Sample
pyint-94e4f84b54a4-I02
Shorten method, parameter, and local names without collisions
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0.006 | 0–1; higher is more readable |
| Dorn | 0.845 | 0–1; higher is more readable |
| Mi | 0.403 | 0–1; higher is more readable |
| LLOC | 13 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 15 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17 | 0–20; mean of three runs |
| BTTF | 0.736 | 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. | 537.2 | −17.728 |
| Source linesThe number of non-empty source lines. | 27 | +10.8 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.688 | −7.032 |
Intercept 8.87 + feature contributions = -5.089 (log-odds).
Score = sigmoid(-5.089) = 0.006.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| 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. | 71.964 | +0.617 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.04 | +0.557 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 61.857 | +0.194 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 16 | −0.184 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 27 | +0.08 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 26.808 | −0.035 |
Intercept 0.07 + feature contributions = 1.697 (log-odds).
Score = sigmoid(1.697) = 0.845.
| Score | 0.403 |
|---|
| Score | 13 |
|---|
Run 1
The code is generally readable with clear structure and intent. It defines a custom JSONDecodeError class that combines behavior from two parent classes. The class structure is logical and follows a clear pattern: __init__ and __reduce__ methods with docstrings explaining the 'why' behind the implementation. Nesting is minimal, and action granularity is mostly one step per line, though the __init__ method involves multiple conceptual actions. The docstrings are helpful for understanding the subtle MRO and pickling concerns. However, readability is slightly reduced by dense comments that require background knowledge about inheritance and pickling, and the __reduce__ return type annotation is unclear. The code is concise but could be improved with brief inline comments for key steps. Overall, it is maintainable for experienced Python developers but may be challenging for newcomers to understand the rationale behind the method overrides.
Run 2
The code is well-organized with clear class hierarchy and descriptive docstrings. However, the multiple inheritance pattern (InvalidJSONError, CompatJSONDecodeError) and the dual __init__ calls make it complex. The __init__ method has moderate complexity due to argument forwarding, though comments help clarify. Nesting is minimal and flat. Action granularity is mostly one action per line, improving readability. The __reduce__ method is concise with a clear purpose. The docstrings are verbose but informative, adding context needed for understanding the error handling edge cases. Overall, the code is readable but requires some Python inheritance and exception handling knowledge.
Run 3
The code has clear purpose and generally good structure with docstrings explaining non-obvious design decisions. However, readability is reduced by vague argument names (`*arg`, `**kwa`), three-level deep inheritance, and multiple class instantiations on separate lines that are conceptually one action. The `__reduce__` docstring is long and complex. There is no blank line separating imports from class definition, and the class hierarchy is not immediately evident. The code is concise but could benefit from more descriptive parameter names and simpler explanations of the hook methods. Overall it is understandable but requires careful reading to grasp the intent and interactions among base classes.
Run 1
1. Code Structure: Imports, class definition, and methods are logically organized, although InvalidJSONError is not defined or imported in the snippet and some imports are unused. 2. Nesting: Minimal nesting makes the code easy to scan. 3. Clarity of intent: Descriptive class and method names, type annotations, and docstrings explain the initialization and pickling behavior; abbreviated parameter names arg and kwa reduce clarity slightly. 4. Code length: The implementation is concise, though the docstrings are somewhat lengthy and contain minor grammatical issues. 5. Action granularity: Each executable line performs one clear action. 6. Reading flow: Initialization followed by serialization support creates a natural progression, with explicit parent-method calls making the multiple-inheritance behavior understandable.
Run 2
Code Structure: Imports and a focused exception class are logically organized, though InvalidJSONError is not defined or imported in the snippet, and two imports appear unused. Nesting: Minimal nesting makes both methods easy to scan. Clarity of intent: Docstrings clearly explain the unusual initialization and pickling behavior; abbreviated parameter names arg and kwa are less conventional and slightly obscure intent. Code length: The implementation is concise, although the explanatory docstrings are somewhat verbose. Action granularity: Each statement performs one clear action. Reading flow: Initialization followed by serialization behavior creates a natural progression, but understanding the multiple-inheritance interaction requires familiarity with exception internals.
Run 3
Code Structure: Imports and a single exception class with two focused methods provide logical organization, though InvalidJSONError is undefined in the snippet and some imports are unused. Nesting: Flat method bodies make the code easy to scan. Clarity of intent: Docstrings explain the subtle initialization and pickling behavior well, but abbreviated parameter names arg and kwa reduce clarity slightly. Code length: The implementation is concise; the explanatory docstrings are lengthy but useful given the multiple-inheritance behavior. Action granularity: Each executable line performs one clear action. Reading flow: Initialization followed by serialization support is natural, with explicit parent-method calls making execution order visible. Minor grammatical issues in the docstrings and missing surrounding context prevent a higher score.