Sample
pyint-87ef585fba40-I12
Inline all eligible single-use intermediate local variables
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.192 | 0–1; higher is more readable |
| Mi | 0.425 | 0–1; higher is more readable |
| LLOC | 78 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 15.33 | 0–20; mean of three runs |
| GPT-6.1 Sol | 17 | 0–20; mean of three runs |
| BTTF | 0.475 | 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. | 5435.556 | −179.373 |
| Source linesThe number of non-empty source lines. | 170 | +68 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.515 | −6.773 |
Intercept 8.87 + feature contributions = -109.276 (log-odds).
Score = sigmoid(-109.276) = 0.
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. | 171 | −5.018 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 136 | +3.967 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 136 | −2.7 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 169.777 | +1.963 |
| 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. | 110.988 | −1.036 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 110.959 | +0.986 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.063 | +0.329 |
Intercept 0.07 + feature contributions = -1.439 (log-odds).
Score = sigmoid(-1.439) = 0.192.
| Score | 0.425 |
|---|
| Score | 78 |
|---|
Run 1
The code is moderately readable but suffers from several issues that prevent a higher score. The class structure is logical and methods are well-documented, but `open()` contains complex branching logic with multiple nested `isinstance` checks that disrupt reading flow. Nesting is most severe in `session_transaction()` where context managers, conditionals, and method calls are deeply layered. Action granularity varies - most lines contain single actions, but the `_copy_environ` method crams multiple operations into one line with method chaining and nested calls. The intent is generally clear from method names and docstrings, but some sections like the `if args and isinstance(...)` block create cognitive overhead. Code length is appropriate for the functionality, though the comments describing `isinstance` checks add noise rather than clarity. The reading flow is natural in most methods but breaks down in `open()` where the conditional branches create disjointed logic that requires careful tracking of request construction paths.
Run 2
The code is generally well-structured with clear method separation and appropriate docstrings. Key methods like `open`, `session_transaction`, and context management are readable, using flat conditional checks rather than deep nesting. Type hints improve clarity. The `open` method handles multiple input types with readable if/elif branches, though it is somewhat long. The `session_transaction` method is also understandable but could be broken into smaller helpers, slightly lowering action granularity. Comments explaining branch intent (“request is None”) help comprehension. Overall, the code maintains good readability with minor verbosity in a few methods.
Run 3
The code is generally readable with clear intent and logical structure. Class methods are well-organized, type hints improve clarity, and docstrings explain complex behavior. The main readability drawback is the open() method, which has multiple branching conditions and mixed responsibilities (building requests, managing context stacks, delegating to super), increasing cognitive load. session_transaction() also has multiple early exits and steps, but its linear flow mitigates confusion. Nesting is moderate but acceptable. Action granularity is mostly one action per line. Reading flow is natural for most methods, except open(), which jumps between conditional branches and context cleanup logic. Overall, it is understandable for someone familiar with Flask internals, but the open() method could be refactored into smaller helpers to improve separation of concerns and reduce branch complexity.
Run 1
Code Structure: Well-organized class with focused methods separating session handling, request construction, and context management. Nesting: Mostly shallow, although open() has nested type-dependent branches that slightly increase reading effort. Clarity of intent: Descriptive method names, annotations, docstrings, and lifecycle comments explain most behavior; abbreviated variables and externally defined types/helpers require some context. Code length: Generally proportionate to functionality, though extensive documentation and repeated request-construction paths add length. Action granularity: Statements typically perform one action per line, with a few chained calls and a long assignment reducing scanability. Reading flow: Methods follow coherent sequences, supported by guard clauses and explicit cleanup; context preservation and session lifecycle transitions demand careful attention, and the 'request is None' comment is misleading.
Run 2
Code Structure: Cohesive class organization and focused helper methods separate request construction, session handling, and context management. Nesting: Mostly shallow, although open() contains a moderately nested type-dispatch branch. Clarity of intent: Descriptive method names, type annotations, docstrings, and lifecycle comments explain most behavior; abbreviated variables and types not defined or imported in the snippet add some ambiguity. Code length: Generally proportionate to the functionality, but lengthy documentation, unused imports, and a redundant comment slightly reduce concision. Action granularity: Statements generally perform one action per line, with a few dense expressions and chained calls. Reading flow: Methods follow a natural initialization-to-operation-to-cleanup progression, though framework-specific context preservation and session mechanics require careful reading.
Run 3
Code Structure: Well-organized class with focused methods separating session handling, environment preparation, request construction, and context management. Nesting: Generally shallow, though open() contains a moderately nested type-dispatch branch. Clarity of intent: Descriptive method names, type annotations, docstrings, and context-lifecycle comments make most behavior clear; abbreviated variables and externally defined symbols slightly reduce standalone clarity. Code length: Appropriate for the functionality, although documentation is lengthy and some request-building expressions are dense. Action granularity: Statements generally perform one action per line, with a few chained calls and long assignments requiring extra attention. Reading flow: Methods follow coherent sequences, and guard clauses simplify control flow. Minor distractions include the misleading 'request is None' comment, long type-ignore lines, and imports unused within the provided snippet.