Sample
pyint-d788ae10072a-I13
Lower every eligible synchronous for loop to a while loop
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.764 | 0–1; higher is more readable |
| Mi | 0.138 | 0–1; higher is more readable |
| LLOC | 36 | 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 | 0.722 | 0–1; higher is more readable |
Views
Loading feature diagnosis…
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. | 1634.205 | −53.929 |
| Source linesThe number of non-empty source lines. | 56 | +22.4 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.701 | −7.052 |
Intercept 8.87 + feature contributions = -29.71 (log-odds).
Score = sigmoid(-29.71) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 57 | −0.982 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 97.333 | +0.766 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 42 | +0.716 |
| 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. | 98.93 | −0.525 |
| 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. | 55.84 | +0.371 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.06 | +0.361 |
Intercept 0.07 + feature contributions = 1.174 (log-odds).
Score = sigmoid(1.174) = 0.764.
| Score | 0.138 |
|---|
| Score | 36 |
|---|
Run 1
The code is well-structured and readable. It uses clear class and method names, proper type hints, and concise docstrings. Nesting is minimal, with only one level inside the decorator. Action granularity is good, with one main action per line. The reading flow is natural, progressing from imports to class definition to method overrides. Minor deductions: the decorator closure adds slight indirection, and type-ignore comments add noise. The `super(AppGroup, self).command` call is explicit but slightly verbose compared to `super().command`. Overall, the code is clean, maintainable, and easy to follow for developers familiar with Click and Flask.
Run 2
The code is well-structured into a single class with clearly named methods and docstrings explaining intent. Nesting is minimal, limited to one decorator inside each method. Type hints and comments improve clarity. The code is concise but not overly compressed. Each method handles a single responsibility, and the reading flow is logical. Slight deductions for type-ignore comments and slightly long docstrings, but overall readability is high.
Run 3
The code is highly readable. It is logically structured, with each class (AppGroup) and method clearly defined. The nesting is minimal, with only a single inner decorator function. Intent is clear through descriptive naming, docstrings, and type hints. Although some lines are long (e.g., return type annotations), the code is concise overall. Each line generally performs one action, and the reading flow is natural, following a top-to-bottom inheritance pattern. Minor deductions for dense type annotations and a few lengthy lines, but overall clarity is strong.
Run 1
Code Structure: The class cleanly separates command and group customization, although the extensive import block distracts from the small implementation. Nesting: Shallow overall; the nested decorator and conditional are appropriate to the behavior. Clarity of intent: Descriptive method names, type annotations, and docstrings clearly explain application-context wrapping and default group selection, though with_appcontext is not defined in the excerpt. Code length: Methods are concise, but many imports are unused in the shown code and documentation is somewhat repetitive. Action granularity: Statements generally perform one action per line; the chained superclass call and decorator application require slightly more parsing. Reading flow: Methods proceed naturally from configuration to delegation, but tightly packed imports, long annotations, and inline type-ignore comments add visual noise.
Run 2
Code Structure: The class cleanly separates command wrapping and group configuration into focused methods, although the many unused imports distract in this snippet. Nesting: Shallow nesting, with only a small inner decorator and one conditional, keeps complexity low. Clarity of intent: Descriptive names, type annotations, and informative docstrings explain the behavior well; with_appcontext is referenced but not defined here. Code length: The implementation is concise, though imports and verbose annotations add visual overhead. Action granularity: Statements generally perform one action per line, with the chained superclass command invocation slightly denser. Reading flow: Configuration, conditional wrapping, and delegation proceed naturally; long signatures and type-ignore comments introduce minor interruptions.
Run 3
Code Structure: The class cleanly separates command and group customization, although the many unused imports clutter this excerpt. Nesting: Shallow overall; the nested decorator and single conditional are straightforward. Clarity of intent: Descriptive names, type annotations, and detailed docstrings explain application-context wrapping and the default group class. The externally defined with_appcontext requires some surrounding context. Code length: Methods are concise, but the import block and repeated documentation make the excerpt longer than necessary. Action granularity: Most lines perform one action; the chained superclass call and decorator application compress several operations into one expression. Reading flow: The class progresses naturally from command behavior to group behavior, though multiline signatures, type-ignore comments, and the dense import section slightly interrupt scanning.