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--- |
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dataset_info: |
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- config_name: Python |
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features: |
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- name: problem_id |
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dtype: string |
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- name: language |
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dtype: string |
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- name: original_status |
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dtype: string |
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- name: fail |
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dtype: string |
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- name: pass |
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dtype: string |
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- name: change |
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dtype: string |
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- name: i1 |
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dtype: uint32 |
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- name: i2 |
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dtype: uint32 |
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- name: j1 |
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dtype: uint32 |
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- name: j2 |
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dtype: uint32 |
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- name: error |
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dtype: string |
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- name: stderr |
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dtype: string |
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- name: stdout |
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dtype: string |
|
- name: description |
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dtype: string |
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- name: input |
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dtype: string |
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- name: output |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 8237153 |
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num_examples: 2557 |
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- name: validation |
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num_bytes: 3497872 |
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num_examples: 1105 |
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- name: test |
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num_bytes: 205241 |
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num_examples: 100 |
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download_size: 19290233 |
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dataset_size: 11940266 |
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- config_name: C++ |
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features: |
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- name: problem_id |
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dtype: string |
|
- name: language |
|
dtype: string |
|
- name: original_status |
|
dtype: string |
|
- name: fail |
|
dtype: string |
|
- name: pass |
|
dtype: string |
|
- name: change |
|
dtype: string |
|
- name: i1 |
|
dtype: uint32 |
|
- name: i2 |
|
dtype: uint32 |
|
- name: j1 |
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dtype: uint32 |
|
- name: j2 |
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dtype: uint32 |
|
- name: error |
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dtype: string |
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- name: stderr |
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dtype: string |
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- name: stdout |
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dtype: string |
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- name: description |
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dtype: string |
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- name: input |
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dtype: string |
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- name: output |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 482930200 |
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num_examples: 68621 |
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- name: validation |
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num_bytes: 1129323 |
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num_examples: 125 |
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- name: test |
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num_bytes: 40048505 |
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num_examples: 4769 |
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download_size: 378900920 |
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dataset_size: 524108028 |
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--- |
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|
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# About the Dataset |
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|
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The source code used to generate the dataset can be found on |
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[GitHub](https://github.com/alexjercan/bug-detection/tree/master/bugnet) |
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|
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The dataset is based on the [CodeNet project](https://github.com/IBM/Project_CodeNet) |
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and contains Python and C++ code submissions for online coding competitions. The data |
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is obtained by selecting consecutive attempts of a single user that resulted in fixing a |
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buggy submission. Thus the data is represented by code pairs and annotated by the diff |
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and error of each changed instruction. We have already tokenized all the source code |
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files and kept the same format as in the original dataset. |
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|
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The upgrade made compared to CodeNetPy is that we only keep one line errors. |
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This means that the task of bug detection and repair will be easier to manage. |
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We also removed all the files that fail on linters, so that we are focusing only |
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on bugs that cannot be identified easily. |
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|
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The resulting dataset file will be a csv with the following columns: |
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- `problem_id`: The id of the problem, matches with the id from Project_CodeNet |
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- `language`: The programming language of the submission (`Python` or `C++`) |
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- `original_status`: The status of the initial submission (`TLE`, `MLE`, anything that is not `Accepted`) |
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- `fail`: The initial (buggy) source code formatted (`black` or `clang-fromat`) |
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- `pass`: The modified (accepted) source code formatted(`black` or `clang-format` |
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- `change`: The change that was made (`replace`, `insert`, `delete`) |
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- `i1`: Start of the change in the buggy source (the line; starting with 1) |
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- `i2`: End of the change in the buggy source (not inclusive; for `insert` we have `i1 == i2`) |
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- `j1`: Start of the change in the accepted source (the line; starting with 1) |
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- `j2`: End of the change in the accepted source (not inclusive; for `delete` we have `j1 == j2`) |
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- `error`: The error that was obtained running the buggy source code on the input/output examples |
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- `stderr`: The full output of stderr of running the buggy source code on the input/output examples |
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- `stdout`: The full output of stdout of running the buggy source code on the input/output examples |
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- `description`: The problem statement in html format |
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- `input`: The input for the test case |
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- `output`: The output for the test case |
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