Category-1-final / README.md
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metadata
dataset_info:
  features:
    - name: code
      dtype: string
    - name: language
      dtype: string
    - name: AST_depth
      dtype: int64
    - name: alphanumeric_fraction
      dtype: float64
    - name: max_line_length
      dtype: int64
    - name: avg_line_length
      dtype: float64
    - name: num_lines
      dtype: int64
    - name: source
      dtype: string
  splits:
    - name: train
      num_bytes: 169267119695.4714
      num_examples: 79257494
  download_size: 70525724897
  dataset_size: 169267119695.4714
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*

This dataset contains deduplicated data from StarCoder, The-Vault-inline and Project_CodeNet.

Cleaning:

  • We removed the metadata tags (file-name, number of stars etc) from starcoder split of the dataset

We filtered the data by:

  • AST parsability: we extracted only the AST parsable codes
  • AST Depth: only samples with depth from 2.0 to 31.0
  • Maximum Line Length: only samples with a maximum of 12.0 to 400.0 characters
  • Average Line Length: only samples with 5.0 to 140.0 characters on average
  • Alphanumeric Fraction of samples is greater than 0.2 and less than 0.9
  • Number of Lines: from 6.0 to 300.0