Sample
int-7cee9d8ba5ec-SRC
Unmodified source class
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Scalabrino | 0.876 | 0–1; higher is more readable |
| Dorn | 0.803 | 0–1; higher is more readable |
| Mi | 0.039 | 0–1; higher is more readable |
| LLOC | 39 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 17.67 | 0–20; mean of three runs |
| GPT-6.1 Sol | 18 | 0–20; mean of three runs |
| BTTF | 0.644 | 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. | 2218.293 | −73.204 |
| Source linesThe number of non-empty source lines. | 116 | +46.4 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.432 | −6.647 |
Intercept 8.87 + feature contributions = -24.581 (log-odds).
Score = sigmoid(-24.581) = 0.
| Score | 0.876 |
|---|
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. | 116 | −3.071 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 101 | +2.756 |
| 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. | 119.966 | −1.416 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 115.62 | +1.206 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 114.932 | +1.05 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.055 | +0.411 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
Intercept 0.07 + feature contributions = 1.405 (log-odds).
Score = sigmoid(1.405) = 0.803.
| Score | 0.039 |
|---|
| Score | 39 |
|---|
Run 1
The code is well-structured and readable. It uses clear class naming (UnreleasableByteBuf) and follows a consistent pattern of overriding methods to wrap ByteBuf operations. The structure is logical, grouping related methods (retain/release, slice/duplicate) together. Nesting is minimal with only a single level in the order() method. Intent is clear from the class documentation and method names. Code length is appropriate for the functionality - each method is concise. Action granularity is excellent with one action per line. Reading flow is natural with related methods clustered together. The comments explaining design decisions for readRetainedSlice and similar methods add clarity by explaining non-obvious choices. Minor improvements could include using Objects.requireNonNull instead of ObjectUtil.checkNotNull for consistency with standard Java, but this is a library-specific choice. Overall, the code demonstrates excellent maintainability and readability characteristics.
Run 2
The code is highly readable with clear structure and intent. It uses a flat class hierarchy, minimal nesting, and consistent method patterns that make the purpose of each override immediately obvious. Each method performs a single action or returns a wrapped result, maintaining one-action-per-line discipline. The comments explaining why retained methods delegate to non-retained versions show thoughtful reasoning without being verbose. Naming is descriptive, and the lazy initialization in the order() method is straightforward. Minor deductions: repeated comments could be consolidated, and the ternary in the constructor adds slight cognitive overhead, but overall flow and organization are excellent.
Run 3
This code is highly readable due to its clear structure and consistent patterns. The class has a single responsibility - preventing reference count modifications - and each method is concise with minimal nesting. The constructor intelligently unwraps existing UnreleasableByteBuf instances to avoid unnecessary wrapping. Method naming is clear and follows standard ByteBuf conventions. The code makes excellent use of delegation, with each method performing one clear action. Comments are used sparingly and only where they add significant value, explaining non-obvious design decisions about avoiding memory leaks. The only minor drawbacks are slight redundancy in the release/retain methods and the need for domain knowledge about ByteBuf semantics, but these are unavoidable given the wrapper pattern. The flat hierarchy and consistent one-line implementations contribute to excellent readability.
Run 1
Code Structure: Well-organized wrapper class with related overrides grouped logically. Nesting: Minimal, with shallow conditionals and simple method bodies. Clarity of intent: The class documentation, descriptive method names, and explanatory comments clearly communicate reference-count suppression and wrapper behavior. Code length: Methods are concise, although repeated leak-related comments add avoidable length. Action granularity: Most lines perform one action; the chained assignment in order() and its combined validation/comparison slightly reduce clarity. Reading flow: Consistent formatting and predictable delegation make the code easy to follow, though local-field name shadowing in order() requires extra attention. Overall, highly readable with minor opportunities to simplify repeated explanations and assignment syntax.
Run 2
Code Structure: Well-organized wrapper class with small, consistently implemented overrides and related methods grouped together. Nesting: Very shallow; only simple conditionals appear in order(). Clarity of intent: The class documentation clearly explains reference-count protection, and comments explain the retained-view behavior. Understanding inherited buffer operations requires some API familiarity. Code length: Methods are concise, although repeated explanatory comments add avoidable length. Action granularity: Most lines perform one clear action; the chained assignment in order() combines local assignment, field assignment, and construction, slightly reducing readability. Reading flow: Consistent formatting, descriptive method names, and predictable delegation make the class easy to scan. Local shadowing of swappedBuf and compact ternary expressions introduce minor reading friction.
Run 3
Code Structure: Well-organized wrapper class with small, focused overrides and related methods grouped together. Nesting: Very shallow; simple conditionals and early returns make control flow easy to follow. Clarity of intent: Class documentation, descriptive method names, and explanatory comments clearly communicate reference-count protection and retained-view behavior. Code length: Methods are concise, though repeated explanatory comments add avoidable bulk. Action granularity: Most lines perform one action; the chained assignment in order() combines local and field updates, slightly reducing clarity. Reading flow: Consistent formatting and predictable delegation create a natural flow. Minor friction comes from the local variable shadowing swappedBuf and the constructor's inline conditional.