Sample
pyint-a982da214d28-I13
Lower every eligible synchronous for loop to a while loop
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.873 | 0–1; higher is more readable |
| Mi | 0.559 | 0–1; higher is more readable |
| LLOC | 24 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 5.67 | 0–20; mean of three runs |
| GPT-6.1 Sol | 13 | 0–20; mean of three runs |
| BTTF | 0.593 | 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. | 1136.186 | −37.494 |
| Source linesThe number of non-empty source lines. | 41 | +16.4 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.334 | −6.501 |
Intercept 8.87 + feature contributions = -18.725 (log-odds).
Score = sigmoid(-18.725) = 0.
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. | 69.976 | +0.701 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 39 | +0.612 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 42 | −0.451 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.059 | +0.371 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 40.761 | +0.16 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 53.738 | +0.063 |
Intercept 0.07 + feature contributions = 1.924 (log-odds).
Score = sigmoid(1.924) = 0.873.
| Score | 0.559 |
|---|
| Score | 24 |
|---|
Run 1
The code has a clear class structure and purpose, but readability is significantly hindered by the use of `__import__('builtins')` instead of direct built-in functions (`iter`, `next`) or a for loop. This makes the iteration logic unnecessarily verbose and difficult to follow. The `while True` loop with manual exception handling for `StopIteration` adds nesting and complexity that could be replaced by a simple `for member in value:` loop. The `__call__` method lacks clear separation of concerns, mixing validation logic with control flow. While the code is concise and follows consistent formatting, the unusual built-in access pattern obscures intent. The `__repr__` method is readable and well-structured. Overall, the code would be much more readable with idiomatic Python iteration and fewer workarounds.
Run 2
The code scores very low on readability. Structure is unclear due to odd dynamic imports: repeatedly calling __import__('builtins') instead of using Python's built-in 'iter' and 'next' directly, which obscures intent and breaks natural flow. Nesting is acceptable but the while-try-except pattern creates awkward control flow. Clarity of intent is hampered by the unnecessary dynamic imports, confusing naming ('loopIterator' is not Pythonic), and a misleading comment about changing __repr__ that doesn't explain why it matters. Action granularity is poor: multiple operations are crammed into lines like 'except __import__('builtins').StopIteration:'. Code length is acceptable overall. Reading flow feels disjointed and artificial. The class could be far more readable with direct built-in calls, a for-loop using 'iter()', and simplified names.
Run 3
The code suffers from multiple readability issues. The dynamic import using `__import__("builtins")` is highly unusual and obscures intent; direct use of `iter`, `next`, and `StopIteration` would be clearer. The `while True` loop with a `try/except` for control flow is less Pythonic than a `for` loop. The class structure is reasonable with `attrs`, but the `__call__` method mixes validation logic with iteration in a way that adds nesting. Naming is inconsistent (`loopIterator` uses camelCase against Python convention). The `__repr__` method is compact but uses a conditional expression that reduces clarity. Action granularity is mostly one-per-line, but the dynamic import calls are overloaded. Overall the code has a logical class structure, but the implementation details and non-idiomatic constructs significantly hurt readability.
Run 1
Code Structure: The class logically groups configuration, validation, and representation, though several unused imports add clutter. Nesting: Mostly shallow, with moderate nesting in the while/try/except iteration. Clarity of intent: Validator names clearly convey their roles, but dynamic builtins imports obscure ordinary iteration, and is_callable and optional are not defined or imported in the snippet. Code length: Reasonably short overall, but a simple for loop would replace the unnecessarily verbose iterator handling. Action granularity: Statements generally perform one action per line, although repeated dynamic imports complicate otherwise simple operations. Reading flow: Validation proceeds naturally from the iterable to its members, and representation is separated cleanly; however, the unconventional loopIterator name, repetitive imports, and implementation-focused docstring interrupt readability.
Run 2
Code Structure: The class logically groups validator attributes, validation behavior, and representation, though unused imports add clutter. Nesting: Mostly shallow, but the while/try/except iteration introduces unnecessary nesting compared with a for loop. Clarity of intent: Validator names clearly express their purpose; repeated dynamic builtins imports and the inconsistent loopIterator naming distract from that intent. The docstring explains the callable-class choice rather than validation behavior, and is_callable and optional are not defined or imported in the excerpt. Code length: Reasonably compact overall, but manual iterator handling unnecessarily expands a simple operation. Action granularity: Statements generally perform one action per line, with readable multiline expressions. Reading flow: Attributes and methods follow a natural order, but low-level iteration mechanics interrupt the otherwise straightforward validation flow.
Run 3
Code Structure: The class logically separates configuration, validation, and representation, although several imports appear unused in this snippet. Nesting: Mostly shallow, with a modestly nested while/try/except loop. Clarity of intent: Validator names communicate purpose, but loopIterator breaks naming conventions, and repeated dynamic builtins imports obscure ordinary iteration. The docstring explains the callable-class design rather than the method's validation behavior. Code length: Reasonably compact overall, but manual iterator management is unnecessarily verbose compared with a for loop. Action granularity: Statements generally perform one action per line, though dynamic imports embedded in iteration operations add complexity. Reading flow: Validation proceeds naturally from the iterable to its members, and representation is isolated appropriately; however, the unusual iteration machinery interrupts that flow.