Source code for colour.utilities.verbose

"""
Verbose
=======

Define verbose output, logging, and warning management utilities.
"""

from __future__ import annotations

import functools
import logging
import os
import sys
import traceback
import typing
import warnings
from collections import defaultdict
from contextlib import contextmanager, suppress
from itertools import chain
from textwrap import TextWrapper
from warnings import filterwarnings, formatwarning, warn

import numpy as np

if typing.TYPE_CHECKING:
    from colour.hints import (
        Any,
        Callable,
        ClassVar,
        Dict,
        Generator,
        List,
        Literal,
        Mapping,
        Self,
        TextIO,
        Type,
    )

from colour.hints import LiteralWarning, cast

__author__ = "Colour Developers"
__copyright__ = "Copyright 2013 Colour Developers"
__license__ = "BSD-3-Clause - https://opensource.org/licenses/BSD-3-Clause"
__maintainer__ = "Colour Developers"
__email__ = "colour-developers@colour-science.org"
__status__ = "Production"

__all__ = [
    "LOGGER",
    "MixinLogging",
    "ColourWarning",
    "ColourUsageWarning",
    "ColourRuntimeWarning",
    "message_box",
    "show_warning",
    "warning",
    "runtime_warning",
    "usage_warning",
    "filter_warnings",
    "as_bool",
    "suppress_warnings",
    "suppress_stdout",
    "numpy_print_options",
    "ANCILLARY_COLOUR_SCIENCE_PACKAGES",
    "ANCILLARY_RUNTIME_PACKAGES",
    "ANCILLARY_DEVELOPMENT_PACKAGES",
    "ANCILLARY_EXTRAS_PACKAGES",
    "describe_environment",
    "multiline_str",
    "multiline_repr",
]

LOGGER = logging.getLogger(__name__)


[docs] class MixinLogging: """ Provide logging capabilities through mixin inheritance. This mixin extends class functionality to enable structured logging, allowing consistent logging behaviour across the codebase. Attributes ---------- - :func:`~colour.utilities.MixinLogging.MAPPING_LOGGING_LEVEL_TO_CALLABLE` Methods ------- - :func:`~colour.utilities.MixinLogging.log` """ MAPPING_LOGGING_LEVEL_TO_CALLABLE: ClassVar = { # pyright: ignore "critical": LOGGER.critical, "error": LOGGER.error, "warning": LOGGER.warning, "info": LOGGER.info, "debug": LOGGER.debug, }
[docs] def log( self, message: str, verbosity: Literal[ "critical", "error", "warning", "info", "debug", ] = "info", ) -> None: """ Log the specified message using the specified verbosity level. Parameters ---------- message Message to log. verbosity Verbosity level. """ self.MAPPING_LOGGING_LEVEL_TO_CALLABLE[verbosity]( # pyright: ignore "%s: %s", self.name, # pyright: ignore message, )
[docs] class ColourWarning(Warning): """ Define the base class for *Colour* warnings. This class serves as the foundational warning type for the *Colour* library, inheriting from the standard :class:`Warning` class to provide consistent warning behaviour across the library. """
[docs] class ColourUsageWarning(Warning): """ Define the base class for *Colour* usage warnings. This class serves as the foundation for all usage-related warnings in the *Colour* library, providing a consistent interface for alerting users to non-critical issues during runtime operations. It is a subclass of the :class:`colour.utilities.ColourWarning` class. """
[docs] class ColourRuntimeWarning(Warning): """ Define the base class for *Colour* runtime warnings. This class serves as the foundation for all runtime warnings in the *Colour* library, providing a consistent interface for alerting users to runtime issues. It is a subclass of the :class:`colour.utilities.ColourWarning` class. """
[docs] def message_box( message: str, width: int = 79, padding: int = 3, print_callable: Callable = print, ) -> None: """ Print a message inside a formatted box. Parameters ---------- message Message to print inside the box. width Width of the message box in characters. padding Number of spaces for padding on each side of the message. print_callable Callable used to print the formatted message box. Examples -------- >>> message = ( ... "Lorem ipsum dolor sit amet, consectetur adipiscing elit, " ... "sed do eiusmod tempor incididunt ut labore et dolore magna " ... "aliqua." ... ) >>> message_box(message, width=75) =========================================================================== * * * Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do * * eiusmod tempor incididunt ut labore et dolore magna aliqua. * * * =========================================================================== >>> message_box(message, width=60) ============================================================ * * * Lorem ipsum dolor sit amet, consectetur adipiscing * * elit, sed do eiusmod tempor incididunt ut labore et * * dolore magna aliqua. * * * ============================================================ >>> message_box(message, width=75, padding=16) =========================================================================== * * * Lorem ipsum dolor sit amet, consectetur * * adipiscing elit, sed do eiusmod tempor * * incididunt ut labore et dolore magna * * aliqua. * * * =========================================================================== """ ideal_width = width - padding * 2 - 2 def inner(text: str) -> str: """Format and pads inner text for the message box.""" return ( f"*{' ' * padding}" f"{text}{' ' * (width - len(text) - padding * 2 - 2)}" f"{' ' * padding}*" ) print_callable("=" * width) print_callable(inner("")) wrapper = TextWrapper( width=ideal_width, break_long_words=False, replace_whitespace=False ) lines = [wrapper.wrap(line) for line in message.split("\n")] for line in chain(*[" " if len(line) == 0 else line for line in lines]): print_callable(inner(line.expandtabs())) print_callable(inner("")) print_callable("=" * width)
[docs] def show_warning( message: Warning | str, category: Type[Warning], filename: str, lineno: int, file: TextIO | None = None, line: str | None = None, ) -> None: """ Display a warning message with enhanced formatting that enables traceback printing. This definition is activated by setting the *COLOUR_SCIENCE__COLOUR__SHOW_WARNINGS_WITH_TRACEBACK* environment variable before importing *colour*. Parameters ---------- message Warning message. category :class:`Warning` sub-class. filename File path to read the line at ``lineno`` from if ``line`` is None. lineno Line number to read the line at in ``filename`` if ``line`` is None. file :class:`file` object to write the warning to, defaults to :attr:`sys.stderr` attribute. line Source code to be included in the warning message. Notes ----- - Setting the *COLOUR_SCIENCE__COLOUR__SHOW_WARNINGS_WITH_TRACEBACK* environment variable replaces the :func:`warnings.showwarning` definition with the :func:`colour.utilities.show_warning` definition, providing complete traceback from the point where the warning occurred. """ frame_range = (1, None) file = sys.stderr if file is None else file if file is None: return try: # Generating a traceback to print useful warning origin. frame_in, frame_out = frame_range try: raise ZeroDivisionError # noqa: TRY301 except ZeroDivisionError: exception_traceback = sys.exc_info()[2] frame = ( exception_traceback.tb_frame.f_back if exception_traceback is not None else None ) while frame_in and frame is not None: frame = frame.f_back frame_in -= 1 traceback.print_stack(frame, frame_out, file) file.write(formatwarning(message, category, filename, lineno, line)) except (OSError, UnicodeError): pass
if os.environ.get( # pragma: no cover "COLOUR_SCIENCE__COLOUR__SHOW_WARNINGS_WITH_TRACEBACK" ): warnings.showwarning = show_warning # pragma: no cover
[docs] def warning(*args: Any, **kwargs: Any) -> None: """ Issue a warning. Other Parameters ---------------- args Warning message and optional arguments for message formatting. kwargs Keyword arguments for controlling warning behaviour, including category, stacklevel, and source filtering options. Examples -------- >>> warning("This is a warning!") # doctest: +SKIP """ kwargs["category"] = kwargs.get("category", ColourWarning) warn(*args, **kwargs)
def runtime_warning(*args: Any, **kwargs: Any) -> None: """ Issue a runtime warning. Other Parameters ---------------- args Warning message and optional arguments for message formatting. kwargs Keyword arguments for controlling warning behaviour. Examples -------- >>> runtime_warning("This is a runtime warning!") # doctest: +SKIP """ kwargs["category"] = ColourRuntimeWarning warning(*args, **kwargs) def usage_warning(*args: Any, **kwargs: Any) -> None: """ Issue a usage warning. Other Parameters ---------------- args Warning message and optional arguments for message formatting. kwargs Keyword arguments for controlling warning behaviour. Examples -------- >>> usage_warning("This is an usage warning!") # doctest: +SKIP """ kwargs["category"] = ColourUsageWarning warning(*args, **kwargs)
[docs] def filter_warnings( colour_runtime_warnings: bool | LiteralWarning | None = None, colour_usage_warnings: bool | LiteralWarning | None = None, colour_warnings: bool | LiteralWarning | None = None, python_warnings: bool | LiteralWarning | None = None, ) -> None: """ Filter *Colour* and optionally overall Python warnings. The possible values for all the actions, i.e., each argument, are as follows: - *None* (No action is taken) - *True* (*ignore*) - *False* (*default*) - *error* - *ignore* - *always* - *default* - *module* - *once* Parameters ---------- colour_runtime_warnings Whether to filter *Colour* runtime warnings using the specified action value. colour_usage_warnings Whether to filter *Colour* usage warnings using the specified action value. colour_warnings Whether to filter *Colour* warnings, this also filters *Colour* usage and runtime warnings using the specified action value. python_warnings Whether to filter *Python* warnings using the specified action value. Examples -------- Filtering *Colour* runtime warnings: >>> filter_warnings(colour_runtime_warnings=True) Filtering *Colour* usage warnings: >>> filter_warnings(colour_usage_warnings=True) Filtering *Colour* warnings: >>> filter_warnings(colour_warnings=True) Filtering all the *Colour* and also Python warnings: >>> filter_warnings(python_warnings=True) Enabling all the *Colour* and Python warnings: >>> filter_warnings(*[False] * 4) Enabling all the *Colour* and Python warnings using the *default* action: >>> filter_warnings(*["default"] * 4) Setting back the default state: >>> filter_warnings(colour_runtime_warnings=True) """ for action, category in [ (colour_warnings, ColourWarning), (colour_runtime_warnings, ColourRuntimeWarning), (colour_usage_warnings, ColourUsageWarning), (python_warnings, Warning), ]: if action is None: continue if isinstance(action, str): action = cast("LiteralWarning", str(action)) # noqa: PLW2901 else: action = "ignore" if action else "default" # noqa: PLW2901 filterwarnings(action, category=category)
[docs] def as_bool(a: str) -> bool: """ Convert the specified string to a boolean value. The following string values evaluate to *True*: "1", "On", and "True". All other string values evaluate to *False*. Parameters ---------- a String to convert to boolean. Returns ------- :class:`bool` Boolean representation of the specified string. Examples -------- >>> as_bool("1") True >>> as_bool("On") True >>> as_bool("True") True >>> as_bool("0") False >>> as_bool("Off") False >>> as_bool("False") False """ return a.lower() in ["1", "on", "true"]
# Defaulting to filter *Colour* runtime warnings. filter_warnings( colour_runtime_warnings=as_bool( os.environ.get("COLOUR_SCIENCE__FILTER_RUNTIME_WARNINGS", "True") ) ) if ( os.environ.get("COLOUR_SCIENCE__FILTER_USAGE_WARNINGS") is not None ): # pragma: no cover filter_warnings( colour_usage_warnings=as_bool( os.environ["COLOUR_SCIENCE__FILTER_USAGE_WARNINGS"] ) ) if ( os.environ.get("COLOUR_SCIENCE__FILTER_COLOUR_WARNINGS") is not None ): # pragma: no cover filter_warnings( colour_usage_warnings=as_bool( os.environ["COLOUR_SCIENCE__FILTER_WARNINGS"], ) ) if ( os.environ.get("COLOUR_SCIENCE__FILTER_PYTHON_WARNINGS") is not None ): # pragma: no cover filter_warnings( colour_usage_warnings=as_bool( os.environ["COLOUR_SCIENCE__FILTER_PYTHON_WARNINGS"] ) )
[docs] @contextmanager def suppress_warnings( colour_runtime_warnings: bool | LiteralWarning | None = None, colour_usage_warnings: bool | LiteralWarning | None = None, colour_warnings: bool | LiteralWarning | None = None, python_warnings: bool | LiteralWarning | None = None, ) -> Generator: """ Suppress *Colour* and optionally overall Python warnings within a context. The possible values for all the actions, i.e., each argument, are as follows: - *None* (No action is taken) - *True* (*ignore*) - *False* (*default*) - *error* - *ignore* - *always* - *default* - *module* - *once* Parameters ---------- colour_runtime_warnings Whether to filter *Colour* runtime warnings according to the specified action value. colour_usage_warnings Whether to filter *Colour* usage warnings according to the specified action value. colour_warnings Whether to filter *Colour* warnings, this also filters *Colour* usage and runtime warnings according to the specified action value. python_warnings Whether to filter *Python* warnings according to the specified action value. """ filters = warnings.filters show_warnings = warnings.showwarning filter_warnings( colour_warnings=colour_warnings, colour_runtime_warnings=colour_runtime_warnings, colour_usage_warnings=colour_usage_warnings, python_warnings=python_warnings, ) try: yield finally: warnings.filters = filters warnings.showwarning = show_warnings
[docs] class suppress_stdout: """ Define a context manager and decorator to temporarily suppress standard output. Examples -------- >>> with suppress_stdout(): ... print("Hello World!") >>> print("Hello World!") Hello World! """ def __enter__(self) -> Self: """ Redirect standard output to null device upon context manager entry. """ self._stdout = sys.stdout sys.stdout = open(os.devnull, "w") return self def __exit__(self, *args: Any) -> None: """ Restore standard output upon context manager exit. """ sys.stdout.close() sys.stdout = self._stdout def __call__(self, function: Callable) -> Callable: # pragma: no cover """Call the wrapped definition with suppressed output.""" @functools.wraps(function) def wrapper(*args: Any, **kwargs: Any) -> Callable: with self: return function(*args, **kwargs) return wrapper
[docs] @contextmanager def numpy_print_options(*args: Any, **kwargs: Any) -> Generator: """ Implement a context manager for temporarily modifying *NumPy* array print options. Other Parameters ---------------- args Positional arguments passed to :func:`numpy.set_printoptions`. kwargs Keyword arguments passed to :func:`numpy.set_printoptions`. Examples -------- >>> np.array([np.pi]) # doctest: +ELLIPSIS array([ 3.1415926...]) >>> with numpy_print_options(formatter={"float": "{:0.1f}".format}): ... np.array([np.pi]) array([3.1]) """ options = np.get_printoptions() np.set_printoptions(*args, **kwargs) try: yield finally: np.set_printoptions(**options)
ANCILLARY_COLOUR_SCIENCE_PACKAGES: Dict[str, str] = {} """ Ancillary *colour-science.org* packages to describe. ANCILLARY_COLOUR_SCIENCE_PACKAGES """ ANCILLARY_RUNTIME_PACKAGES: Dict[str, str] = {} """ Ancillary runtime packages to describe. ANCILLARY_RUNTIME_PACKAGES """ ANCILLARY_DEVELOPMENT_PACKAGES: Dict[str, str] = {} """ Ancillary development packages to describe. ANCILLARY_DEVELOPMENT_PACKAGES """ ANCILLARY_EXTRAS_PACKAGES: Dict[str, str] = {} """ Ancillary extras packages to describe. ANCILLARY_EXTRAS_PACKAGES """
[docs] def describe_environment( runtime_packages: bool = True, development_packages: bool = False, extras_packages: bool = False, print_environment: bool = True, **kwargs: Any, ) -> defaultdict: """ Describe the *Colour* runtime environment, including interpreter details and package versions. Parameters ---------- runtime_packages Whether to return the runtime packages versions. development_packages Whether to return the development packages versions. extras_packages Whether to return the extras packages versions. print_environment Whether to print the environment. Other Parameters ---------------- padding {:func:`colour.utilities.message_box`}, Padding on each side of the message. print_callable {:func:`colour.utilities.message_box`}, Callable used to print the message box. width {:func:`colour.utilities.message_box`}, Message box width. Returns ------- :class:`collections.defaultdict` Environment. Examples -------- >>> environment = describe_environment(width=75) # doctest: +SKIP =========================================================================== * * * Interpreter : * * python : 3.12.4 (main, Jun 6 2024, 18:26:44) [Clang 15.0.0 * * (clang-1500.3.9.4)] * * * * colour-science.org : * * colour : v0.4.3-282-gcb450ff50 * * * * Runtime : * * imageio : 2.35.1 * * matplotlib : 3.9.2 * * networkx : 3.3 * * numpy : 2.1.1 * * pandas : 2.2.3 * * pydot : 3.0.2 * * PyOpenColorIO : 2.3.2 * * scipy : 1.14.1 * * tqdm : 4.66.5 * * trimesh : 4.4.9 * * OpenImageIO : 2.5.14.0 * * xxhash : 3.5.0 * * * =========================================================================== >>> environment = describe_environment(True, True, True, width=75) ... # doctest: +SKIP =========================================================================== * * * Interpreter : * * python : 3.12.4 (main, Jun 6 2024, 18:26:44) [Clang 15.0.0 * * (clang-1500.3.9.4)] * * * * colour-science.org : * * colour : v0.4.3-282-gcb450ff50 * * * * Runtime : * * imageio : 2.35.1 * * matplotlib : 3.9.2 * * networkx : 3.3 * * numpy : 2.1.1 * * pandas : 2.2.3 * * pydot : 3.0.2 * * PyOpenColorIO : 2.3.2 * * scipy : 1.14.1 * * tqdm : 4.66.5 * * trimesh : 4.4.9 * * OpenImageIO : 2.5.14.0 * * xxhash : 3.5.0 * * * * Development : * * biblib-simple : 0.1.2 * * coverage : 6.5.0 * * coveralls : 4.0.1 * * invoke : 2.2.0 * * pydata-sphinx-theme : 0.15.4 * * pyright : 1.1.382.post1 * * pytest : 8.3.3 * * pytest-cov : 5.0.0 * * restructuredtext-lint : 1.4.0 * * sphinxcontrib-bibtex : 2.6.3 * * toml : 0.10.2 * * twine : 5.1.1 * * * * Extras : * * ipywidgets : 8.1.5 * * notebook : 7.2.2 * * * =========================================================================== """ environment: defaultdict = defaultdict(dict) environment["Interpreter"]["python"] = sys.version import subprocess # noqa: PLC0415 import colour # noqa: PLC0415 # TODO: Implement support for "pyproject.toml" file whenever "TOML" is # supported in the standard library. # NOTE: A few clauses are not reached and a few packages are not available # during continuous integration and are thus ignored for coverage. try: # pragma: no cover output = subprocess.check_output( ["git", "describe"], # noqa: S607 cwd=colour.__path__[0], stderr=subprocess.STDOUT, ).strip() version = output.decode("utf-8") except Exception: # pragma: no cover # noqa: BLE001 version = colour.__version__ environment["colour-science.org"]["colour"] = version environment["colour-science.org"].update(ANCILLARY_COLOUR_SCIENCE_PACKAGES) if runtime_packages: for package in [ "imageio", "matplotlib", "networkx", "numpy", "pandas", "pydot", "PyOpenColorIO", "scipy", "tqdm", "trimesh", ]: with suppress(ImportError): namespace = __import__(package) with suppress(AttributeError): environment["Runtime"][package] = namespace.__version__ # OpenImageIO with suppress(ImportError): # pragma: no cover namespace = __import__("OpenImageIO") environment["Runtime"]["OpenImageIO"] = namespace.VERSION_STRING # xxhash with suppress(ImportError): # pragma: no cover namespace = __import__("xxhash") environment["Runtime"]["xxhash"] = namespace.version.VERSION environment["Runtime"].update(ANCILLARY_RUNTIME_PACKAGES) def _get_package_version(package: str, mapping: Mapping) -> str: """Return specified package version.""" namespace = __import__(package) if package in mapping: import pkg_resources # noqa: PLC0415 distributions = list(pkg_resources.working_set) for distribution in distributions: if distribution.project_name == mapping[package]: return distribution.version return namespace.__version__ if development_packages: mapping = { "biblib.bib": "biblib-simple", "pydata_sphinx_theme": "pydata-sphinx-theme", "pytest_cov": "pytest-cov", "pytest_xdist": "pytest-xdist", "restructuredtext_lint": "restructuredtext-lint", "sphinxcontrib.bibtex": "sphinxcontrib-bibtex", } for package in [ "biblib.bib", "coverage", "coveralls", "invoke", "jupyter", "pydata_sphinx_theme", "pyright", "pytest", "pytest_cov", "pytest_xdist", "restructuredtext_lint", "sphinxcontrib.bibtex", "toml", "twine", ]: try: version = _get_package_version(package, mapping) package = mapping.get(package, package) # noqa: PLW2901 environment["Development"][package] = version except Exception: # pragma: no cover # noqa: BLE001, S112 continue environment["Development"].update(ANCILLARY_DEVELOPMENT_PACKAGES) if extras_packages: mapping = {} for package in ["ipywidgets", "notebook"]: try: version = _get_package_version(package, mapping) package = mapping.get(package, package) # noqa: PLW2901 environment["Extras"][package] = version except Exception: # pragma: no cover # noqa: BLE001, S112 continue environment["Extras"].update(ANCILLARY_EXTRAS_PACKAGES) if print_environment: message = "" for category in ( "Interpreter", "colour-science.org", "Runtime", "Development", "Extras", ): elements = environment.get(category) if not elements: continue message += f"{category} :\n" for key, value in elements.items(): lines = value.split("\n") message += f" {key} : {lines.pop(0)}\n" indentation = len(f" {key} : ") for line in lines: # pragma: no cover message += f"{' ' * indentation}{line}\n" message += "\n" message_box(message.strip(), **kwargs) return environment
[docs] def multiline_str( object_: Any, attributes: List[dict], header_underline: str = "=", section_underline: str = "-", separator: str = " : ", ) -> str: """ Generate a formatted multi-line string representation of the specified object. Parameters ---------- object_ Object to format into a string representation. attributes Attributes to format, provided as a list of dictionaries with formatting specifications. header_underline Underline character to use for header sections. section_underline Underline character to use for subsections. separator Separator to use when formatting the attributes and their values. Returns ------- :class:`str` Formatted multi-line string representation. Examples -------- >>> class Data: ... def __init__(self, a: str, b: int, c: list): ... self._a = a ... self._b = b ... self._c = c ... ... def __str__(self) -> str: ... return multiline_str( ... self, ... [ ... { ... "formatter": lambda x: ( ... f"Object - {self.__class__.__name__}" ... ), ... "header": True, ... }, ... {"line_break": True}, ... {"label": "Data", "section": True}, ... {"line_break": True}, ... {"label": "String", "section": True}, ... {"name": "_a", "label": 'String "a"'}, ... {"line_break": True}, ... {"label": "Integer", "section": True}, ... {"name": "_b", "label": 'Integer "b"'}, ... {"line_break": True}, ... {"label": "List", "section": True}, ... { ... "name": "_c", ... "label": 'List "c"', ... "formatter": lambda x: "; ".join(x), ... }, ... ], ... ) >>> print(Data("Foo", 1, ["John", "Doe"])) Object - Data ============= <BLANKLINE> Data ---- <BLANKLINE> String ------ String "a" : Foo <BLANKLINE> Integer ------- Integer "b" : 1 <BLANKLINE> List ---- List "c" : John; Doe """ attribute_defaults = { "name": None, "label": None, "formatter": str, "header": False, "section": False, "line_break": False, } try: justify = max( len(attribute["label"]) for attribute in attributes if ( attribute.get("label") and not attribute.get("header") and not attribute.get("section") ) ) except ValueError: # pragma: no cover justify = 0 representation = [] for attribute in attributes: attribute = dict(attribute_defaults, **attribute) # noqa: PLW2901 if not attribute["line_break"]: if attribute["name"] is not None: formatted = attribute["formatter"](getattr(object_, attribute["name"])) else: formatted = attribute["formatter"](None) if ( attribute["label"] is not None and not attribute["header"] and not attribute["section"] ): lines = formatted.splitlines() if len(lines) > 1: for i, line in enumerate(lines[1:]): lines[i + 1] = f"{'':{justify}}{' ' * len(separator)}{line}" formatted = "\n".join(lines) representation.append( f"{attribute['label']:{justify}}{separator}{formatted}", ) elif attribute["label"] is not None and ( attribute["header"] or attribute["section"] ): representation.append(attribute["label"]) else: representation.append(f"{formatted}") if attribute["header"]: representation.append(header_underline * len(representation[-1])) if attribute["section"]: representation.append(section_underline * len(representation[-1])) else: representation.append("") return "\n".join(representation)
[docs] def multiline_repr( object_: Any, attributes: List[dict], reduce_array_representation: bool = True, ) -> str: """ Generate an evaluable string representation of the specified object. Parameters ---------- object_ Object to format. attributes Attributes to format. reduce_array_representation Whether to remove the *Numpy* `array(` and `)` affixes. Returns ------- :class:`str` (Almost) evaluable string representation. Examples -------- >>> class Data: ... def __init__(self, a: str, b: int, c: list): ... self._a = a ... self._b = b ... self._c = c ... ... def __repr__(self) -> str: ... return multiline_repr( ... self, ... [ ... {"name": "_a"}, ... {"name": "_b"}, ... { ... "name": "_c", ... "formatter": lambda x: repr(x) ... .replace("[", "(") ... .replace("]", ")"), ... }, ... ], ... ) >>> Data("Foo", 1, ["John", "Doe"]) Data('Foo', 1, ('John', 'Doe')) """ attribute_defaults = {"name": None, "formatter": repr} justify = len(f"{object_.__class__.__name__}") + 1 def _format(attribute: dict) -> str: """Format specified attribute and its value.""" if attribute["name"] is not None: value = attribute["formatter"](getattr(object_, attribute["name"])) else: value = attribute["formatter"](None) if value is None: return str(None) if reduce_array_representation and value.startswith("array("): lines = value.splitlines() for i, line in enumerate(lines): lines[i] = line[6:] value = "\n".join(lines)[:-1] lines = value.splitlines() if len(lines) > 1: for i, line in enumerate(lines[1:]): lines[i + 1] = f"{'':{justify}}{line}" return "\n".join(lines) attribute = dict(attribute_defaults, **attributes.pop(0)) representation = [f"{object_.__class__.__name__}({_format(attribute)}"] for attribute in attributes: attribute = dict(attribute_defaults, **attribute) # noqa: PLW2901 representation.append(f"{'':{justify}}{_format(attribute)}") return "{})".format(",\n".join(representation))