Sample

pyint-401dd3330b56-I13

Lower every eligible synchronous for loop to a while loop

Matched original source

Lines29

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.8590–1; higher is more readable
Mi0.3340–1; higher is more readable
LLOC16Logical lines; fewer is more readable
DeepSeek V4 Pro17.330–20; mean of three runs
GPT-6.1 Sol180–20; mean of three runs
BTTF0.6120–1; higher is more readable

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Source code

import operator import re from contextlib import contextmanager from re import Pattern from ._config import get_run_validators, set_run_validators from ._make import _AndValidator, and_, attrib, attrs from .converters import default_if_none from .exceptions import NotCallableError @attrs(repr=False, slots=False, unsafe_hash=True) class _IsCallableValidator: def __call__(self, inst, attr, value): """ We use a callable class to be able to change the ``__repr__``. """ if not callable(value): message = ( "'{name}' must be callable " "(got {value!r} that is a {actual!r})." ) raise NotCallableError( msg=message.format( name=attr.name, value=value, actual=value.__class__ ), value=value, ) def __repr__(self): return "<is_callable validator>"

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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.711.107−23.467
Source linesThe number of non-empty source lines.29+11.6
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.279−6.419

Intercept 8.87 + feature contributions = -9.415 (log-odds).
Score = sigmoid(-9.415) = 0.

Feature contributions

FeatureValueContribution
(log-odds)
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.70.967+0.659
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.052+0.432
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.1+0.398
Indentation frequencyHow rapidly indentation changes from line to line.27+0.197
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.54.967+0.082
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.30−0.026
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.28.889−0.006

Intercept 0.07 + feature contributions = 1.807 (log-odds).
Score = sigmoid(1.807) = 0.859.

Score0.334
Score16
Run 1

The code is well-structured and highly readable. Imports are organized, the class uses a decorator for concise setup, and the `__call__` method has a clear purpose with a helpful docstring. The error message construction is logical and the validation logic is straightforward. There is one action per line and minimal nesting. The `__repr__` method is simple and explicit. Minor points deducted because the multi-line message string with `.format()` is slightly verbose, and the `msg=` keyword in `NotCallableError` adds a small amount of noise, but overall the code is clean, intent-revealing, and easy to follow.

Run 2

The code demonstrates excellent readability through clear imports, logical organization, and flat structure. The class has a single responsibility and minimal nesting, with only one level of indentation inside the `__call__` method. Intent is explicit through descriptive naming (`_IsCallableValidator`, `NotCallableError`) and helpful docstrings. The error message construction is well-formatted and readable. Code length is concise without sacrificing clarity. Each line performs one logical action, and the reading flow follows a natural progression from validation to error raising to representation. Minor deductions: the `@attrs` decorator line is dense with arguments, and the method signature spans three lines unnecessarily. Overall, this is production-quality readable code.

Run 3

The code is well-structured and concise. It imports only necessary modules, defines a single validator class with clear responsibilities, and uses a callable class with a sensible docstring explaining design intent. The __call__ method follows a flat conditional flow with no deep nesting. Error message construction is clean and readable, with clear variable naming. The __repr__ method is trivial and clear. Minor deductions: the conditional error message block could be slightly more compact, and the overall module context is missing, but within the snippet the reading flow is natural and intent is obvious.

Run 1

Code Structure: Imports and a small validator class are logically organized, although several imports are unused in this snippet. Nesting: A single conditional keeps control flow shallow; nested formatting calls remain easy to follow. Clarity of intent: The class name, callable check, descriptive error, and custom representation clearly communicate the purpose. The docstring explains the class-based design, though decorator options require familiarity with the library. Code length: The implementation is compact, with reasonable multiline formatting for the error construction. Action granularity: Each statement performs one clear action, and keyword arguments are separated cleanly. Reading flow: The code progresses naturally from validation to error reporting and representation. A blank line between imports and the decorator would improve visual separation.

Run 2

Code Structure: The validator is logically organized into validation and representation methods, though numerous unused imports add clutter. Nesting: Control flow is shallow, with a single conditional; multiline formatting introduces no substantial complexity. Clarity of intent: The class name, callable check, and descriptive exception clearly communicate the purpose. The docstring explains the callable-class design rather than the method's behavior. Code length: The implementation is concise, although the imports are excessive for this snippet. Action granularity: Each statement performs one clear action, and exception arguments are neatly separated. Reading flow: Validation progresses naturally from checking the value to constructing and raising an informative error, followed by a simple representation method.

Run 3

Code Structure: The validator is logically organized into validation and representation methods, though several unused imports add clutter. Nesting: Control flow is shallow, with a single conditional; nested formatting calls remain easy to follow. Clarity of intent: Descriptive class and method names, a straightforward callable check, and an informative exception clearly communicate purpose. The docstring explains the callable-class design rather than the validation behavior. Code length: The implementation is concise, although unused imports slightly inflate it. Action granularity: Statements perform distinct actions, and multiline exception construction improves readability. Reading flow: The code progresses naturally from checking the value to constructing and raising an error, then defining its representation. Additional blank-line separation after imports would improve visual organization.