Sample
pyint-d9e69932261e-I12
Inline all eligible single-use intermediate local variables
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.848 | 0–1; higher is more readable |
| Mi | 0.521 | 0–1; higher is more readable |
| LLOC | 19 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 16.67 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17.33 | 0–20; mean of three runs |
| BTTF | 0.558 | 0–1; higher is more readable |
Views
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Source regions
Feature contributions
Feature contributions
| Feature | Value | Contribution (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. | 728.451 | −24.039 |
| Source linesThe number of non-empty source lines. | 31 | +12.4 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.373 | −6.559 |
Intercept 8.87 + feature contributions = -9.328 (log-odds).
Score = sigmoid(-9.328) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 89 | +0.632 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.052 | +0.433 |
| 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. | 30 | +0.301 |
| 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. | 89 | −0.104 |
| 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. | 30.7 | +0.019 |
Intercept 0.07 + feature contributions = 1.722 (log-odds).
Score = sigmoid(1.722) = 0.848.
| Score | 0.521 |
|---|
| Score | 19 |
|---|
Run 1
The code is generally readable with clear structure and intent. The class has a single responsibility (validating membership in options), and method names are descriptive. Nesting is minimal (one try/except block), and action granularity is appropriate—each line performs one logical operation. The f-strings used for error messages and __repr__ are clear and informative. However, readability could be improved by removing the blank line before the raise statement, and the use of `_original_options` alongside `options` creates slight ambiguity about why both exist. The `__call__` signature is straightforward, but the TypeError comment is helpful though terse. Overall, it's concise, well-organized, and easy to follow.
Run 2
The code is generally clear and well-structured. It defines a single-purpose validator class with a focused responsibility, keeping the logic simple and readable. Nesting is minimal, with only one exception-handling block and a single conditional, making the flow easy to follow. Intent is clear from the class name and method implementation—the validator checks membership and raises a meaningful error if invalid. The code is concise but includes a confusing blank line before the `raise` statement, slightly disrupting flow. Action granularity is appropriate; most lines perform one logical action. However, the constructor and `__call__` could be marginally clearer with a docstring or type hints. Overall, it is very readable and maintainable.
Run 3
The code is highly readable with clear logical organization, minimal nesting, and consistent action granularity. It follows a straightforward validator pattern with an __init__-like attribute declaration, a single public method, and a clean __repr__. The try/except handles a specific edge case (TypeError from `in` with incompatible types) without adding nesting complexity. Variable names are descriptive, and error messages are informative with proper f-string formatting. The blank line after the conditional is a minor style inconsistency but does not detract from clarity. Overall, this is well-structured, concise, and easy to follow.
Run 1
Code Structure: The validator class is logically organized, with attributes, validation behavior, and representation clearly separated. Nesting: Shallow try/except and conditional blocks keep complexity low. Clarity of intent: Descriptive names and the TypeError example make the membership check and failure handling easy to understand, although attrs-specific declarations require framework knowledge. Code length: The implementation is concise, but several imports are unused in the provided snippet, and the error-message expression has unnecessary parentheses. Action granularity: Each statement performs a single clear action; the multiline exception construction is easy to scan. Reading flow: Validation proceeds naturally from checking membership to handling invalid input, followed by representation. An extra whitespace-only line slightly disrupts formatting.
Run 2
Code Structure: The validator class is logically organized, separating validation from representation, though several imports are unused in this snippet. Nesting: Shallow try/except and a single conditional keep complexity low. Clarity of intent: Membership validation and its error behavior are clear, with descriptive names and a helpful TypeError example; the distinction between options and _original_options is not explained. Code length: Concise overall, with minor clutter from unused imports, redundant parentheses around the error message, and an extra blank line. Action granularity: Each statement performs one action, and the multiline exception arguments are easy to scan. Reading flow: Execution proceeds naturally from membership checking to failure reporting, followed by representation.
Run 3
Code Structure: Imports, class attributes, validation logic, and representation are logically organized, though several imports are unused in this snippet. Nesting: Shallow try/except and a single conditional keep the code easy to follow. Clarity of intent: Membership validation is clear, supported by descriptive names and a helpful TypeError example; the distinction between options and _original_options is not explained. Code length: The implementation is concise, with minor clutter from unused imports, redundant parentheses around the error message, and an extra blank line. Action granularity: Each statement performs one clear action, and the multiline exception construction is readable. Reading flow: The progression from membership check to failure reporting is natural, followed by a straightforward representation method.