Sample
pyint-4edfe2388282-I13
Lower every eligible synchronous for loop to a while loop
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0.882 | 0–1; higher is more readable |
| Dorn | 0.82 | 0–1; higher is more readable |
| Mi | 0.504 | 0–1; higher is more readable |
| LLOC | 19 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 18.33 | 0–20; mean of three runs |
| GPT-6.1 Sol | 18.33 | 0–20; mean of three runs |
| BTTF | 0.727 | 0–1; higher is more readable |
Views
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Source regions
Feature contributions
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Source linesThe number of non-empty source lines. | 46 | +18.4 |
| Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones. | 550.225 | −18.157 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.734 | −7.101 |
Intercept 8.87 + feature contributions = 2.011 (log-odds).
Score = sigmoid(2.011) = 0.882.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.017 | +0.774 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 47 | −0.628 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 86.83 | +0.597 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 45.886 | +0.232 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 24 | +0.093 |
| 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. | 87 | −0.02 |
Intercept 0.07 + feature contributions = 1.515 (log-odds).
Score = sigmoid(1.515) = 0.82.
| Score | 0.504 |
|---|
| Score | 19 |
|---|
Run 1
The code is highly readable, with clear and logical structure. It imports modules explicitly, defines a response class with a single-focused purpose, and keeps nesting flat. The docstring clearly communicates the class's role and version changes. The `max_cookie_size` property is concise, with a natural reading flow: it first checks the app context, then falls back to the parent class. Variable and method names are descriptive, and type hints are used effectively. The code avoids unnecessary complexity and multiple actions per line, making it easy to follow and maintain.
Run 2
The code is highly readable. It follows a clear logical structure with a single class definition and a well-documented purpose. Imports are organized and the docstring provides necessary context. Nesting is minimal, with only one conditional block in the property method. Intent is evident: this is Flask's default Response class with a custom `max_cookie_size` property that respects app config. Code length is concise for its purpose. Each line generally performs one action, enhancing clarity. The reading flow is natural—imports, class docstring, attributes, and methods in expected order. Minor deductions: the `# type: ignore` comments slightly interrupt flow, and the conditional could be simplified, but overall it is excellent.
Run 3
The code is well-structured and highly readable. It uses clear class inheritance, sensible imports, and appropriate type hints. The docstring provides useful context and version notes, enhancing clarity of intent. The class has a logical organization with a default mimetype, JSON module reference, and a single property method. Nesting is minimal—the property contains only one conditional, and the action granularity is appropriate, with one meaningful operation per line. The reading flow is natural: imports, class definition, attributes, then the property. The method name and config access are explicit. Minor deductions include the type-ignore comments, which slightly reduce cleanliness, and the conditional property returns could be marginally simplified, but overall this is concise, maintainable, and follows Flask/Werkzeug conventions well.
Run 1
Code Structure: Imports, class defaults, and the property are logically organized with clear separation. Nesting: A single conditional and early return keep the method flat. Clarity of intent: Descriptive names, type annotations, documentation, and a fallback comment clearly explain the Flask-specific behavior. Code length: Executable code is concise; the lengthy class docstring provides useful context, although version-history details slightly interrupt readability. Action granularity: Each statement performs one action, with no compressed expressions or compound statements. Reading flow: The code progresses naturally from dependencies to configuration and behavior. Minor drawbacks include minimal spacing between import groups and reliance on framework knowledge to understand current_app's truthiness and type-ignore annotations.
Run 2
Code Structure: The class cleanly groups response defaults and a configuration-backed property, though several imports are unused in this snippet. Nesting: A single conditional and early return keep the implementation flat. Clarity of intent: Descriptive names, type annotations, docstrings, and the fallback comment make the behavior clear; framework-specific context and type-ignore comments add minor friction. Code length: The executable code is concise, although the historical documentation is lengthy relative to the implementation. Action granularity: Each statement performs one clear action, with no compressed multi-action lines. Reading flow: The progression from imports to class documentation, defaults, and property implementation is natural, but missing blank lines between import groups and before the class slightly reduce visual organization.
Run 3
Code Structure: A well-organized Response subclass groups defaults and a single related property logically, although several imports are unused in this snippet. Nesting: Minimal nesting, with one conditional and a straightforward fallback. Clarity of intent: Descriptive names, type annotations, documentation, and the fallback comment clearly explain the configuration-dependent behavior. Code length: The implementation is concise, though the lengthy class docstring and historical notes add reading overhead. Action granularity: Each statement performs one clear action; there are no compressed multi-action lines. Reading flow: Imports, class documentation, defaults, and property implementation follow a natural sequence. Minor formatting issues, such as missing blank lines between imports and the class, and type-ignore comments slightly reduce polish.