README.md

metadata

license: cc-by-sa-4.0
dataset_info:
  features:
    - name: path
      dtype: string
    - name: max_stars_owner
      dtype: string
    - name: min_issues_main_language
      dtype: string
    - name: max_forks_main_language
      dtype: string
    - name: max_forks_commit_sha
      dtype: string
    - name: min_issues_repo_id
      dtype: float64
    - name: non_alpha_syms
      dtype: int64
    - name: min_stars_owner
      dtype: string
    - name: num_of_duplicates
      dtype: int64
    - name: max_stars_languages_distribution
      dtype: string
    - name: std_line_len
      dtype: float64
    - name: pii_info
      list:
        - name: end
          dtype: int64
        - name: entity_group
          dtype: string
        - name: score
          dtype: float64
        - name: start
          dtype: int64
        - name: word
          dtype: string
    - name: cluster_id
      dtype: int64
    - name: non_empty_len
      dtype: int64
    - name: min_stars_languages_distribution
      dtype: string
    - name: min_forks_name
      dtype: string
    - name: min_forks_repo_id
      dtype: int64
    - name: min_issues_owner
      dtype: string
    - name: max_issues_name
      dtype: string
    - name: owner
      dtype: string
    - name: extension
      dtype: string
    - name: min_issues_name
      dtype: string
    - name: min_forks
      dtype: int64
    - name: max_issues_main_language
      dtype: string
    - name: repo_id
      dtype: int64
    - name: license
      dtype: string
    - name: max_stars_path
      dtype: string
    - name: max_stars_commit_sha
      dtype: string
    - name: avg_line_len
      dtype: float64
    - name: max_stars_main_language
      dtype: string
    - name: min_stars
      dtype: int64
    - name: partition_0
      dtype: string
    - name: min_stars_repo_id
      dtype: int64
    - name: max_len
      dtype: int64
    - name: is_fork
      dtype: bool
    - name: max_stars_name
      dtype: string
    - name: max_forks
      dtype: int64
    - name: max_issues_languages_distribution
      dtype: string
    - name: min_stars_commit_sha
      dtype: string
    - name: total_lines
      dtype: int64
    - name: min_forks_commit_sha
      dtype: string
    - name: max_forks_name
      dtype: string
    - name: total_symbols
      dtype: int64
    - name: languages_distribution
      dtype: string
    - name: max_forks_repo_id
      dtype: int64
    - name: content
      dtype: string
    - name: issues
      dtype: float64
    - name: max_issues_commit_sha
      dtype: string
    - name: max_forks_path
      dtype: string
    - name: main_language
      dtype: string
    - name: forks
      dtype: int64
    - name: min_issues_commit_sha
      dtype: string
    - name: min_forks_path
      dtype: string
    - name: max_issues_owner
      dtype: string
    - name: max_issues_repo_id
      dtype: float64
    - name: stars
      dtype: int64
    - name: old_content
      dtype: string
    - name: min_stars_main_language
      dtype: string
    - name: min_stars_name
      dtype: string
    - name: max_stars
      dtype: int64
    - name: commit_sha
      dtype: string
    - name: min_issues
      dtype: float64
    - name: min_issues_languages_distribution
      dtype: string
    - name: size
      dtype: int64
    - name: comment_lines
      dtype: int64
    - name: max_issues_path
      dtype: string
    - name: max_stars_repo_id
      dtype: int64
    - name: min_forks_owner
      dtype: string
    - name: max_forks_owner
      dtype: string
    - name: min_issues_path
      dtype: string
    - name: min_len
      dtype: 'null'
    - name: max_forks_languages_distribution
      dtype: string
    - name: max_issues
      dtype: float64
    - name: min_forks_main_language
      dtype: string
    - name: median_len
      dtype: float64
    - name: min_stars_path
      dtype: string
    - name: min_forks_languages_distribution
      dtype: string
    - name: name
      dtype: string
  splits:
    - name: train
      num_bytes: 174601557.889927
      num_examples: 25000
  download_size: 69469316
  dataset_size: 174601557.889927
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*

Dataset Summary

The dataset contains 25000 Kotlin code samples selected from KStack dataset. The selection is performed based on the value of the code for learning algorithmic concepts in Kotlin.

Dataset Collection Procedure

The filtering is performed using zero-shot quality estimation based on Mistral-7B-Instruct-v0.2. The model is prompted to determine which of two files has higher "educational value for learning algorithms in Kotlin". The results of the comparisons are averaged and used to train a binary classifier based on CodeT5p-220m. The binary classifier is then applied to the entire KStack to obtain scores for each sample in the dataset. The log-probability of the classifier prediction used as a criterion of the selection.

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]