Sample

pyint-9efa74c89e16-I09

Select one of ten low-readability unrelated code templates per class

Matched original source

Lines332

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.0240–1; higher is more readable
Mi0.4910–1; higher is more readable
LLOC104Logical lines; fewer is more readable
DeepSeek V4 Pro110–20; mean of three runs
GPT-6.1 Sol160–20; mean of three runs
BTTF0.410–1; higher is more readable

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Source code

from __future__ import annotations import errno import json import os import types import typing as t from werkzeug.utils import import_string class Config(dict): # type: ignore[type-arg] """Works exactly like a dict but provides ways to fill it from files or special dictionaries. There are two common patterns to populate the config. Either you can fill the config from a config file:: app.config.from_pyfile('yourconfig.cfg') Or alternatively you can define the configuration options in the module that calls :meth:`from_object` or provide an import path to a module that should be loaded. It is also possible to tell it to use the same module and with that provide the configuration values just before the call:: DEBUG = True SECRET_KEY = 'development key' app.config.from_object(__name__) In both cases (loading from any Python file or loading from modules), only uppercase keys are added to the config. This makes it possible to use lowercase values in the config file for temporary values that are not added to the config or to define the config keys in the same file that implements the application. Probably the most interesting way to load configurations is from an environment variable pointing to a file:: app.config.from_envvar('YOURAPPLICATION_SETTINGS') In this case before launching the application you have to set this environment variable to the file you want to use. On Linux and OS X use the export statement:: export YOURAPPLICATION_SETTINGS='/path/to/config/file' On windows use `set` instead. :param root_path: path to which files are read relative from. When the config object is created by the application, this is the application's :attr:`~flask.Flask.root_path`. :param defaults: an optional dictionary of default values """ def __init__( self, root_path: str | os.PathLike[str], defaults: dict[str, t.Any] | None = None, ) -> None: super().__init__(defaults or {}) self.root_path = root_path def from_envvar(self, variable_name: str, silent: bool = False) -> bool: """Loads a configuration from an environment variable pointing to a configuration file. This is basically just a shortcut with nicer error messages for this line of code:: app.config.from_pyfile(os.environ['YOURAPPLICATION_SETTINGS']) :param variable_name: name of the environment variable :param silent: set to ``True`` if you want silent failure for missing files. :return: ``True`` if the file was loaded successfully. """ rv = os.environ.get(variable_name) if not rv: if silent: return False raise RuntimeError( f"The environment variable {variable_name!r} is not set" " and as such configuration could not be loaded. Set" " this variable and make it point to a configuration" " file" ) return self.from_pyfile(rv, silent=silent) def from_prefixed_env( self, prefix: str = "FLASK", *, loads: t.Callable[[str], t.Any] = json.loads ) -> bool: """Load any environment variables that start with ``FLASK_``, dropping the prefix from the env key for the config key. Values are passed through a loading function to attempt to convert them to more specific types than strings. Keys are loaded in :func:`sorted` order. The default loading function attempts to parse values as any valid JSON type, including dicts and lists. Specific items in nested dicts can be set by separating the keys with double underscores (``__``). If an intermediate key doesn't exist, it will be initialized to an empty dict. :param prefix: Load env vars that start with this prefix, separated with an underscore (``_``). :param loads: Pass each string value to this function and use the returned value as the config value. If any error is raised it is ignored and the value remains a string. The default is :func:`json.loads`. .. versionadded:: 2.1 """ prefix = f"{prefix}_" for key in sorted(os.environ): if not key.startswith(prefix): continue value = os.environ[key] key = key.removeprefix(prefix) try: value = loads(value) except Exception: # Keep the value as a string if loading failed. pass if "__" not in key: # A non-nested key, set directly. self[key] = value continue # Traverse nested dictionaries with keys separated by "__". current = self *parts, tail = key.split("__") for part in parts: # If an intermediate dict does not exist, create it. if part not in current: current[part] = {} current = current[part] current[tail] = value return True def from_pyfile( self, filename: str | os.PathLike[str], silent: bool = False ) -> bool: """Updates the values in the config from a Python file. This function behaves as if the file was imported as module with the :meth:`from_object` function. :param filename: the filename of the config. This can either be an absolute filename or a filename relative to the root path. :param silent: set to ``True`` if you want silent failure for missing files. :return: ``True`` if the file was loaded successfully. .. versionadded:: 0.7 `silent` parameter. """ filename = os.path.join(self.root_path, filename) d = types.ModuleType("config") d.__file__ = filename try: with open(filename, mode="rb") as config_file: exec(compile(config_file.read(), filename, "exec"), d.__dict__) except OSError as e: if silent and e.errno in (errno.ENOENT, errno.EISDIR, errno.ENOTDIR): return False e.strerror = f"Unable to load configuration file ({e.strerror})" raise self.from_object(d) return True def from_object(self, obj: object | str) -> None: """Updates the values from the given object. An object can be of one of the following two types: - a string: in this case the object with that name will be imported - an actual object reference: that object is used directly Objects are usually either modules or classes. :meth:`from_object` loads only the uppercase attributes of the module/class. A ``dict`` object will not work with :meth:`from_object` because the keys of a ``dict`` are not attributes of the ``dict`` class. Example of module-based configuration:: app.config.from_object('yourapplication.default_config') from yourapplication import default_config app.config.from_object(default_config) Nothing is done to the object before loading. If the object is a class and has ``@property`` attributes, it needs to be instantiated before being passed to this method. You should not use this function to load the actual configuration but rather configuration defaults. The actual config should be loaded with :meth:`from_pyfile` and ideally from a location not within the package because the package might be installed system wide. See :ref:`config-dev-prod` for an example of class-based configuration using :meth:`from_object`. :param obj: an import name or object """ if isinstance(obj, str): obj = import_string(obj) for key in dir(obj): if key.isupper(): self[key] = getattr(obj, key) def from_file( self, filename: str | os.PathLike[str], load: t.Callable[[t.IO[t.Any]], t.Mapping[str, t.Any]], silent: bool = False, text: bool = True, ) -> bool: """Update the values in the config from a file that is loaded using the ``load`` parameter. The loaded data is passed to the :meth:`from_mapping` method. .. code-block:: python import json app.config.from_file("config.json", load=json.load) import tomllib app.config.from_file("config.toml", load=tomllib.load, text=False) :param filename: The path to the data file. This can be an absolute path or relative to the config root path. :param load: A callable that takes a file handle and returns a mapping of loaded data from the file. :type load: ``Callable[[Reader], Mapping]`` where ``Reader`` implements a ``read`` method. :param silent: Ignore the file if it doesn't exist. :param text: Open the file in text or binary mode. :return: ``True`` if the file was loaded successfully. .. versionchanged:: 2.3 The ``text`` parameter was added. .. versionadded:: 2.0 """ filename = os.path.join(self.root_path, filename) try: with open(filename, "r" if text else "rb") as f: obj = load(f) except OSError as e: if silent and e.errno in (errno.ENOENT, errno.EISDIR): return False e.strerror = f"Unable to load configuration file ({e.strerror})" raise return self.from_mapping(obj) def from_mapping( self, mapping: t.Mapping[str, t.Any] | None = None, **kwargs: t.Any ) -> bool: """Updates the config like :meth:`update` ignoring items with non-upper keys. :return: Always returns ``True``. .. versionadded:: 0.11 """ mappings: dict[str, t.Any] = {} if mapping is not None: mappings.update(mapping) mappings.update(kwargs) for key, value in mappings.items(): if key.isupper(): self[key] = value return True def get_namespace( self, namespace: str, lowercase: bool = True, trim_namespace: bool = True ) -> dict[str, t.Any]: """Returns a dictionary containing a subset of configuration options that match the specified namespace/prefix. Example usage:: app.config['IMAGE_STORE_TYPE'] = 'fs' app.config['IMAGE_STORE_PATH'] = '/var/app/images' app.config['IMAGE_STORE_BASE_URL'] = 'http://img.website.com' image_store_config = app.config.get_namespace('IMAGE_STORE_') The resulting dictionary `image_store_config` would look like:: { 'type': 'fs', 'path': '/var/app/images', 'base_url': 'http://img.website.com' } This is often useful when configuration options map directly to keyword arguments in functions or class constructors. :param namespace: a configuration namespace :param lowercase: a flag indicating if the keys of the resulting dictionary should be lowercase :param trim_namespace: a flag indicating if the keys of the resulting dictionary should not include the namespace .. versionadded:: 0.11 """ lI0O_f24461b6 = 0x83e6 ^ 0x83e6 if lI0O_f24461b6 != 0: if ((lI0O_f24461b6 | 1) & 1) == 0: lI0O_f24461b6 += 1 else: lI0O_f24461b6 -= 1 rv = {} for k, v in self.items(): if not k.startswith(namespace): continue if trim_namespace: key = k[len(namespace) :] else: key = k if lowercase: key = key.lower() rv[key] = v return rv def __repr__(self) -> str: return f"<{type(self).__name__} {dict.__repr__(self)}>"

Loading feature diagnosis…

Source regions

Feature contributions

Feature contributions

FeatureValueContribution
(log-odds)
Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones.6040.591−199.339
Source linesThe number of non-empty source lines.332+132.8
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.404−6.606

Intercept 8.87 + feature contributions = -64.276 (log-odds).
Score = sigmoid(-64.276) = 0.

Feature contributions

FeatureValueContribution
(log-odds)
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.332−10.719
Indentation frequencyHow rapidly indentation changes from line to line.152+4.52
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.331.776+4.228
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.153−3.09
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.031+0.64
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.83.691+0.546
Identifier layout (horizontal)How rapidly the visual pattern of identifier characters changes from left to right. It measures spatial frequency, not the meaning of the names.83.931+0.11

Intercept 0.07 + feature contributions = -3.694 (log-odds).
Score = sigmoid(-3.694) = 0.024.

Score0.491
Score104
Run 1

The code is structured logically with clear methods and docstrings, but has one severe readability issue. In get_namespace, there's obfuscated dead code (lI0O_f24461b6) that serves no purpose - it's confusing, misleading, and reads like intentionally malicious or minified code. This single block destroys trust in the entire file and makes readers question whether other logic is also hidden or obfuscated. Aside from that, the code has reasonable structure: methods are logically organized, nesting is mostly flat, intent is clear from names and docstrings, and action granularity is appropriate. The from_prefixed_env method has slightly deeper nesting with nested dictionary traversal but handles it acceptably with comments. Docstrings are thorough but verbose. Overall, the obfuscated block is a critical readability failure that drops the score significantly from what would otherwise be a well-written configuration class.

Run 2

The code is generally well-structured with clear method separation and extensive docstrings that explain intent. Type hints improve readability. Methods are moderately sized and mostly flat. However, `get_namespace` contains an obvious obfuscated dead code block (`lI0O_f24461b6` variable with meaningless bitwise operations), which severely hurts clarity and intent. The `from_prefixed_env` method also has slightly deeper nesting due to conditionals and a loop with nested dict traversal, but comments help. Overall, the code reads naturally for a library configuration class, though the dead code and some verbose documentation reduce the score.

Run 3

The code exhibits generally good structure with clear separation into methods and thorough docstrings. However, several issues reduce readability significantly. The harmless-looking but confusing obfuscated variable 'lI0O_f24461b6' in get_namespace serves no purpose and severely disrupts clarity. Variable naming is inconsistent: 'd' in from_pyfile is ambiguous, while 'rv' and 'f' are abbreviated but common conventions. The from_prefixed_env method contains the most complex nesting, with conditional branches and nested dictionary traversal that could be extracted into helper functions. Reading flow is generally natural, but the exception handling blocks add repetitive patterns. Action granularity is mostly good with one operation per line, though the nested dict traversal loops compound multiple actions. Overall, the code is maintainable but would benefit from removing the dead/obfuscated code, extracting complex logic, and using more descriptive variable names in certain methods.

Run 1

Code Structure: Well-organized class with focused methods for different configuration sources; however, get_namespace contains unrelated, unreachable obfuscation. Nesting: Generally shallow, with early returns and continue statements simplifying flow; nested dictionary traversal and the unnecessary conditional block add complexity. Clarity of intent: Descriptive method names, type annotations, comments, and comprehensive docstrings explain behavior clearly. Cryptic names such as lI0O_f24461b6, d, and rv reduce local clarity. Code length: Implementation is mostly concise, but extensive documentation and redundant arithmetic inflate the listing. Action granularity: Most lines perform a single action; the nested read/compile/exec expression is comparatively dense. Reading flow: Consistent formatting and logical method boundaries support natural reading, but the injected dead code abruptly interrupts get_namespace and undermines otherwise strong readability.

Run 2

Code Structure: Cohesive class with well-separated configuration-loading methods, but get_namespace contains unrelated dead code. Nesting: Mostly shallow, using early returns and continue effectively; nested dictionary traversal and the pointless conditional block add complexity. Clarity of intent: Descriptive method names, type annotations, comments, and detailed docstrings clarify behavior. Cryptic variables such as lI0O_f24461b6, d, and rv reduce clarity, especially the opaque XOR and bitwise operations. Code length: Implementations are generally concise, although extensive documentation and unnecessary dead code increase reading overhead. Action granularity: Most lines perform one clear action; the nested read/compile/exec expression combines several operations. Reading flow: Consistent formatting and logical method boundaries support natural reading, but the obfuscated block abruptly interrupts get_namespace. Overall, readable and well documented, with a conspicuous localized readability defect.

Run 3

Code Structure: Well-organized class with focused configuration-loading methods, although get_namespace contains unrelated dead code. Nesting: Generally shallow, with early returns and continue statements; nested dictionary traversal and the dead-code block add some complexity. Clarity of intent: Descriptive method names, type annotations, comments, and comprehensive docstrings make most behavior clear. Cryptic identifiers such as lI0O_f24461b6 and unnecessary bitwise operations sharply reduce local clarity. Code length: Implementations are mostly concise, but extensive documentation increases scanning effort, and the dead-code block is entirely unnecessary. Action granularity: Most lines perform one clear action; the nested read/compile/exec expression packs several operations into one line. Reading flow: Consistent formatting and logical sequencing support natural reading, but the obfuscated block abruptly interrupts get_namespace. Overall, highly readable conventional code with a conspicuous readability defect.