metadata

language:
  - code
license: other
size_categories:
  - 100M<n<1B
task_categories:
  - text-generation
pretty_name: KExercises
dataset_info:
  features:
    - name: path
      dtype: string
    - name: owner
      dtype: string
    - name: repo_id
      dtype: int64
    - name: is_fork
      dtype: bool
    - name: languages_distribution
      dtype: string
    - name: content
      dtype: string
    - name: issues
      dtype: float64
    - name: main_language
      dtype: string
    - name: forks
      dtype: int64
    - name: stars
      dtype: int64
    - name: commit_sha
      dtype: string
    - name: size
      dtype: int64
    - name: name
      dtype: string
  splits:
    - name: train
      num_bytes: 11610432277.542328
      num_examples: 4049918
  download_size: 4314441901
  dataset_size: 11610432277.542328
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*

Dataset Summary

KStack is the largest collection of permissively licensed Kotlin code.

Columns description

The dataset contains following columns:

size - size of file in bytes
content - text (content) of the file after PII extraction
repo_id - GitHub id of the repository
path - path to a file
owner - repo owner on GitHub
name - repo name on GitHub
commit_sha - hash of the commit from which the revision of the file is taken
stars - Number of stars in the repo on the moment of collection
forks - Number of forks in the repo on the moment of collection
issues - Number of issues in the repo on the moment of collection
is_fork - Flag if the repo is a fork or not by GitHub definition
main_language - Main language of the repo defined by GitHub
languages_distribution - JSON with the distribution of the files by size in bytes in the repo

Comparison with the Stack v2

In the table below one can find the comparsion of the between Kotlin part of the Stack v2 and KStack:

	Files	Repositories	Lines	Tokens
The Stack v2	2M	109457	162M	1.7B
Kstack	4M	168902	292M	3.1B

Dataset Creation

Collection procedure

We collected repositories from GitHub with the main language being Kotlin, as well as repositories with Kotlin files that have received 10 or more stars (as of February 2024). Additionally, we gathered repositories with Kotlin files from Stack v1.2. Kotlin files were identified using go-enry, and include files with extensions such as .kt, .kts, and .gradle.kts. It is estimated that we have collected 97% of available Kotlin repositories as of February 2024.

Initial filtering

We conducted full deduplication, using the hash of file content, as well as near deduplication using the same method as in Stack v1.2. We then aggregated the files from one near-deduplicated cluster into a single file from that cluster.

Detecting permissive licenses

We filtered permissive repositories based on the licenses detected by GitHub, and using go-license-detector if GitHub did not have license information available. The list of permissive licenses used in dataset could be found here.

Personal and Sensitive Information

We used star-pii model to filter out personal info.

Opt-out

If you want your data to be removed from dataset, or have any other questions, please reach out to Sergey Titov: [email protected]