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Python

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"""A base class for objects that are configurable."""
# Copyright (c) IPython Development Team.
# Distributed under the terms of the Modified BSD License.
import logging
import warnings
from copy import deepcopy
from textwrap import dedent
from traitlets.traitlets import (
Any,
Container,
Dict,
HasTraits,
Instance,
default,
observe,
observe_compat,
validate,
)
from traitlets.utils.text import indent, wrap_paragraphs
from .loader import Config, DeferredConfig, LazyConfigValue, _is_section_key
# -----------------------------------------------------------------------------
# Helper classes for Configurables
# -----------------------------------------------------------------------------
class ConfigurableError(Exception):
pass
class MultipleInstanceError(ConfigurableError):
pass
# -----------------------------------------------------------------------------
# Configurable implementation
# -----------------------------------------------------------------------------
class Configurable(HasTraits):
config = Instance(Config, (), {})
parent = Instance("traitlets.config.configurable.Configurable", allow_none=True)
def __init__(self, **kwargs):
"""Create a configurable given a config config.
Parameters
----------
config : Config
If this is empty, default values are used. If config is a
:class:`Config` instance, it will be used to configure the
instance.
parent : Configurable instance, optional
The parent Configurable instance of this object.
Notes
-----
Subclasses of Configurable must call the :meth:`__init__` method of
:class:`Configurable` *before* doing anything else and using
:func:`super`::
class MyConfigurable(Configurable):
def __init__(self, config=None):
super(MyConfigurable, self).__init__(config=config)
# Then any other code you need to finish initialization.
This ensures that instances will be configured properly.
"""
parent = kwargs.pop("parent", None)
if parent is not None:
# config is implied from parent
if kwargs.get("config", None) is None:
kwargs["config"] = parent.config
self.parent = parent
config = kwargs.pop("config", None)
# load kwarg traits, other than config
super().__init__(**kwargs)
# record traits set by config
config_override_names = set()
def notice_config_override(change):
"""Record traits set by both config and kwargs.
They will need to be overridden again after loading config.
"""
if change.name in kwargs:
config_override_names.add(change.name)
self.observe(notice_config_override)
# load config
if config is not None:
# We used to deepcopy, but for now we are trying to just save
# by reference. This *could* have side effects as all components
# will share config. In fact, I did find such a side effect in
# _config_changed below. If a config attribute value was a mutable type
# all instances of a component were getting the same copy, effectively
# making that a class attribute.
# self.config = deepcopy(config)
self.config = config
else:
# allow _config_default to return something
self._load_config(self.config)
self.unobserve(notice_config_override)
for name in config_override_names:
setattr(self, name, kwargs[name])
# -------------------------------------------------------------------------
# Static trait notifiations
# -------------------------------------------------------------------------
@classmethod
def section_names(cls):
"""return section names as a list"""
return [
c.__name__
for c in reversed(cls.__mro__)
if issubclass(c, Configurable) and issubclass(cls, c)
]
def _find_my_config(self, cfg):
"""extract my config from a global Config object
will construct a Config object of only the config values that apply to me
based on my mro(), as well as those of my parent(s) if they exist.
If I am Bar and my parent is Foo, and their parent is Tim,
this will return merge following config sections, in this order::
[Bar, Foo.Bar, Tim.Foo.Bar]
With the last item being the highest priority.
"""
cfgs = [cfg]
if self.parent:
cfgs.append(self.parent._find_my_config(cfg))
my_config = Config()
for c in cfgs:
for sname in self.section_names():
# Don't do a blind getattr as that would cause the config to
# dynamically create the section with name Class.__name__.
if c._has_section(sname):
my_config.merge(c[sname])
return my_config
def _load_config(self, cfg, section_names=None, traits=None):
"""load traits from a Config object"""
if traits is None:
traits = self.traits(config=True)
if section_names is None:
section_names = self.section_names()
my_config = self._find_my_config(cfg)
# hold trait notifications until after all config has been loaded
with self.hold_trait_notifications():
for name, config_value in my_config.items():
if name in traits:
if isinstance(config_value, LazyConfigValue):
# ConfigValue is a wrapper for using append / update on containers
# without having to copy the initial value
initial = getattr(self, name)
config_value = config_value.get_value(initial)
elif isinstance(config_value, DeferredConfig):
# DeferredConfig tends to come from CLI/environment variables
config_value = config_value.get_value(traits[name])
# We have to do a deepcopy here if we don't deepcopy the entire
# config object. If we don't, a mutable config_value will be
# shared by all instances, effectively making it a class attribute.
setattr(self, name, deepcopy(config_value))
elif not _is_section_key(name) and not isinstance(config_value, Config):
from difflib import get_close_matches
if isinstance(self, LoggingConfigurable):
warn = self.log.warning
else:
warn = lambda msg: warnings.warn(msg, stacklevel=9) # noqa[E371]
matches = get_close_matches(name, traits)
msg = "Config option `{option}` not recognized by `{klass}`.".format(
option=name, klass=self.__class__.__name__
)
if len(matches) == 1:
msg += f" Did you mean `{matches[0]}`?"
elif len(matches) >= 1:
msg += " Did you mean one of: `{matches}`?".format(
matches=", ".join(sorted(matches))
)
warn(msg)
@observe("config")
@observe_compat
def _config_changed(self, change):
"""Update all the class traits having ``config=True`` in metadata.
For any class trait with a ``config`` metadata attribute that is
``True``, we update the trait with the value of the corresponding
config entry.
"""
# Get all traits with a config metadata entry that is True
traits = self.traits(config=True)
# We auto-load config section for this class as well as any parent
# classes that are Configurable subclasses. This starts with Configurable
# and works down the mro loading the config for each section.
section_names = self.section_names()
self._load_config(change.new, traits=traits, section_names=section_names)
def update_config(self, config):
"""Update config and load the new values"""
# traitlets prior to 4.2 created a copy of self.config in order to trigger change events.
# Some projects (IPython < 5) relied upon one side effect of this,
# that self.config prior to update_config was not modified in-place.
# For backward-compatibility, we must ensure that self.config
# is a new object and not modified in-place,
# but config consumers should not rely on this behavior.
self.config = deepcopy(self.config)
# load config
self._load_config(config)
# merge it into self.config
self.config.merge(config)
# TODO: trigger change event if/when dict-update change events take place
# DO NOT trigger full trait-change
@classmethod
def class_get_help(cls, inst=None):
"""Get the help string for this class in ReST format.
If `inst` is given, its current trait values will be used in place of
class defaults.
"""
assert inst is None or isinstance(inst, cls)
final_help = []
base_classes = ", ".join(p.__name__ for p in cls.__bases__)
final_help.append(f"{cls.__name__}({base_classes}) options")
final_help.append(len(final_help[0]) * "-")
for _, v in sorted(cls.class_traits(config=True).items()):
help = cls.class_get_trait_help(v, inst)
final_help.append(help)
return "\n".join(final_help)
@classmethod
def class_get_trait_help(cls, trait, inst=None, helptext=None):
"""Get the helptext string for a single trait.
:param inst:
If given, its current trait values will be used in place of
the class default.
:param helptext:
If not given, uses the `help` attribute of the current trait.
"""
assert inst is None or isinstance(inst, cls)
lines = []
header = f"--{cls.__name__}.{trait.name}"
if isinstance(trait, (Container, Dict)):
multiplicity = trait.metadata.get("multiplicity", "append")
if isinstance(trait, Dict):
sample_value = "<key-1>=<value-1>"
else:
sample_value = "<%s-item-1>" % trait.__class__.__name__.lower()
if multiplicity == "append":
header = f"{header}={sample_value}..."
else:
header = f"{header} {sample_value}..."
else:
header = f"{header}=<{trait.__class__.__name__}>"
# header = "--%s.%s=<%s>" % (cls.__name__, trait.name, trait.__class__.__name__)
lines.append(header)
if helptext is None:
helptext = trait.help
if helptext != "":
helptext = "\n".join(wrap_paragraphs(helptext, 76))
lines.append(indent(helptext))
if "Enum" in trait.__class__.__name__:
# include Enum choices
lines.append(indent("Choices: %s" % trait.info()))
if inst is not None:
lines.append(indent(f"Current: {getattr(inst, trait.name)!r}"))
else:
try:
dvr = trait.default_value_repr()
except Exception:
dvr = None # ignore defaults we can't construct
if dvr is not None:
if len(dvr) > 64:
dvr = dvr[:61] + "..."
lines.append(indent("Default: %s" % dvr))
return "\n".join(lines)
@classmethod
def class_print_help(cls, inst=None):
"""Get the help string for a single trait and print it."""
print(cls.class_get_help(inst))
@classmethod
def _defining_class(cls, trait, classes):
"""Get the class that defines a trait
For reducing redundant help output in config files.
Returns the current class if:
- the trait is defined on this class, or
- the class where it is defined would not be in the config file
Parameters
----------
trait : Trait
The trait to look for
classes : list
The list of other classes to consider for redundancy.
Will return `cls` even if it is not defined on `cls`
if the defining class is not in `classes`.
"""
defining_cls = cls
for parent in cls.mro():
if (
issubclass(parent, Configurable)
and parent in classes
and parent.class_own_traits(config=True).get(trait.name, None) is trait
):
defining_cls = parent
return defining_cls
@classmethod
def class_config_section(cls, classes=None):
"""Get the config section for this class.
Parameters
----------
classes : list, optional
The list of other classes in the config file.
Used to reduce redundant information.
"""
def c(s):
"""return a commented, wrapped block."""
s = "\n\n".join(wrap_paragraphs(s, 78))
return "## " + s.replace("\n", "\n# ")
# section header
breaker = "#" + "-" * 78
parent_classes = ", ".join(p.__name__ for p in cls.__bases__ if issubclass(p, Configurable))
s = f"# {cls.__name__}({parent_classes}) configuration"
lines = [breaker, s, breaker]
# get the description trait
desc = cls.class_traits().get("description")
if desc:
desc = desc.default_value
if not desc:
# no description from trait, use __doc__
desc = getattr(cls, "__doc__", "")
if desc:
lines.append(c(desc))
lines.append("")
for name, trait in sorted(cls.class_traits(config=True).items()):
default_repr = trait.default_value_repr()
if classes:
defining_class = cls._defining_class(trait, classes)
else:
defining_class = cls
if defining_class is cls:
# cls owns the trait, show full help
if trait.help:
lines.append(c(trait.help))
if "Enum" in type(trait).__name__:
# include Enum choices
lines.append("# Choices: %s" % trait.info())
lines.append("# Default: %s" % default_repr)
else:
# Trait appears multiple times and isn't defined here.
# Truncate help to first line + "See also Original.trait"
if trait.help:
lines.append(c(trait.help.split("\n", 1)[0]))
lines.append(f"# See also: {defining_class.__name__}.{name}")
lines.append(f"# c.{cls.__name__}.{name} = {default_repr}")
lines.append("")
return "\n".join(lines)
@classmethod
def class_config_rst_doc(cls):
"""Generate rST documentation for this class' config options.
Excludes traits defined on parent classes.
"""
lines = []
classname = cls.__name__
for _, trait in sorted(cls.class_traits(config=True).items()):
ttype = trait.__class__.__name__
termline = classname + "." + trait.name
# Choices or type
if "Enum" in ttype:
# include Enum choices
termline += " : " + trait.info_rst()
else:
termline += " : " + ttype
lines.append(termline)
# Default value
try:
dvr = trait.default_value_repr()
except Exception:
dvr = None # ignore defaults we can't construct
if dvr is not None:
if len(dvr) > 64:
dvr = dvr[:61] + "..."
# Double up backslashes, so they get to the rendered docs
dvr = dvr.replace("\\n", "\\\\n")
lines.append(indent("Default: ``%s``" % dvr))
lines.append("")
help = trait.help or "No description"
lines.append(indent(dedent(help)))
# Blank line
lines.append("")
return "\n".join(lines)
class LoggingConfigurable(Configurable):
"""A parent class for Configurables that log.
Subclasses have a log trait, and the default behavior
is to get the logger from the currently running Application.
"""
log = Any(help="Logger or LoggerAdapter instance")
@validate("log")
def _validate_log(self, proposal):
if not isinstance(proposal.value, (logging.Logger, logging.LoggerAdapter)):
# warn about unsupported type, but be lenient to allow for duck typing
warnings.warn(
f"{self.__class__.__name__}.log should be a Logger or LoggerAdapter,"
f" got {proposal.value}."
)
return proposal.value
@default("log")
def _log_default(self):
if isinstance(self.parent, LoggingConfigurable):
return self.parent.log
from traitlets import log
return log.get_logger()
def _get_log_handler(self):
"""Return the default Handler
Returns None if none can be found
Deprecated, this now returns the first log handler which may or may
not be the default one.
"""
logger = self.log
if isinstance(logger, logging.LoggerAdapter):
logger = logger.logger
if not getattr(logger, "handlers", None):
# no handlers attribute or empty handlers list
return None
return logger.handlers[0]
class SingletonConfigurable(LoggingConfigurable):
"""A configurable that only allows one instance.
This class is for classes that should only have one instance of itself
or *any* subclass. To create and retrieve such a class use the
:meth:`SingletonConfigurable.instance` method.
"""
_instance = None
@classmethod
def _walk_mro(cls):
"""Walk the cls.mro() for parent classes that are also singletons
For use in instance()
"""
for subclass in cls.mro():
if (
issubclass(cls, subclass)
and issubclass(subclass, SingletonConfigurable)
and subclass != SingletonConfigurable
):
yield subclass
@classmethod
def clear_instance(cls):
"""unset _instance for this class and singleton parents."""
if not cls.initialized():
return
for subclass in cls._walk_mro():
if isinstance(subclass._instance, cls):
# only clear instances that are instances
# of the calling class
subclass._instance = None
@classmethod
def instance(cls, *args, **kwargs):
"""Returns a global instance of this class.
This method create a new instance if none have previously been created
and returns a previously created instance is one already exists.
The arguments and keyword arguments passed to this method are passed
on to the :meth:`__init__` method of the class upon instantiation.
Examples
--------
Create a singleton class using instance, and retrieve it::
>>> from traitlets.config.configurable import SingletonConfigurable
>>> class Foo(SingletonConfigurable): pass
>>> foo = Foo.instance()
>>> foo == Foo.instance()
True
Create a subclass that is retrived using the base class instance::
>>> class Bar(SingletonConfigurable): pass
>>> class Bam(Bar): pass
>>> bam = Bam.instance()
>>> bam == Bar.instance()
True
"""
# Create and save the instance
if cls._instance is None:
inst = cls(*args, **kwargs)
# Now make sure that the instance will also be returned by
# parent classes' _instance attribute.
for subclass in cls._walk_mro():
subclass._instance = inst
if isinstance(cls._instance, cls):
return cls._instance
else:
raise MultipleInstanceError(
"An incompatible sibling of '%s' is already instantiated"
" as singleton: %s" % (cls.__name__, type(cls._instance).__name__)
)
@classmethod
def initialized(cls):
"""Has an instance been created?"""
return hasattr(cls, "_instance") and cls._instance is not None