| --- |
| license: cc-by-2.0 |
| task_categories: |
| - text-generation |
| - fill-mask |
| language: |
| - en |
| tags: |
| - code |
| --- |
| |
| ### 📘 Data Dictionary for the Curated Class-level Dataset |
|
|
| | **Field** | **Description** | |
| |-----------|-----------------| |
| | `id` | A unique identifier for each data point, starting from 0. | |
| | `repository_name` | Name of the GitHub repository from which the class was extracted. | |
| | `file_path` | Full path to the file containing the class within the repository. | |
| | `class_name` | Name of the class defined in the corresponding file. | |
| | `human_written_code` | Full source code of the human-written class, including all docstrings. | |
| | `class_skeleton` | Extracted skeleton of the class, including class and method signatures along with associated docstrings (if present). | |
| | `total_program_units` | Total number of program units (i.e., classes and methods) within the class skeleton. | |
| | `total_doc_str` | Number of program units in the class skeleton that contain associated docstrings. | |
| | `AvgCountLine` | Average number of lines per class. | |
| | `AvgCountLineBlank` | Average number of blank lines per class. | |
| | `AvgCountLineCode` | Average number of code lines per class (excluding comments and blanks). | |
| | `AvgCountLineComment` | Average number of comment lines per class. | |
| | `AvgCyclomatic` | Average cyclomatic complexity across methods in the class. | |
| | `CommentToCodeRatio` | Ratio of comment lines to code lines in the class. | |
| | `CountClassBase` | Number of base classes (i.e., direct superclasses). | |
| | `CountClassCoupled` | Number of other classes referenced (coupled) by this class. | |
| | `CountClassCoupledModified` | Number of coupled classes after removing standard library dependencies. | |
| | `CountClassDerived` | Number of classes that inherit from this class. | |
| | `CountDeclInstanceMethod` | Number of instance methods declared in the class. | |
| | `CountDeclInstanceVariable` | Number of instance variables declared in the class. | |
| | `CountDeclMethod` | Number of methods declared in the class (excluding inherited ones). | |
| | `CountDeclMethodAll` | Total number of declared methods, including inherited ones. | |
| | `CountLine` | Total number of lines in the class. | |
| | `CountLineBlank` | Number of blank lines in the class. | |
| | `CountLineCode` | Number of executable code lines in the class. | |
| | `CountLineCodeDecl` | Number of declaration lines in the class. | |
| | `CountLineCodeExe` | Number of executable statement lines in the class. | |
| | `CountLineComment` | Number of comment lines in the class. | |
| | `CountStmt` | Total number of statements in the class. | |
| | `CountStmtDecl` | Number of declaration statements in the class. | |
| | `CountStmtExe` | Number of executable statements in the class. | |
| | `MaxCyclomatic` | Maximum cyclomatic complexity among all methods in the class. | |
| | `MaxInheritanceTree` | Maximum depth of the class in the inheritance hierarchy. | |
| | `MaxNesting` | Maximum level of nested control structures in the class. | |
| | `SumCyclomatic` | Sum of cyclomatic complexity across all methods in the class. | |
|
|
|
|
| If you use this dataset, please cite: |
|
|
| ```bibtex |
| @article{rahman2025large, |
| title={A Large-scale Class-level Benchmark Dataset for Code Generation with LLMs}, |
| author={Rahman, Musfiqur and Khatoonabadi, SayedHassan and Shihab, Emad}, |
| journal={arXiv preprint arXiv:2504.15564}, |
| year={2025} |
| } |
