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README.md
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list:
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dtype: string
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dtype: string
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struct:
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dtype: string
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dtype: string
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- name:
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dtype: string
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splits:
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- name: test
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num_bytes: 1225963
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num_examples: 163
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download_size: 485771
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dataset_size: 1225963
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- config_name: commitchronicle-py-long-labels
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features:
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- name: hash
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- name: test
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num_bytes: 272359
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num_examples: 858
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download_size: 155079
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dataset_size: 272359
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configs:
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- config_name: commitchronicle-py-long
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data_files:
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- split: test
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path: commitchronicle-py-long-labels/test-*
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---
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# ๐๏ธ Long Code Arena (Commit Message Generation)
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This is the benchmark for Commit Message Generation task as part of
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## How-to
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```
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from datasets import load_dataset
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dataset = load_dataset("JetBrains-Research/lca-cmg", configuration, split="test")
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```
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**Note.** Working with git repositories
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## Dataset Structure
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This dataset contains three kinds of data:
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* *full data* about each commit (including modifications)
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* metadata with quality *labels*
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* compressed *git repositories*
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### Full data
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This section concerns configuration with *full data* about each commit (no `-labels` suffix).
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Each example has the following fields:
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We consider two possible commit modifications formats:
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* lists of file diffs
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* full file sources before and after commit
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Data point example:
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Each example has the following fields:
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Labels are in 1-5 scale, where:
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* 1 โ strong no
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* 2 โ weak no
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* 3 โ unsure
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### Git Repositories
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This section concerns [`repos`](https://huggingface.co/datasets/JetBrains-Research/lca-cmg/tree/main/repos) directory,
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- name: message
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dtype: string
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- name: mods
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list:
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- name: change_type
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dtype: string
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- name: old_path
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dtype: string
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- name: new_path
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dtype: string
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- name: diff
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dtype: string
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splits:
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- name: test
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num_examples: 163
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- config_name: commitchronicle-py-long-labels
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features:
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- name: hash
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- name: test
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num_bytes: 272359
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num_examples: 858
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configs:
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- config_name: commitchronicle-py-long
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data_files:
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- split: test
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path: commitchronicle-py-long-labels/test-*
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---
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# ๐๏ธ Long Code Arena (Commit Message Generation)
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This is the benchmark for Commit Message Generation task as part of
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๐๏ธ [Long Code Arena benchmark](https://huggingface.co/spaces/JetBrains-Research/long-code-arena).
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## How-to
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> Temporary: While the dataset is private, if you haven't used HF Hub before, add your token via `huggingface-cli`
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> first:
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>
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> ```
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> huggingface-cli login
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> ```
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1. List all the available configs
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via [`datasets.get_dataset_config_names`](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.get_dataset_config_names)
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and choose an appropriate one.
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Current configs: `commitchronicle-py-long`, `commitchronicle-py-long-labels`
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2. Load the data
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via [`load_dataset`](https://huggingface.co/docs/datasets/v2.14.3/en/package_reference/loading_methods#datasets.load_dataset):
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```
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from datasets import load_dataset
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dataset = load_dataset("JetBrains-Research/lca-cmg", configuration, split="test")
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```
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Note that all the data we have is considered to be in the test split.
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**Note.** Working with git repositories
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under [`repos`](https://huggingface.co/datasets/JetBrains-Research/lca-cmg/tree/main/repos) directory is not supported
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via ๐ค Datasets. Download and extract the contents of each repository. We provide a full list of files
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in [`paths.json`](https://huggingface.co/datasets/JetBrains-Research/lca-cmg/blob/main/paths.json).
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## Dataset Structure
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This dataset contains three kinds of data:
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* *full data* about each commit (including modifications)
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* metadata with quality *labels*
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* compressed *git repositories*
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### Full data
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This section concerns configuration with *full data* about each commit (no `-labels` suffix).
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Each example has the following fields:
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| **Field** | **Description** |
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|:---------:|:-----------------------------------------:|
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| `repo` | Commit repository. |
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| `hash` | Commit hash. |
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| `date` | Commit date. |
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| `license` | Commit repository's license. |
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| `message` | Commit message. |
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| `mods` | List of file modifications from a commit. |
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Each file modification has the following fields:
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| **Field** | **Description** |
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|:-------------:|:-------------------------------------------------------------------------------------------------:|
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| `change_type` | Type of change to current file. One of: `ADD`, `COPY`, `RENAME`, `DELETE`, `MODIFY` or `UNKNOWN`. |
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| `old_path` | Path to file before change (might be empty). |
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| `new_path` | Path to file after change (might be empty). |
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| `diff` | `git diff` for current file. |
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Data point example:
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Each example has the following fields:
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| **Field** | **Description** |
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|:---------:|:------------------------------------------------------------------:|
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| `repo` | Commit repository. |
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| `hash` | Commit hash. |
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| `date` | Commit date. |
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| `license` | Commit repository's license. |
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| `message` | Commit message. |
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| `label` | Label of current commit as a target for CMG task. |
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| `comment` | Comment for a label for current commit (optional, might be empty). |
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Labels are in 1-5 scale, where:
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* 1 โ strong no
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* 2 โ weak no
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* 3 โ unsure
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### Git Repositories
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This section concerns [`repos`](https://huggingface.co/datasets/JetBrains-Research/lca-cmg/tree/main/repos) directory,
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which stores compressed Git repositories for all the commits in this benchmark. After you download and extract it, you
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can work with each repository either via Git or via Python libraries
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like [GitPython](https://github.com/gitpython-developers/GitPython)
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or [PyDriller](https://github.com/ishepard/pydriller).
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commitchronicle-py-long/test-00000-of-00001-c91b0bca349ab4a3.parquet
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size 537336
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