Sample
int-7ae1fa3c1a7f-I12
Inline all eligible single-use intermediate local variables
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 | 17.33 | 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 with clear purpose, demonstrating good readability. The class has a focused responsibility (preventing reference count changes) and follows logical organization with methods grouped by related functionality. Nesting is minimal, with only one conditional in the order() method. Variable naming is descriptive (swappedBuf, endianness) and the constructor cleverly unwraps nested instances. Comments explain non-obvious design decisions, particularly regarding potential memory leaks. The code length is appropriate, avoiding unnecessary verbosity while providing meaningful overrides. Action granularity is mostly one action per line. Reading flow is natural, with related methods grouped together. Minor improvements could include extracting the repeated leak-prevention comment into a class-level javadoc, but this doesn't significantly impact readability.
Run 2
The code demonstrates excellent readability with clear structure and single-purpose methods. Each method follows a consistent pattern: wrap operations that create new buffers with UnreleasableByteBuf while making reference counting operations no-ops. The nesting is minimal, with only one level in the order() method. Intent is clear from method names and educational comments explaining why retained operations delegate to non-retained versions. The class has a single responsibility - preventing reference count manipulation. Action granularity is appropriate with single statements per method. The reading flow is natural, grouping similar operations (slices, duplicates, retain/release). Potential minor improvements: the order() method could extract the swapped buffer check, and the repeated comment could be consolidated, but these are negligible concerns.
Run 3
The code is highly readable with clear structure, minimal nesting, and obvious intent. Each method performs a single logical action per line. The class prevents reference count changes by overriding retain/release/touch to return safe values. Method names and comments explain non-obvious choices, such as using slice() instead of retainedSlice(). The constructor's conditional unwrap is concise and purposeful. Overall flow is natural and consistent.
Run 1
Code Structure: Logically organized wrapper with related operations grouped together and consistent overrides. Nesting: Very shallow, with simple conditionals and early returns. Clarity of intent: Class documentation, descriptive method names, and comments explain reference-count protection and retained-operation behavior. Code length: Methods are concise, although repeated explanatory comments add avoidable length. Action granularity: Most lines perform one action; the chained assignment in order() and inline null validation slightly reduce clarity. Reading flow: Consistent formatting and predictable delegation make the code easy to follow, though local-field name shadowing in order() introduces minor friction.
Run 2
Code Structure: Small, clearly separated overrides logically implement the wrapper behavior. Nesting: Almost entirely flat, with simple conditionals and early returns. Clarity of intent: The class documentation, descriptive method names, and explanatory comments make reference-count suppression and derived-buffer wrapping clear. Code length: Methods are concise; repeated explanatory comments add some unnecessary length, though the overrides are appropriate. Action granularity: Most lines perform one action, but the chained assignment in order() combines cache initialization and local assignment, slightly reducing readability. Reading flow: Consistent formatting and grouping of related slice, duplicate, and reference-count methods support natural reading. Minor friction comes from the local swappedBuf shadowing the field and compact ternary expressions.
Run 3
Code Structure: Well-organized wrapper class with related overrides grouped logically and consistent formatting. Nesting: Very shallow; short methods and early returns keep control flow easy to follow. Clarity of intent: Class documentation, descriptive method names, and comments clearly explain reference-count protection and retained-operation behavior. Code length: Methods are concise, although repeated explanatory comments add unnecessary length. Action granularity: Most lines perform one clear action; the chained assignment in order() combines cache initialization and local assignment, slightly reducing readability. Reading flow: Predictable delegation patterns and grouping of slice, duplicate, and reference-count methods support natural reading. Minor friction comes from local-field name shadowing and the compact constructor ternary.