Sample

pyint-57e80663d14a-SRC

Unmodified source class

Lines102

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.540–1; higher is more readable
Mi0.2240–1; higher is more readable
LLOC38Logical lines; fewer is more readable
DeepSeek V4 Pro16.670–20; mean of three runs
GPT-6.1 Sol180–20; mean of three runs
BTTF0.6460–1; higher is more readable

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Source code

from __future__ import annotations import dataclasses import decimal import json import typing as t import uuid import weakref from datetime import date from werkzeug.http import http_date class DefaultJSONProvider(JSONProvider): """Provide JSON operations using Python's built-in :mod:`json` library. Serializes the following additional data types: - :class:`datetime.datetime` and :class:`datetime.date` are serialized to :rfc:`822` strings. This is the same as the HTTP date format. - :class:`uuid.UUID` is serialized to a string. - :class:`dataclasses.dataclass` is passed to :func:`dataclasses.asdict`. - :class:`~markupsafe.Markup` (or any object with a ``__html__`` method) will call the ``__html__`` method to get a string. """ default: t.Callable[[t.Any], t.Any] = staticmethod(_default) """Apply this function to any object that :meth:`json.dumps` does not know how to serialize. It should return a valid JSON type or raise a ``TypeError``. """ ensure_ascii = True """Replace non-ASCII characters with escape sequences. This may be more compatible with some clients, but can be disabled for better performance and size. """ sort_keys = True """Sort the keys in any serialized dicts. This may be useful for some caching situations, but can be disabled for better performance. When enabled, keys must all be strings, they are not converted before sorting. """ compact: bool | None = None """If ``True``, or ``None`` out of debug mode, the :meth:`response` output will not add indentation, newlines, or spaces. If ``False``, or ``None`` in debug mode, it will use a non-compact representation. """ mimetype = "application/json" """The mimetype set in :meth:`response`.""" def dumps(self, obj: t.Any, **kwargs: t.Any) -> str: """Serialize data as JSON to a string. Keyword arguments are passed to :func:`json.dumps`. Sets some parameter defaults from the :attr:`default`, :attr:`ensure_ascii`, and :attr:`sort_keys` attributes. :param obj: The data to serialize. :param kwargs: Passed to :func:`json.dumps`. """ kwargs.setdefault("default", self.default) kwargs.setdefault("ensure_ascii", self.ensure_ascii) kwargs.setdefault("sort_keys", self.sort_keys) return json.dumps(obj, **kwargs) def loads(self, s: str | bytes, **kwargs: t.Any) -> t.Any: """Deserialize data as JSON from a string or bytes. :param s: Text or UTF-8 bytes. :param kwargs: Passed to :func:`json.loads`. """ return json.loads(s, **kwargs) def response(self, *args: t.Any, **kwargs: t.Any) -> Response: """Serialize the given arguments as JSON, and return a :class:`~flask.Response` object with it. The response mimetype will be "application/json" and can be changed with :attr:`mimetype`. If :attr:`compact` is ``False`` or debug mode is enabled, the output will be formatted to be easier to read. Either positional or keyword arguments can be given, not both. If no arguments are given, ``None`` is serialized. :param args: A single value to serialize, or multiple values to treat as a list to serialize. :param kwargs: Treat as a dict to serialize. """ obj = self._prepare_response_obj(args, kwargs) dump_args: dict[str, t.Any] = {} if (self.compact is None and self._app.debug) or self.compact is False: dump_args.setdefault("indent", 2) else: dump_args.setdefault("separators", (",", ":")) return self._app.response_class( f"{self.dumps(obj, **dump_args)}\n", mimetype=self.mimetype )

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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.1802.659−59.488
Source linesThe number of non-empty source lines.102+40.8
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.61−6.915

Intercept 8.87 + feature contributions = -16.733 (log-odds).
Score = sigmoid(-16.733) = 0.

Feature contributions

FeatureValueContribution
(log-odds)
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.103−2.611
Indentation frequencyHow rapidly indentation changes from line to line.52+1.061
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.101.838+1.014
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.52−0.772
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.033+0.618
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.78.184+0.457
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.78.951+0.321

Intercept 0.07 + feature contributions = 0.159 (log-odds).
Score = sigmoid(0.159) = 0.54.

Score0.224
Score38
Run 1

The code demonstrates clear, organized structure with a single, well-defined class and coherent grouping of attributes and methods. Documentation strings thoroughly explain intent, reducing ambiguity. Nesting is minimal, with only one conditional in the response method, keeping logic flat and readable. Action granularity is appropriate: most lines perform a single operation, especially in dumps and response. The response method is slightly dense but still clear. Overall reading flow is natural, moving from setup (attributes) to core methods. Length is appropriate for the functionality, avoiding unnecessary verbosity.

Run 2

The code is well-structured with clear class-level configuration attributes and concise methods. Each method has a focused purpose (dumps, loads, response) and maintains flat nesting with minimal indentation. The docstrings are thorough but not excessive, clearly explaining intent and parameters. Action granularity is appropriate - each line performs a distinct logical operation. The response method has a slightly complex conditional for determining compact vs pretty printing, but remains readable due to clear variable naming and comments. Type hints improve clarity. The code length is appropriate, avoiding unnecessary verbosity while providing enough context. Reading flow is natural, starting with defaults and moving to core serialization methods, with a clean separation between configuration and behavior. Minor room for improvement: the response method could use a named flag for the formatting decision instead of an inline conditional.

Run 3

The code is well-structured and readable due to clear class organization, informative docstrings, and type hints. The methods `dumps`, `loads`, and `response` have distinct roles, and each line focuses on one action, aiding readability. However, minor issues prevent a higher score: the nested conditional in `response` is slightly complex, and the `dumps` method uses multiple `setdefault` calls that could be refactored into a single kwargs update. The `response` method also mixes formatting logic with response construction, which could be separated for clarity. Overall, the code is maintainable and clearly intended but has small areas where structure and flow could be simplified.

Run 1

Code Structure: Clearly organized into configuration attributes and focused serialization, deserialization, and response methods. Nesting: Minimal, with only a straightforward if/else branch. Clarity of intent: Descriptive names, type annotations, and thorough docstrings explain behavior well; externally defined JSONProvider, _default, and Response slightly limit standalone understanding. Code length: Implementation is concise, although extensive documentation and several unused imports add visual bulk. Action granularity: Most lines perform one clear action; the final response construction combines serialization and formatting but remains readable. Reading flow: Natural progression from defaults to basic operations and response generation, with consistent formatting. The compact/debug condition requires a little extra attention but is manageable.

Run 2

Code Structure: Configuration attributes and focused serialization methods are logically organized. Nesting: Control flow is shallow, with only one straightforward if/else. Clarity of intent: Descriptive names, type annotations, and thorough docstrings clearly explain behavior; however, JSONProvider, _default, and Response are not defined in the snippet, leaving some context implicit. Code length: Executable code is concise, although extensive documentation and several unused imports make the excerpt longer than necessary. Action granularity: Each statement performs one clear operation, and the multiline return is easy to follow. Reading flow: The progression from configuration to dumps, loads, and response is natural. Minor distractions include redundant setdefault calls on a newly created dictionary and a moderately dense compact/debug condition.

Run 3

Code Structure: Configuration attributes and focused serialization, deserialization, and response methods are logically organized. Nesting: Control flow is shallow, with only one simple if/else branch. Clarity of intent: Descriptive names, type annotations, and thorough docstrings explain behavior well, although JSONProvider, _default, and Response are not defined or imported in the snippet, requiring external context. Code length: Implementation is concise; documentation accounts for most of the length and is useful, though somewhat verbose. Action granularity: Each statement performs a single clear action, and the multiline response construction remains easy to follow. Reading flow: The progression from configuration to basic JSON operations to response formatting is natural. Minor distractions include unused imports and the compound compact/debug condition, which takes slightly more effort to parse.