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EXPERIMENT.md

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Experiment information

This page desribes experiments we conduct in the paper and how to reproduce them.

We used the following clone detectors.

Name Link
NIL https://github.com/kusumotolab/NIL/releases/tag/v1.0.0
CCAligner https://github.com/PCWcn/CCAligner/tree/f27622d6f1500536c45862c4d49bd5f5d6802ace
LVMapper It is not publicly availalbe. Please contact the authors to obtain the tool.
SourcererCC https://github.com/Mondego/SourcererCC/tree/afc5755273fc91754ee08326a6946fad85e85b94
NiCad https://www.txl.ca/download/23869-NiCad-6.2.tar.gz

The execution commands or steps are as follows.

  • NIL
    • Build NIL (Please refer README.md)
    • java -Xmx12G -jar ./build/libs/NIL-all.jar -s /path/to/src
    • In the case of 250 MLOC codebase, we specifed -p 135.
  • CCAligner and LVMapper
    • They come with a shell file to run, named runner, so we ran it.
  • SourcererCC
  • NiCad
    • We modified minsize to 6 and cluster to no in config/default.cfg,
    • and ran ./nicad6 functions java /path/to/src default

Parameter setting

We used the set of source files curated from IJaDataset for BigCloneBench in this experiment.
It is available from https://github.com/jeffsvajlenko/BigCloneEval .

Run NIL with the following command.
java -jar ./build/libs/NIL-all.jar -s /path/to/src -n $N
In this command, $N represents the size of N-gram.

Large-variance clone detection

Precision

We used Ant 1.10.1 and Maven 3.5.0.
We conducted the experiment as following steps.

  1. We ran NIL, CCAligner and LVMapper on the systems.
  2. we randomly selected 100 large-variance clone pairs with more than ten lines for each tool and target system
  3. We manually confirmed whether the clone pairs were correct.

Manual validation descriptions are available at https://zenodo.org/record/4490845

Recall

We used our tool, LVMutator, which is based on Mutation framework and perform large-variance clone generation and recall evaluation. The usage of LVMutator is specified at https://github.com/T45K/LVMutator/tree/master#readme.

The generated large-variance clone pairs are available at https://zenodo.org/record/4491016.

General clone detection

Mutation Framework

Mutation Framework is available from https://github.com/jeffsvajlenko/MutationInjectionFramework/releases/tag/v1.0.
We executed Mutation Framework with all the default settings.
The generated clone pairs are available at https://zenodo.org/record/4491052.

BigCloneEval

BigCloneEval is available from https://github.com/jeffsvajlenko/BigCloneEval/releases/tag/v1.1.
The exection command to evaluate each tool is ./evaluateToll -t num -o output_file_name --st BOTH --mit 50 --mil 6 --mip 6.

We also conducted manual validation in this experiment. The descriptions are available at https://zenodo.org/record/4493069.

Scalability

We created datasets with 1, 10, 100, and 250 MLOC from IJaDataset. These datasets and an executable file of NIL are available at https://zenodo.org/record/4491208.

In this experiment, we also examined how effective the location and filtration phases are for NIL’s scalability by modifying NIL's source code.