Datasets:

icmlbenchname
/

commit-message-generation

dataset_info:
  features:
    - name: hash
      dtype: string
    - name: repo
      dtype: string
    - name: date
      dtype: string
    - name: license
      dtype: string
    - name: message
      dtype: string
    - name: mods
      list:
        - name: change_type
          dtype: string
        - name: old_path
          dtype: string
        - name: new_path
          dtype: string
        - name: diff
          dtype: string
  splits:
    - name: test
      num_bytes: 1515413
      num_examples: 163
  download_size: 532727
  dataset_size: 1515413
configs:
  - config_name: default
    data_files:
      - split: test
        path: data/test-*

BenchName (Commit message generation)

This is the benchmark for the Commit message generation task as part of the BenchName benchmark.

All the repositories are published under permissive licenses (MIT, Apache-2.0, and BSD-3-Clause). The datapoints can be removed upon request.

How-to

from datasets import load_dataset

dataset = load_dataset("icmlbenchname/commit-message-generation", split="test")

Note that all the data we have is considered to be in the test split.

About

Commits

Each example has the following fields:

Field	Description
`repo`	Commit repository.
`hash`	Commit hash.
`date`	Commit date.
`license`	Commit repository's license.
`message`	Commit message.
`mods`	List of file modifications from a commit.

Each file modification has the following fields:

Field	Description
`change_type`	Type of change to current file. One of: `ADD`, `COPY`, `RENAME`, `DELETE`, `MODIFY` or `UNKNOWN`.
`old_path`	Path to file before change (might be empty).
`new_path`	Path to file after change (might be empty).
`diff`	`git diff` for current file.

Data point example:

{'hash': 'b76ed0db81b3123ede5dc5e5f1bddf36336f3722',
 'repo': 'apache/libcloud',
 'date': '05.03.2022 17:52:34',
 'license': 'Apache License 2.0',
 'message': 'Add tests which verify that all OpenStack driver can be instantiated\nwith all the supported auth versions.\nNOTE: Those tests will fail right now due to the regressions being\nintroduced recently which breaks auth for some versions.',
 'mods': [{'change_type': 'MODIFY',
    'new_path': 'libcloud/test/compute/test_openstack.py',
    'old_path': 'libcloud/test/compute/test_openstack.py',
    'diff': '@@ -39,6 +39,7 @@ from libcloud.utils.py3 import u\n<...>'}],
}

Dataset Structure

Each example has the following fields:

Field	Description
`repo`	Commit repository.
`hash`	Commit hash.
`date`	Commit date.
`license`	Commit repository's license.
`message`	Commit message.
`label`	Label of the current commit as a target for CMG task.
`comment`	Comment for a label for the current commit (optional, might be empty).

Labels are in 1–5 scale, where:

1 – strong no
2 – weak no
3 – unsure
4 – weak yes
5 – strong yes

Data point example:

{'hash': '1559a4c686ddc2947fc3606e1c4279062cc9480f',
 'repo': 'appscale/gts',
 'date': '15.07.2018 21:00:39',
 'license': 'Apache License 2.0',
 'message': 'Add auto_id_policy and logs_path flags\n\nThese changes were introduced in the 1.7.5 SDK.',
 'label': 1,
 'comment': 'no way to know the version'}