Sample

pyint-1e82ee0019f6-SRC

Unmodified source class

Lines33

Scores

MethodScoreScale
Posnett00–1; higher is more readable
Dorn0.8150–1; higher is more readable
Mi0.3820–1; higher is more readable
LLOC18Logical lines; fewer is more readable
DeepSeek V4 Pro170–20; mean of three runs
GPT-6.1 Sol180–20; mean of three runs
BTTF0.5690–1; higher is more readable

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Source code

from __future__ import annotations import typing as t from jinja2.loaders import BaseLoader from werkzeug.routing import RequestRedirect from .blueprints import Blueprint from .globals import _cv_app from .sansio.app import App class DebugFilesKeyError(KeyError, AssertionError): """Raised from request.files during debugging. The idea is that it can provide a better error message than just a generic KeyError/BadRequest. """ def __init__(self, request: Request, key: str) -> None: form_matches = request.form.getlist(key) buf = [ f"You tried to access the file {key!r} in the request.files" " dictionary but it does not exist. The mimetype for the" f" request is {request.mimetype!r} instead of" " 'multipart/form-data' which means that no file contents" " were transmitted. To fix this error you should provide" ' enctype="multipart/form-data" in your form.' ] if form_matches: names = ", ".join(repr(x) for x in form_matches) buf.append( "\n\nThe browser instead transmitted some file names. " f"This was submitted: {names}" ) self.msg = "".join(buf) def __str__(self) -> str: return self.msg

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Source regions

Feature contributions

Feature contributions

FeatureValueContribution
(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.782.526−25.823
Source linesThe number of non-empty source lines.33+13.2
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.439−6.659

Intercept 8.87 + feature contributions = -10.412 (log-odds).
Score = sigmoid(-10.412) = 0.

Feature contributions

FeatureValueContribution
(log-odds)
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.038+0.577
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.74.912+0.492
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.1+0.398
Indentation frequencyHow rapidly indentation changes from line to line.31+0.335
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.33.088−0.271
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.34−0.167
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.32.934+0.051

Intercept 0.07 + feature contributions = 1.485 (log-odds).
Score = sigmoid(1.485) = 0.815.

Score0.382
Score18
Run 1

The code is well-structured and readable. It uses clear imports, logical class definition, and a focused exception class with a single responsibility. The constructor builds an error message via a list of strings, which is a clean approach. Nesting is minimal (one conditional), and each line generally performs one logical action. The f-strings and multi-line string concatenation are readable, though the mixing of f-strings and plain string concatenation slightly interrupts flow. The class docstring explains intent clearly. Minor deductions: 'AssertionError' in the base classes is unusual and could confuse readers; 'form_matches' could be more descriptively named. Overall, the code is concise, well-organized, and easy to follow.

Run 2

The code is well-structured and readable. It has a clear single-purpose class with a focused responsibility: providing a better error message for a specific debugging scenario. The nesting is minimal, with only one conditional block, keeping the logic flat and easy to follow. Variable and method names are descriptive, and the error message construction is logical. The code is concise—no unnecessary lines or complex abstractions. Each action (checking form matches, building strings, joining) is on its own line, improving readability. The reading flow is natural: from the class docstring, to the constructor's error message building, to the string representation. Minor potential improvements could include slightly better grouping of the f-strings, but overall the code is highly readable.

Run 3

The code is well-structured and readable. It uses clear naming, docstrings, and typing. The exception class has a single responsibility and constructs a useful error message logically. Line length is managed with string concatenation, and nesting is minimal with only one conditional. The reading flow is natural: initialization, message building, conditional addition, string rendering. Minor drawbacks: string assembly via list and join is slightly verbose for the simple case, and the triple-purpose inheritance (KeyError, AssertionError) may be non-obvious without context. Overall intent is clear and the code is maintainable.

Run 1

Code Structure: The exception class is logically organized, with message construction in __init__ and string representation in __str__. Several unused imports add clutter, and Request is not imported in the snippet. Nesting: Only one shallow conditional keeps the code easy to follow. Clarity of intent: The descriptive class name, docstring, and explicit error message clearly explain its purpose; buf is slightly generic. Code length: The implementation is concise, with most length devoted to useful diagnostic text. Action granularity: Each statement performs one clear operation, and multiline strings improve readability without combining unrelated actions. Reading flow: The sequence naturally progresses from checking submitted form values to building the message and exposing it through __str__.

Run 2

Code Structure: The exception class cleanly separates message construction from string representation. Nesting: Only one shallow conditional keeps control flow simple. Clarity of intent: Descriptive names, type annotations, and a helpful docstring make the purpose clear, although Request is not imported in the snippet and several imports are unused. Code length: The implementation is concise; most of its length supports a detailed diagnostic message. Action granularity: Each statement performs a distinct operation, with no crowded multi-action lines. Reading flow: The sequence from inspecting form data to constructing and returning the message is natural. Minor distractions include unused imports, limited spacing around top-level declarations, and the long message split across several string literals.

Run 3

Code Structure: The exception class is logically organized, with message construction in __init__ and rendering in __str__. Nesting: A single conditional keeps the code flat and easy to follow. Clarity of intent: The descriptive class name, docstring, and explicit error message clearly explain its purpose; however, Request is not imported in the snippet, and several imports appear unused. Code length: The implementation is compact, although the lengthy message dominates the code. Action granularity: Statements generally perform one action each, with readable multiline formatting for strings. Reading flow: Execution flows naturally from retrieving form values to building the message and optionally adding filenames. Minor spacing issues between imports and the class, along with unused imports, slightly reduce readability.