| 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](https://huggingface.co/datasets/JetBrains/KStack) dataset. The selection is performed based on the value of the code for learning algorithmic concepts in Kotlin. In total, the dataset contains about 23M [CodeLlama-7b](https://huggingface.co/codellama/CodeLlama-7b-hf) tokens (vocab size 32016). | |
| # Dataset Collection Procedure | |
| The filtering is performed using zero-shot quality estimation based on [Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/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](https://huggingface.co/Salesforce/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 sergey.titov@jetbrains.com | |