert(0, path)
return '.'.join(module_name[::-1])
def locate_app(script_info, module_name, app_name, raise_if_not_found=True):
__traceback_hide__ = True
try:
__import__(module_name)
except ImportError:
# Reraise the ImportError if it occurred within the imported module.
# Determine this by checking whether the trace has a depth > 1.
if sys.exc_info()[-1].tb_next:
raise NoAppException(
'While importing "{name}", an ImportError was raised:'
'\n\n{tb}'.format(name=module_name, tb=traceback.format_exc())
)
elif raise_if_not_found:
raise NoAppException(
'Could not import "{name}".'.format(name=module_name)
)
else:
return
module = sys.modules[module_name]
if app_name is None:
return find_best_app(script_info, module)
else:
return find_app_by_string(script_info, module, app_name)
def get_version(ctx, param, value):
if not value or ctx.resilient_parsing:
return
import werkzeug
message = (
'Python %(python)s\n'
'Flask %(flask)s\n'
'Werkzeug %(werkzeug)s'
)
click.echo(message % {
'python': platform.python_version(),
'flask': __version__,
'werkzeug': werkzeug.__version__,
}, color=ctx.color)
ctx.exit()
version_option = click.Option(
['--version'],
help='Show the flask version',
expose_value=False,
callback=get_version,
is_flag=True,
is_eager=True
)
class DispatchingApp(object):
"""Special application that dispatches to a Flask application which
is imported by name in a background thread. If an error happens
it is recorded and shown as part of the WSGI handling which in case
of the Werkzeug debugger means that it shows up in the browser.
"""
def __init__(self, loader, use_eager_loading=False):
self.loader = loader
self._app = None
self._lock = Lock()
self._bg_loading_exc_info = None
if use_eager_loading:
self._load_unlocked()
else:
self._load_in_background()
def _load_in_background(self):
def _load_app():
__traceback_hide__ = True
with self._lock:
try:
self._load_unlocked()
except Exception:
self._bg_loading_exc_info = sys.exc_info()
t = Thread(target=_load_app, args=())
t.start()
def _flush_bg_loading_exception(self):
__traceback_hide__ = True
exc_info = self._bg_loading_exc_info
if exc_info is not None:
self._bg_loading_exc_info = None
reraise(*exc_info)
def _load_unlocked(self):
__traceback_hide__ = True
self._app = rv = self.loader()
self._bg_loading_exc_info = None
return rv
def __call__(self, environ, start_response):
__traceback_hide__ = True
if self._app is not None:
return self._app(environ, start_response)
self._flush_bg_loading_exception()
with self._lock:
if self._app is not None:
rv = self._app
else:
rv = self._load_unlocked()
return rv(environ, start_response)
class ScriptInfo(object):
"""Helper object to deal with Flask applications. This is usually not
necessary to interface with as it's used internally in the dispatching
to click. In future versions of Flask this object will most likely play
a bigger role. Typically it's created automatically by the
:class:`FlaskGroup` but you can also manually create it and pass it
onwards as click object.
"""
def __init__(self, app_import_path=None, create_app=None,
set_debug_flag=True):
#: Optionally the import path for the Flask application.
self.app_import_path = app_import_path or os.environ.get('FLASK_APP')
#: Optionally a function that is passed the script info to create
#: the instance of the application.
self.create_app = create_app
#: A dictionary with arbitrary data that can be associated with
#: this script info.
self.data = {}
self.set_debug_flag = set_debug_flag
self._loaded_app = None
def load_app(self):
"""Loads the Flask app (if not yet loaded) and returns it. Calling
this multiple times will just result in the already loaded app to
be returned.
"""
__traceback_hide__ = True
if self._loaded_app is not None:
return self._loaded_app
app = None
if self.create_app is not None:
app = call_factory(self, self.create_app)
else:
if self.app_import_path:
path, name = (re.split(r':(?![\\/])', self.app_import_path, 1) + [None])[:2]
import_name = prepare_import(path)
app = locate_app(self, import_name, name)
else:
for path in ('wsgi.py', 'app.py'):
import_name = prepare_import(path)
app = locate_app(self, import_name, None,
raise_if_not_found=False)
if app:
break
if not app:
raise NoAppException(
'Could not locate a Flask application. You did not provide '
'the "FLASK_APP" environment variable, and a "wsgi.py" or '
'"app.py" module was not found in the current directory.'
)
if self.set_debug_flag:
# Update the app's debug flag through the descriptor so that
# other values repopulate as well.
app.debug = get_debug_flag()
self._loaded_app = app
return app
pass_script_info = click.make_pass_decorator(ScriptInfo, ensure=True)
def with_appcontext(f):
"""Wraps a callback so that it's guaranteed to be executed with the
script's application context. If callbacks are registered directly
to the ``app.cli`` object then they are wrapped with this function
by default unless it's disabled.
"""
@click.pass_context
def decorator(__ctx, *args, **kwargs):
with __ctx.ensure_object(ScriptInfo).load_app().app_context():
return __ctx.invoke(f, *args, **kwargs)
return update_wrapper(decorator, f)
class AppGroup(click.Group):
"""This works similar to a regular click :class:`~click.Group` but it
changes the behavior of the :meth:`command` decorator so that it
automatically wraps the functions in :func:`with_appcontext`.
Not to be confused with :class:`FlaskGroup`.
"""
def command(self, *args, **kwargs):
"""This works exactly like the method of the same name on a regular
:class:`click.Group` but it wraps callbacks in :func:`with_appcontext`
unless it's disabled by passing ``with_appcontext=False``.
"""
wrap_for_ctx = kwargs.pop('with_appcontext', True)
def decorator(f):
if wrap_for_ctx:
f = with_appcontext(f)
return click.Group.command(self, *args, **kwargs)(f)
return decorator
def group(self, *args, **kwargs):
"""This works exactly like the method of the same name on a regular
:class:`click.Group` but it defaults the group class to
:class:`AppGroup`.
"""
kwargs.setdefault('cls', AppGroup)
return click.Group.group(self, *args, **kwargs)
class FlaskGroup(AppGroup):
"""Special subclass of the :class:`AppGroup` group that supports
loading more commands from the configured Flask app. Normally a
developer does not have to interface with this class but there are
some very advanced use cases for which it makes sense to create an
instance of this.
For information as of why this is useful see :ref:`custom-scripts`.
:param add_default_commands: if this is True then the default run and
shell commands wil be added.
:param add_version_option: adds the ``--version`` option.
:param create_app: an optional callback that is passed the script info and
returns the loaded app.
:param load_dotenv: Load the nearest :file:`.env` and :file:`.flaskenv`
files to set environment variables. Will also change the working
directory to the directory containing the first file found.
:param set_debug_flag: Set the app's debug flag based on the active
environment
.. versionchanged:: 1.0
If installed, python-dotenv will be used to load environment variables
from :file:`.env` and :file:`.flaskenv` files.
"""
def __init__(self, add_default_commands=True, create_app=None,
add_version_option=True, load_dotenv=True,
set_debug_flag=True, **extra):
params = list(extra.pop('params', None) or ())
if add_version_option:
params.append(version_option)
AppGroup.__init__(self, params=params, **extra)
self.create_app = create_app
self.load_dotenv = load_dotenv
self.set_debug_flag = set_debug_flag
if add_default_commands:
self.add_command(run_command)
self.add_command(shell_command)
self.add_command(routes_command)
self._loaded_plugin_commands = False
def _load_plugin_commands(self):
if self._loaded_plugin_commands:
return
try:
import pkg_resources
except ImportError:
self._loaded_plugin_commands = True
return
for ep in pkg_resources.iter_entry_points('flask.commands'):
self.add_command(ep.load(), ep.name)
self._loaded_plugin_commands = True
def get_command(self, ctx, name):
self._load_plugin_commands()
# We load built-in commands first as these should always be the
# same no matter what the app does. If the app does want to
# override this it needs to make a custom instance of this group
# and not attach the default commands.
#
# This also means that the script stays functional in case the
# application completely fails.
rv = AppGroup.get_command(self, ctx, name)
if rv is not None:
return rv
info = ctx.ensure_object(ScriptInfo)
try:
rv = info.load_app().cli.get_command(ctx, name)
if rv is not None:
return rv
except NoAppException:
pass
def list_commands(self, ctx):
self._load_plugin_commands()
# The commands available is the list of both the application (if
# available) plus the builtin commands.
rv = set(click.Group.list_commands(self, ctx))
info = ctx.ensure_object(ScriptInfo)
try:
rv.update(info.load_app().cli.list_commands(ctx))
except Exception:
# Here we intentionally swallow all exceptions as we don't
# want the help page to break if the app does not exist.
# If someone attempts to use the command we try to create
# the app again and this will give us the error.
# However, we will not do so silently because that would confuse
# users.
traceback.print_exc()
return sorted(rv)
def main(self, *args, **kwargs):
# Set a global flag that indicates that we were invoked from the
# command line interface. This is detected by Flask.run to make the
# call into a no-op. This is necessary to avoid ugly errors when the
# script that is loaded here also attempts to start a server.
os.environ['FLASK_RUN_FROM_CLI'] = 'true'
if get_load_dotenv(self.load_dotenv):
load_dotenv()
obj = kwargs.get('obj')
if obj is None:
obj = ScriptInfo(create_app=self.create_app,
set_debug_flag=self.set_debug_flag)
kwargs['obj'] = obj
kwargs.setdefault('auto_envvar_prefix', 'FLASK')
return super(FlaskGroup, self).main(*args, **kwargs)
def _path_is_ancestor(path, other):
"""Take ``other`` and remove the length of ``path`` from it. Then join it
to ``path``. If it is the original value, ``path`` is an ancestor of
``other``."""
return os.path.join(path, other[len(path):].lstrip(os.sep)) == other
def load_dotenv(path=None):
"""Load "dotenv" files in order of precedence to set environment variables.
If an env var is already set it is not overwritten, so earlier files in the
list are preferred over later files.
Changes the current working directory to the location of the first file
found, with the assumption that it is in the top level project directory
and will be where the Python path should import local packages from.
This is a no-op if `python-dotenv`_ is not installed.
.. _python-dotenv: https://github.com/theskumar/python-dotenv#readme
:param path: Load the file at this location instead of searching.
:return: ``True`` if a file was loaded.
.. versionadded:: 1.0
"""
if dotenv is None:
if path or os.path.exists('.env') or os.path.exists('.flaskenv'):
click.secho(
' * Tip: There are .env files present.'
' Do "pip install python-dotenv" to use them.',
fg='yellow')
return
if path is not None:
return dotenv.load_dotenv(path)
new_dir = None
for name in ('.env', '.flaskenv'):
path = dotenv.find_dotenv(name, usecwd=True)
if not path:
continue
if new_dir is None:
new_dir = os.path.dirname(path)
dotenv.load_dotenv(path)
if new_dir and os.getcwd() != new_dir:
os.chdir(new_dir)
return new_dir is not None # at least one file was located and loaded
def show_server_banner(env, debug, app_import_path, eager_loading):
"""Show extra startup messages the first time the server is run,
ignoring the reloader.
"""
if os.environ.get('WERKZEUG_RUN_MAIN') == 'true':
return
if app_import_path is not None:
message = ' * Serving Flask app "{0}"'.format(app_import_path)
if not eager_loading:
message += ' (lazy loading)'
click.echo(message)
click.echo(' * Environment: {0}'.format(env))
if env == 'production':
click.secho(
' WARNING: This is a development server. '
'Do not use it in a production deployment.', fg='red')
click.secho(' Use a production WSGI server instead.', dim=True)
if debug is not None:
click.echo(' * Debug mode: {0}'.format('on' if debug else 'off'))
class CertParamType(click.ParamType):
"""Click option type for the ``--cert`` option. Allows either an
existing file, the string ``'adhoc'``, or an import for a
:class:`~ssl.SSLContext` object.
"""
name = 'path'
def __init__(self):
self.path_type = click.Path(
exists=True, dir_okay=False, resolve_path=True)
def convert(self, value, param, ctx):
try:
return self.path_type(value, param, ctx)
except click.BadParameter:
value = click.STRING(value, param, ctx).lower()
if value == 'adhoc':
try:
import OpenSSL
except ImportError:
raise click.BadParameter(
'Using ad-hoc certificates requires pyOpenSSL.',
ctx, param)
return value
obj = import_string(value, silent=True)
if sys.version_info < (2, 7, 9):
if obj:
return obj
else:
if isinstance(obj, ssl.SSLContext):
return obj
raise
def _validate_key(ctx, param, value):
"""The ``--key`` option must be specified when ``--cert`` is a file.
Modifies the ``cert`` param to be a ``(cert, key)`` pair if needed.
"""
cert = ctx.params.get('cert')
is_adhoc = cert == 'adhoc'
if sys.version_info < (2, 7, 9):
is_context = cert and not isinstance(cert, (text_type, bytes))
else:
is_context = isinstance(cert, ssl.SSLContext)
if value is not None:
if is_adhoc:
raise click.BadParameter(
'When "--cert" is "adhoc", "--key" is not used.',
ctx, param)
if is_context:
raise click.BadParameter(
'When "--cert" is an SSLContext object, "--key is not used.',
ctx, param)
if not cert:
raise click.BadParameter(
'"--cert" must also be specified.',
ctx, param)
ctx.params['cert'] = cert, value
else:
if cert and not (is_adhoc or is_context):
raise click.BadParameter(
'Required when using "--cert".',
ctx, param)
return value
@click.command('run', short_help='Run a development server.')
@click.option('--host', '-h', default='127.0.0.1',
help='The interface to bind to.')
@click.option('--port', '-p', default=5000,
help='The port to bind to.')
@click.option('--cert', type=CertParamType(),
help='Specify a certificate file to use HTTPS.')
@click.option('--key',
type=click.Path(exists=True, dir_okay=False, resolve_path=True),
callback=_validate_key, expose_value=False,
help='The key file to use when specifying a certificate.')
@click.option('--reload/--no-reload', default=None,
help='Enable or disable the reloader. By default the reloader '
'is active if debug is enabled.')
@click.option('--debugger/--no-debugger', default=None,
help='Enable or disable the debugger. By default the debugger '
'is active if debug is enabled.')
@click.option('--eager-loading/--lazy-loader', default=None,
help='Enable or disable eager loading. By default eager '
'loading is enabled if the reloader is disabled.')
@click.option('--with-threads/--without-threads', default=True,
help='Enable or disable multithreading.')
@pass_script_info
def run_command(info, host, port, reload, debugger, eager_loading,
with_threads, cert):
"""Run a local development server.
This server is for development purposes only. It does not provide
the stability, security, or performance of production WSGI servers.
The reloader and debugger are enabled by default if
FLASK_ENV=development or FLASK_DEBUG=1.
"""
debug = get_debug_flag()
if reload is None:
reload = debug
if debugger is None:
debugger = debug
if eager_loading is None:
eager_loading = not reload
show_server_banner(get_env(), debug, info.app_import_path, eager_loading)
app = DispatchingApp(info.load_app, use_eager_loading=eager_loading)
from werkzeug.serving import run_simple
run_simple(host, port, app, use_reloader=reload, use_debugger=debugger,
threaded=with_threads, ssl_context=cert)
@click.command('shell', short_help='Run a shell in the app context.')
@with_appcontext
def shell_command():
"""Run an interactive Python shell in the context of a given
Flask application. The application will populate the default
namespace of this shell according to it's configuration.
This is useful for executing small snippets of management code
without having to manually configure the application.
"""
import code
from flask.globals import _app_ctx_stack
app = _app_ctx_stack.top.app
banner = 'Python %s on %s\nApp: %s [%s]\nInstance: %s' % (
sys.version,
sys.platform,
app.import_name,
app.env,
app.instance_path,
)
ctx = {}
# Support the regular Python interpreter startup script if someone
# is using it.
startup = os.environ.get('PYTHONSTARTUP')
if startup and os.path.isfile(startup):
with open(startup, 'r') as f:
eval(compile(f.read(), startup, 'exec'), ctx)
ctx.update(app.make_shell_context())
code.interact(banner=banner, local=ctx)
@click.command('routes', short_help='Show the routes for the app.')
@click.option(
'--sort', '-s',
type=click.Choice(('endpoint', 'methods', 'rule', 'match')),
default='endpoint',
help=(
'Method to sort routes by. "match" is the order that Flask will match '
'routes when dispatching a request.'
)
)
@click.option(
'--all-methods',
is_flag=True,
help="Show HEAD and OPTIONS methods."
)
@with_appcontext
def routes_command(sort, all_methods):
"""Show all registered routes with endpoints and methods."""
rules = list(current_app.url_map.iter_rules())
if not rules:
click.echo('No routes were registered.')
return
ignored_methods = set(() if all_methods else ('HEAD', 'OPTIONS'))
if sort in ('endpoint', 'rule'):
rules = sorted(rules, key=attrgetter(sort))
elif sort == 'methods':
rules = sorted(rules, key=lambda rule: sorted(rule.methods))
rule_methods = [
', '.join(sorted(rule.methods - ignored_methods)) for rule in rules
]
headers = ('Endpoint', 'Methods', 'Rule')
widths = (
max(len(rule.endpoint) for rule in rules),
max(len(methods) for methods in rule_methods),
max(len(rule.rule) for rule in rules),
)
widths = [max(len(h), w) for h, w in zip(headers, widths)]
row = '{{0:<{0}}} {{1:<{1}}} {{2:<{2}}}'.format(*widths)
click.echo(row.format(*headers).strip())
click.echo(row.format(*('-' * width for width in widths)))
for rule, methods in zip(rules, rule_methods):
click.echo(row.format(rule.endpoint, methods, rule.rule).rstrip())
cli = FlaskGroup(help="""\
A general utility script for Flask applications.
Provides commands from Flask, extensions, and the application. Loads the
application defined in the FLASK_APP environment variable, or from a wsgi.py
file. Setting the FLASK_ENV environment variable to 'development' will enable
debug mode.
\b
{prefix}{cmd} FLASK_APP=hello.py
{prefix}{cmd} FLASK_ENV=development
{prefix}flask run
""".format(
cmd='export' if os.name == 'posix' else 'set',
prefix='$ ' if os.name == 'posix' else '> '
))
def main(as_module=False):
args = sys.argv[1:]
if as_module:
this_module = 'flask'
if sys.version_info < (2, 7):
this_module += '.cli'
name = 'python -m ' + this_module
# Python rewrites "python -m flask" to the path to the file in argv.
# Restore the original command so that the reloader works.
sys.argv = ['-m', this_module] + args
else:
name = None
cli.main(args=args, prog_name=name)
if __name__ == '__main__':
main(as_module=True)