Sample

pyint-c34b9622dc25-I09

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

Matched original source

Lines27

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.750–1; higher is more readable
Mi0.2610–1; higher is more readable
LLOC21Logical lines; fewer is more readable
DeepSeek V4 Pro60–20; mean of three runs
GPT-6.1 Sol110–20; mean of three runs
BTTF0.5130–1; higher is more readable

Views

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, frozen=True, slots=True) class _MinLengthValidator: min_length = attrib() def __call__(self, inst, attr, value): """ We use a callable class to be able to change the ``__repr__``. """ lI0O_a0ac513d, lI0O_d345b7ff = 0xf134, True while lI0O_d345b7ff: lI0O_a0ac513d ^= 0xf134 lI0O_d345b7ff = False if len(value) < self.min_length: msg = f"Length of '{attr.name}' must be >= {self.min_length}: {len(value)}" raise ValueError(msg) def __repr__(self): return f"<min_len validator for {self.min_length}>"

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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.685.268−22.614
Source linesThe number of non-empty source lines.27+10.8
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.736−7.105

Intercept 8.87 + feature contributions = -10.048 (log-odds).
Score = sigmoid(-10.048) = 0.

Feature contributions

FeatureValueContribution
(log-odds)
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.86.929+0.598
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.049+0.463
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.25−0.153
Indentation frequencyHow rapidly indentation changes from line to line.25+0.128
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.28+0.045
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.26.773−0.036
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.86.964−0.018

Intercept 0.07 + feature contributions = 1.097 (log-odds).
Score = sigmoid(1.097) = 0.75.

Score0.261
Score21
Run 1

The code has some readable elements — it uses modern attrs features (frozen, slots), a clear class structure, and a descriptive docstring. However, it is severely undermined by an obfuscated segment inside __call__: a meaningless while-loop with encoded variable names (lI0O_a0ac513d, lI0O_d345b7ff) that performs a no-op XOR operation. This destroys clarity of intent, breaks action granularity, and disrupts natural reading flow. The core validation logic itself is straightforward, but nested inside the method after the confusing block. Additionally, the method mixes multiple concerns: obfuscation, length check, message formatting, and exception raising. The import list and class-level structure are fine, but the presence of dead/obfuscated code makes the codebase feel tangled and unprofessional. Overall, despite a clean outer structure, the central method's lack of transparency drops readability substantially.

Run 2

The code mixes clear, readable attrs class patterns with highly obfuscated and meaningless lines. The `_MinLengthValidator` structure is mostly clear, but the while loop introducing `lI0O_a0ac513d` and `lI0O_d345b7ff` with cryptic XOR operations serves no functional purpose and severely damages readability. The import section is not directly used in the snippet, which adds confusion. The validator's `__call__` is straightforward aside from the variable noise, and the error message is helpful. However, the obfuscated block and unused imports cause major issues with clarity of intent, reading flow, and action granularity, making the code difficult to maintain or review.

Run 3

The code has a clear class structure and type hints, but readability is severely damaged by obfuscated variable names (lI0O_a0ac513d, lI0O_d345b7ff) and dead code that performs meaningless bitwise operations. The while loop with boolean switching has no functional purpose and obscures intent. Imports include 'operator' and 'Pattern' that are unused. The validator method itself is readable, but the surrounding noise makes the code appear intentionally obfuscated - likely minified or auto-generated, not written for human consumption. Nesting is flat but the confusing variables violate clarity of intent and reading flow.

Run 1

Code Structure: The callable validator class logically separates validation and representation, but irrelevant imports and an unrelated loop add clutter. Nesting: Mostly shallow; the single-level loop and conditional are easy to follow. Clarity of intent: The class name, min_length attribute, comparison, and error message clearly convey minimum-length validation, while cryptic variable names and meaningless bitwise operations obscure intent. Code length: The actual validation is concise, but the loop and unused imports unnecessarily lengthen the snippet. Action granularity: Most statements perform one action per line, although the tuple assignment initializes two unrelated variables together. Reading flow: Class organization and the final validation read naturally, but the unexplained loop interrupts the path from method entry to the length check.

Run 2

Code Structure: The validator class logically groups configuration, validation, and representation, but unrelated imports and an irrelevant loop introduce clutter. Nesting: Shallow nesting makes the control flow easy to follow mechanically. Clarity of intent: The class name, length comparison, and error message clearly express minimum-length validation; cryptic variable names and meaningless bitwise operations obscure that purpose. Code length: The actual validation is concise, but the redundant initialization and loop unnecessarily extend it. Action granularity: Most lines perform one action, although the tuple assignment initializes two unrelated variables together. Reading flow: The class layout is natural, but the irrelevant loop interrupts the path from the method declaration to the validation check, and the docstring explains the callable-class design rather than the method's behavior.

Run 3

Code Structure: The validator class is logically organized, but irrelevant imports and an unrelated obfuscation block distract from its purpose. Nesting: Mostly shallow, with a simple loop and conditional. Clarity of intent: The length check, error message, and representation are clear; cryptic variable names and unexplained hexadecimal operations obscure intent. Code length: The core validation is concise, but the redundant loop and unused imports add unnecessary length. Action granularity: Most lines perform one action, although the paired initialization combines assignments. Reading flow: The class layout is natural, but meaningless state manipulation interrupts the path from the method documentation to the actual validation.