Sample

pyint-ce33b361f99e-I13

Lower every eligible synchronous for loop to a while loop

Matched original source

Lines19

Scores

MethodScoreScale
Posnett0.010–1; higher is more readable
Dorn0.8730–1; higher is more readable
Mi0.4970–1; higher is more readable
LLOC17Logical lines; fewer is more readable
DeepSeek V4 Pro17.330–20; mean of three runs
GPT-6.1 Sol17.670–20; mean of three runs
BTTF0.6880–1; higher is more readable

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Source code

from __future__ import annotations import hashlib import os import re import threading import time import warnings from base64 import b64encode from typing import TYPE_CHECKING, Any, Final, cast, overload from ._internal_utils import to_native_string from .compat import basestring, str, urlparse from .cookies import extract_cookies_to_jar from .utils import parse_dict_header class AuthBase: """Base class that all auth implementations derive from""" def __call__(self, r: PreparedRequest) -> PreparedRequest: raise NotImplementedError("Auth hooks must be callable.")

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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.422.873−13.955
Source linesThe number of non-empty source lines.19+7.6
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.708−7.062

Intercept 8.87 + feature contributions = -4.547 (log-odds).
Score = sigmoid(-4.547) = 0.01.

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.64.7+0.925
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.035+0.6
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.20+0.328
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.65+0.244
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.18.894−0.146
Indentation frequencyHow rapidly indentation changes from line to line.19−0.08
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.19−0.015

Intercept 0.07 + feature contributions = 1.927 (log-odds).
Score = sigmoid(1.927) = 0.873.

Score0.497
Score17
Run 1

The code is highly readable. It begins with clear future import and standard imports, organized logically (standard library, then local modules). Constants like `Final` are properly imported. The `AuthBase` class has a clear docstring and a single, focused method with a descriptive parameter type hint and return type. Nesting is non-existent, action granularity is one action per line, and overall structure is flat. The only minor deduction is that some imported names (e.g., `overload`, `cast`, `Any`) are not used in the shown code, which slightly reduces clarity of intent for a reviewer seeing only this fragment.

Run 2

The code is highly readable. It has a clear, flat structure with no nesting. Imports are organized logically, and the single class with a concise docstring and one method is straightforward. The use of type hints and the NotImplementedError with a clear message demonstrates clarity of intent. Each action is on its own line, and the reading flow is natural.

Run 3

The code is highly readable with a clear, logical structure. It begins with standard library imports, followed by typing imports, then internal/local imports — a conventional and organized pattern. Nesting is minimal; there are no deeply nested control structures. The intent is explicit: defining an abstract base class for authentication with a clear docstring and a straightforward `__call__` method that raises `NotImplementedError`. The code is concise, avoiding unnecessary verbosity. Action granularity is appropriate — each import and class/method definition occupies its own line, enhancing clarity. Reading flow is natural, moving from dependencies to class definition to method body. Minor deductions: the import block is slightly long and some type-related imports (e.g., `Final`, `cast`, `overload`) are unused in the visible code, which could confuse readers about their purpose.

Run 1

Code Structure: Imports followed by a clearly defined authentication base class provide logical organization, though many imports are unused in this snippet. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The class name, docstring, type annotations, and explicit NotImplementedError clearly communicate the callable authentication interface; the parameter name 'r' is less descriptive, and PreparedRequest is not defined or imported in the snippet. Code length: The implementation is concise, but the extensive import list adds unnecessary bulk here. Action granularity: Each statement occupies its own line. Reading flow: The progression from imports to class to method is natural, though additional spacing between import groups and before the class would improve readability.

Run 2

Code Structure: Imports precede a clearly defined base class, providing logical organization, though numerous unused imports clutter this standalone snippet. Nesting: Minimal, with only a class and its method. Clarity of intent: The class name, docstring, and NotImplementedError clearly establish an authentication interface; however, the parameter name 'r' is vague, and PreparedRequest is not defined or imported in the shown code. Code length: The implementation is concise, but the import block is disproportionate to its functionality. Action granularity: Each statement occupies its own line. Reading flow: Natural top-to-bottom progression, slightly weakened by limited spacing between import groups and the class.

Run 3

Code Structure: Imports followed by a small base class provide logical organization, although many imports are unused in this snippet. Nesting: Minimal nesting makes the code easy to scan. Clarity of intent: The class name, docstring, typed call signature, and explicit NotImplementedError clearly communicate the authentication-hook interface; PreparedRequest is not defined or imported in the shown code. Code length: The implementation is concise, but the extensive import list adds visual overhead. Action granularity: Each line performs a single clear action. Reading flow: The progression from dependencies to interface is natural, though blank lines separating import groups and preceding the class would improve readability.