Sample
pyint-207037d58e53-SRC
Unmodified source class
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.893 | 0–1; higher is more readable |
| Mi | 0.335 | 0–1; higher is more readable |
| LLOC | 60 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 16.33 | 0–20; mean of three runs |
| GPT-6.1 Sol | 16.67 | 0–20; mean of three runs |
| BTTF | 0.399 | 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. | 3336.79 | −110.114 |
| Source linesThe number of non-empty source lines. | 84 | +33.6 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.368 | −6.552 |
Intercept 8.87 + feature contributions = -74.196 (log-odds).
Score = sigmoid(-74.196) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Indentation frequencyHow rapidly indentation changes from line to line. | 82 | +2.099 |
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 85 | −1.973 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 83.655 | +0.76 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 85.859 | +0.581 |
| 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 *. | 0.081 | +0.155 |
| 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. | 85.894 | +0.027 |
Intercept 0.07 + feature contributions = 2.117 (log-odds).
Score = sigmoid(2.117) = 0.893.
| Score | 0.335 |
|---|
| Score | 60 |
|---|
Run 1
The code is generally well-structured and readable. It follows a clean class-based approach with clear separation of concerns (explained vs fast loading paths). Functions are small and focused with descriptive names. The nesting level is shallow (maximum 2-3 levels), and the flow from public method to private helpers is logical. Type hints improve clarity significantly. The main weaknesses are: (1) the complex tuple type annotations create noise and potential maintenance burden - extracting a type alias would improve readability; (2) the `_get_source_explained` method has slightly convoluted logic with `rv` and `trv` variables that could use clearer naming; (3) some lines with type unions are quite long. Overall, the code demonstrates good practices like single responsibility, consistent error handling, and readable iteration patterns.
Run 2
The code is generally well-structured and readable. It imports explicitly, uses type hints consistently, and separates concerns cleanly across methods. The class has a clear single responsibility: dispatching template loading across app and blueprint loaders. Method names like `_get_source_fast` and `_get_source_explained` clearly convey intent. Nesting is shallow, and action granularity is appropriate—each line typically performs one operation. The `_get_source_explained` method is slightly more complex due to tracking both `rv` and `trv`, which adds mild cognitive overhead. The `_iter_loaders` method is clean and reusable. Overall, the code favors clarity over cleverness, with good balance between verbosity and explicitness. Minor deductions come from the slight redundancy in `_get_source_explained` and the somewhat dense type annotations in the return signatures.
Run 3
The code is generally well-structured and readable. It uses clear class and method names, separates concerns into distinct methods (`_get_source_explained`, `_get_source_fast`, `_iter_loaders`), and maintains flat nesting with only one or two levels of indentation in most places. Type hints are used consistently, improving clarity of intent. The loading strategy pattern is cleanly separated. Minor deductions: the `_get_source_explained` method has slightly awkward variable annotations (`rv`, `trv`) that could be clearer, and the tuple return type is repeated verbatim several times, adding visual noise. The `list_templates` method duplicates the loader iteration pattern rather than reusing `_iter_loaders`, which slightly reduces consistency. Overall, the code is easy to follow with logical organization and natural reading flow.
Run 1
Code Structure: Methods cleanly separate loader dispatch, diagnostic loading, fast loading, and template listing. Nesting: Mostly shallow, although diagnostic loading and blueprint template listing reach three levels. Clarity of intent: Descriptive method names, a class docstring, and type annotations establish the purpose; abbreviated variables such as rv, trv, and srcobj reduce clarity, while App and Scaffold lack visible definitions or imports. Code length: Generally concise, but repeated complex return annotations and duplicated loader traversal add verbosity. Action granularity: Statements perform one action per line, with no compressed compound operations. Reading flow: Public dispatch leads naturally into implementation helpers, and exception handling is straightforward. The local debug import slightly interrupts flow, and unused imports and the unused template parameter add distraction.
Run 2
Code Structure: Well organized into focused methods for loader selection, diagnostic loading, fast loading, and template listing. Nesting: Mostly shallow, though diagnostic exception handling and template listing introduce moderate nesting. Clarity of intent: Descriptive method names, a class docstring, and type annotations explain the purpose; abbreviated names such as rv and trv obscure intermediate results, and App and Scaffold are not defined or imported in the snippet. Code length: Generally concise, but repeated complex return annotations and the inner loop in list_templates add avoidable verbosity. Action granularity: Each line generally performs one clear action, with no compressed multi-statement lines. Reading flow: Execution follows a natural progression from dispatch to implementation and loader iteration; the local import and dense annotations slightly interrupt that flow.
Run 3
Code Structure: Well-organized class with separate methods for dispatch, diagnostic loading, fast loading, loader iteration, and template listing. Nesting: Mostly shallow, although diagnostic loading and blueprint template collection introduce moderate nesting. Clarity of intent: Descriptive method names, a useful class docstring, and type annotations clarify behavior; abbreviated variables such as rv and trv and unexplained App and Scaffold types reduce clarity. Code length: Generally concise, but repeated complex tuple annotations and the inner template-addition loop add avoidable verbosity. Action granularity: Each line generally performs one action, making operations easy to follow. Reading flow: Dispatch precedes implementation details, and control flow is natural; the mid-method import and inconsistent annotation style slightly interrupt reading.