Sample

pyint-0f5ae077d667-I01

Remove comments and docstrings

Matched original source

Lines24

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.6280–1; higher is more readable
Mi0.6820–1; higher is more readable
LLOC16Logical lines; fewer is more readable
DeepSeek V4 Pro120–20; mean of three runs
GPT-6.1 Sol140–20; mean of three runs
BTTF0.6840–1; higher is more readable

Views

Source code

from __future__ import annotations import collections.abc as c import hashlib import typing as t from collections.abc import MutableMapping from datetime import datetime from datetime import timezone from itsdangerous import BadSignature from itsdangerous import URLSafeTimedSerializer from werkzeug.datastructures import CallbackDict from .json.tag import TaggedJSONSerializer class NullSession(SecureCookieSession): def _fail(self, *args: t.Any, **kwargs: t.Any) -> t.NoReturn: raise RuntimeError( "The session is unavailable because no secret " "key was set. Set the secret_key on the " "application to something unique and secret." ) __setitem__ = __delitem__ = clear = pop = popitem = update = setdefault = _fail del _fail

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.607.043−20.032
Source linesThe number of non-empty source lines.24+9.6
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.569−6.854

Intercept 8.87 + feature contributions = -8.416 (log-odds).
Score = sigmoid(-8.416) = 0.

Feature contributions

FeatureValueContribution
(log-odds)
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.0−0.804
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.041+0.54
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.1+0.398
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.82.96+0.151
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.25+0.151
Indentation frequencyHow rapidly indentation changes from line to line.24+0.093
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.23.893−0.076

Intercept 0.07 + feature contributions = 0.523 (log-odds).
Score = sigmoid(0.523) = 0.628.

Score0.682
Score16
Run 1

The code is relatively flat and concise, with clear intent for the NullSession class. However, readability is reduced by several factors: the class inherits from SecureCookieSession which is not imported or defined in the snippet; the assignment of multiple methods (__setitem__, __delitem__, clear, pop, popitem, update, setdefault) to _fail on a single line makes the intent less immediately obvious and slightly violates one-action-per-line principles. The use of 'del _fail' is a common but somewhat cryptic pattern that may confuse readers unfamiliar with this idiom. The imports are alphabetized but some appear unused (datetime, timezone, hashlib, MutableMapping, etc.), which adds noise. Overall, the code is compact and achieves its goal, but could benefit from line breaks and removal of unused imports for improved readability.

Run 2

The code has some redeeming qualities - it uses type hints, imports are mostly organized, and each method assignment is on its own line. However, several issues reduce readability. The class name 'NullSession' inherits from 'SecureCookieSession' which is not imported or defined in the visible code, creating ambiguity about the inheritance chain. The '_fail' method signature uses *args and **kwargs without using them, which obscures intent. The line assigning multiple methods to '_fail' is dense and unconventional - while it's a common pattern, it's not immediately clear that all these methods should raise the same error. The error message itself is clear and helpful. The class has an unnecessary blank line after the class definition. The import section could be more focused - unused imports like 'hashlib', 'datetime', and 'timezone' create noise. Overall, the code is functional but lacks clarity in structure and intent, making it moderately difficult to understand at first glance.

Run 3

The code demonstrates some good practices: it uses future annotations, imports are somewhat organized, and the NullSession class has a clear purpose. The use of __setitem__ = __delitem__ = ... = _fail is a concise way to disable all mutating methods. However, readability suffers from several issues: 1) the class inherits from SecureCookieSession which is not imported in this snippet, breaking context; 2) there's an unnecessary blank line after the class definition; 3) the intent of setting all methods to _fail requires understanding the pattern of method aliasing; 4) the 'del _fail' at the end is cryptic - it removes the private method after aliasing it, which is a non-obvious pattern; 5) the docstring is inside the _fail method but the class itself lacks documentation; 6) type hints are minimal in the method signature. The code is functional but could be clearer with better documentation and more explicit method definitions.

Run 1

Code Structure: The small class is logically organized, but numerous unused imports and the undefined-in-snippet SecureCookieSession base class add distraction. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: NullSession and the explicit error message clearly communicate that session mutations are unavailable without a secret key, although the chained method aliases require familiarity with Python. Code length: The implementation is concise, but redundant imports and extra blank lines reduce economy. Action granularity: The long chained assignment binds several methods on one line, making individual overrides less immediately visible. Reading flow: The progression from failure handler to mutation-method aliases is natural, but deleting _fail afterward is a subtle technique that interrupts straightforward reading.

Run 2

Code Structure: The class is logically organized, but numerous unused imports and the undefined-in-snippet SecureCookieSession base class add clutter and reduce self-containment. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The descriptive class name and explicit error message clearly communicate that session mutations fail when no secret key exists, though the method-aliasing technique requires familiarity with Python. Code length: The implementation is concise, but unnecessary imports and extra blank lines detract from that concision. Action granularity: Most lines perform one action, but the chained assignment binds seven methods at once, making individual behavior less immediately apparent. Reading flow: The progression from error handler to mutation-method aliases is logical; deleting _fail afterward is less intuitive and briefly interrupts comprehension.

Run 3

Code Structure: Imports and a single class are logically organized, but numerous unused imports and the undefined-in-snippet SecureCookieSession base add clutter and missing context. Nesting: Very shallow, making the code easy to scan. Clarity of intent: NullSession, _fail, type annotations, and the descriptive exception clearly communicate that session mutations are prohibited without a secret key. Code length: The implementation is concise, though unnecessary imports and extra blank lines reduce polish. Action granularity: The chained assignment binds seven methods on one line, sacrificing readability for brevity; deleting _fail also requires understanding class namespace behavior. Reading flow: The error message reads naturally, but the long alias assignment and missing base-class context interrupt an otherwise straightforward progression.