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--- |
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license: cc-by-4.0 |
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pretty_name: DyPyBench Functions |
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tags: |
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- code |
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dataset_info: |
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features: |
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- name: nwo |
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dtype: string |
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- name: sha |
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dtype: string |
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- name: path |
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dtype: string |
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|
- name: identifier |
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dtype: string |
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- name: parameters |
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dtype: string |
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- name: return_statement |
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dtype: string |
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- name: docstring |
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dtype: string |
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- name: docstring_summary |
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dtype: string |
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- name: func_begin |
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dtype: int64 |
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- name: func_end |
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dtype: int64 |
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- name: function |
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dtype: string |
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- name: url |
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dtype: string |
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- name: project |
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dtype: int64 |
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- name: executed_lines |
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sequence: int64 |
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- name: executed_lines_pc |
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dtype: float64 |
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- name: missing_lines |
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sequence: int64 |
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- name: missing_lines_pc |
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dtype: float64 |
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- name: covered |
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dtype: bool |
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- name: filecoverage |
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dtype: float64 |
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- name: function_lines |
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dtype: int64 |
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- name: mccabe |
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dtype: int64 |
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- name: coverage |
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dtype: float64 |
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- name: docstring_lines |
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dtype: int64 |
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- name: function_nodoc |
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dtype: string |
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- name: id |
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dtype: int64 |
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splits: |
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- name: train |
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num_bytes: 22383711 |
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num_examples: 11168 |
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download_size: 6805239 |
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dataset_size: 22383711 |
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configs: |
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- config_name: default |
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data_files: |
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- split: train |
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path: data/train-* |
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--- |
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# DyPyBench Functions Datasets |
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[DyPyBench](https://zenodo.org/record/7886366) is a dataset constructed by Piyush Krishan Bajaj at the Software Lab, Institute of Software Engineering, University of Stuttgart. It contains 50 open source projects from GitHub. |
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We used [Nathan Cooper's](https://github.com/ncoop57/function_parser) `function_parser` tool, based off GitHub's CodeSearchNet `function_parser`, to extract all functions from all the projects, excluding library functions in the virtualenv. We also ran all tests in DyPyBench and produced a coverage report in JSON. Not all projects resulted in a coverage report due to project specific coverage report settings. |
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The columns provided are as follows: |
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| Column | Type | Notes | |
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| ----------------- | ---------- | ----------------------------------------------------------------------------------------------- | |
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| id | Int64 | Unique id of the function |
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| project | Int64 | DyPyBench project id | |
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| nwo | string | Project name in repo/project format | |
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| sha | string | SHA commit hash | |
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| url | string | GitHub URL to function lines at commit | |
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| path | string | Path of file containing function relative to project root | |
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| func_begin | Int64 | Begin of function line number in source file | |
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| func_end | Int64 | End of function line number in source file | |
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| function_lines | Int64 | Function line count | |
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| identifier | string | Function identifier | |
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| parameters | string | Function parameters | |
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| function | string | Source code of function including docstring | |
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| function_nodoc | string | Source code of function without docstring | |
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| docstring | string | Function docstring | |
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| docstring_lines | Int64 | Line count of docstring | |
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| docstring_summary | string | Function docstring summary | |
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| return_statement | string | Function return statement | |
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| filecoverage | Float64 | If coverage available, coverage percentage of file function is from | |
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| executed_lines | array[int] | If coverage available, executed lines relative to function lines (i.e. [0,1,2,...]) | |
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| executed_lines_pc | Float64 | If coverage available, executed line count over total function line count | |
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| missing_lines | array[int] | If coverage available, missing (unexecuted) lines relative to function lines (i.e. [0,1,2,...]) | |
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| missing_lines_pc | Float64 | If coverage available, missing line count over total function line count | |
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| covered | boolean | True if all lines executed and/or no lines missing | |
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| mccabe | Int64 | McCabe complexity of function | |
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| coverage | Float64 | Function coverage percentage (1-missing lines %) | |
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Note: Missing/executed lines purposefully exclude lines skipped by `pytest` due to configuration e.g. line level `# pragma: no cover`. |
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