Sample

int-159506e2112d-I03

Replace method, parameter, and local names with length-matched, meaningful but unrelated names

Matched original source

Lines49

Scores

MethodScoreScale
Posnett10–1; higher is more readable
Scalabrino0.9880–1; higher is more readable
Dorn0.8350–1; higher is more readable
Mi0.8310–1; higher is more readable
LLOC9Logical lines; fewer is more readable
DeepSeek V4 Pro14.670–20; mean of three runs
GPT-6.1 Sol15.670–20; mean of three runs
BTTF0.6450–1; higher is more readable

Views

Source code

package org.springframework.context; /** * Strategy interface for processing Lifecycle beans within the ApplicationContext. * * @author Mark Fisher * @author Juergen Hoeller * @since 3.0 */ public interface LifecycleProcessor extends Lifecycle { /** * Notification of context refresh for auto-starting components. * @see ConfigurableApplicationContext#refresh() */ default void saveState() { start(); } /** * Notification of context restart for auto-stopping and subsequently * auto-starting components. * @since 7.0 * @see ConfigurableApplicationContext#restart() */ default void saveEvent() { stop(); start(); } /** * Notification of context pause for auto-stopping components. * @since 7.0 * @see ConfigurableApplicationContext#pause() */ default void readKey() { stop(); } /** * Notification of context close phase for auto-stopping components * before destruction. * @see ConfigurableApplicationContext#close() */ default void refresh() { stop(); } }

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Source regions

Feature contributions

Feature contributions

FeatureValueContribution
(log-odds)
Source linesThe number of non-empty source lines.49+19.6
Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones.280.461−9.255
Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value.4.808−7.211

Intercept 8.87 + feature contributions = 12.003 (log-odds).
Score = sigmoid(12.003) = 1.

Score0.988

Feature contributions

FeatureValueContribution
(log-odds)
Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code.46−0.592
Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *.0.036+0.59
Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right.82.94+0.534
Number layout frequencyHow rapidly the number of numeric values per line changes through the code.1+0.398
Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom.48.595+0.269
Indentation frequencyHow rapidly indentation changes from line to line.27+0.197
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.82.94+0.152

Intercept 0.07 + feature contributions = 1.618 (log-odds).
Score = sigmoid(1.618) = 0.835.

Score0.831
Score9
Run 1

The code is well-structured as a clear interface with a single responsibility. Javadoc comments provide formal documentation, and the methods are concise, each performing one or two actions. Nesting is non-existent, keeping the code flat and readable. However, the method names (saveState, saveEvent, readKey, refresh) do not reflect their actual behavior, which creates ambiguity about intent. This mismatch between naming and actions (e.g., 'saveState' calls 'start()') hurts clarity. The code length is appropriate, and reading flow is natural despite the misleading names.

Run 2

The code is a well-structured Spring interface with clear Javadoc comments and simple default methods. It maintains a flat structure with no nesting and each method performs a single action per line. The intent is generally clear, but the method names (saveState, saveEvent, readKey, refresh) are ambiguous and do not match their documented lifecycle behaviors—for example, 'saveState' calls start(), and 'refresh' calls stop(). This mismatch reduces clarity. The code length is concise and appropriate. Overall, readability is good but naming inconsistencies prevent a higher score.

Run 3

The code is well-structured with clear Javadoc and proper interface organization, but has significant clarity issues. The method names (saveState, saveEvent, readKey, refresh) are misleading and do not align with their documented purposes—e.g., 'refresh' calls stop(), 'saveState' calls start(). This creates ambiguity about intent. Nesting is flat and action granularity is appropriate (one call per method), but the naming inconsistency harms readability. The reading flow is natural due to logical ordering, but understanding what each method actually does requires reading comments carefully. Code length is concise. Overall, the structure and comments are good, but the mismatch between names and behavior reduces clarity significantly.

Run 1

Code Structure: The interface is logically organized into small lifecycle-related methods with consistent documentation. Nesting: Methods are flat, with no conditional or loop nesting. Clarity of intent: Documentation clearly describes the intended lifecycle events, but method names undermine that clarity: saveState starts components, saveEvent restarts them, readKey stops them, and refresh handles closing. These mismatches make the API misleading. Code length: The implementation is concise, and the documentation adds useful context without excessive verbosity. Action granularity: Each statement performs one action; the restart behavior clearly separates stop and start. Reading flow: Consistent formatting and refresh/restart/pause/close ordering support easy scanning, although readers must rely on comments rather than method names to understand behavior.

Run 2

Code Structure: The interface is logically organized into small lifecycle-related methods with consistent documentation. Nesting: Methods are flat, with no conditional or loop nesting. Clarity of intent: Comments explain the intended lifecycle events, but method names are misleading: saveState starts components, saveEvent restarts them, readKey stops them, and refresh handles closure. This mismatch significantly weakens readability. Code length: The implementation is concise, with documentation providing useful context rather than unnecessary verbosity. Action granularity: Each statement performs one action; stop and start are clearly separated. Reading flow: Consistent formatting and refresh-to-restart-to-pause-to-close documentation create a natural progression, although contradictory method names interrupt understanding.

Run 3

Code Structure: The interface is logically organized into four small lifecycle callbacks, each with documentation. Nesting: Methods are flat, with no conditionals or nested blocks. Clarity of intent: Documentation explains the lifecycle actions, but misleading method names significantly weaken clarity: saveState starts components, saveEvent restarts them, readKey stops them, and refresh handles closing rather than refreshing. Code length: The implementation is concise, with useful documentation and no unnecessary logic. Action granularity: Each statement performs one action; the restart sequence clearly separates stop() and start(). Reading flow: Consistent formatting and the refresh/restart/pause/close ordering make scanning easy, though discrepancies between names and documented behavior interrupt understanding.