cpp_dataset/README.md

metadata

license: apache-2.0
task_categories:
  - text-generation
  - fill-mask
language:
  - code
size_categories:
  - 1K<n<10K
dataset_info:
  - config_name: all
    features:
      - name: repository_name
        dtype: string
      - name: func_path_in_repository
        dtype: string
      - name: func_name
        dtype: string
      - name: whole_func_string
        dtype: string
      - name: language
        dtype: string
      - name: func_code_string
        dtype: string
      - name: func_code_tokens
        sequence: string
      - name: func_documentation_string
        dtype: string
      - name: func_documentation_tokens
        sequence: string
      - name: split_name
        dtype: string
      - name: func_code_url
        dtype: string
    splits:
      - name: train
        num_bytes: 5850604083
        num_examples: 1880853
      - name: test
        num_bytes: 308626333
        num_examples: 100529
      - name: validation
        num_bytes: 274564382
        num_examples: 89154
    download_size: 5117370511
    dataset_size: 6433794798
  - config_name: cpp
    features:
      - name: repository_name
        dtype: string
      - name: func_path_in_repository
        dtype: string
      - name: func_name
        dtype: string
      - name: whole_func_string
        dtype: string
      - name: language
        dtype: string
      - name: func_code_string
        dtype: string
      - name: func_code_tokens
        sequence: string
      - name: func_documentation_string
        dtype: string
      - name: func_documentation_tokens
        sequence: string
      - name: split_name
        dtype: string
      - name: func_code_url
        dtype: string
    splits:
      - name: train
        num_bytes: 1429272535
        num_examples: 454451
      - name: test
        num_bytes: 82377246
        num_examples: 26909
      - name: validation
        num_bytes: 42358315
        num_examples: 15328
    download_size: 1060569153
    dataset_size: 1554008096
configs:
  - config_name: default
    data_files:
      - split: train
        path: train/train.jsonl
      - split: test
        path: test/test.jsonl
      - split: validation
        path: validation/validation.jsonl

C++ Dataset

documentation source: https://huggingface.co/docs/datasets/main/en/repository_structure

Supported Tasks and Leaderboards

• language-modeling: The dataset can be used to train a model for modelling programming languages, which consists in building language models for programming languages.

Language

• C++ programming language

Dataset Structure

Data Instances

A data point consists of a function code along with its documentation. Each data point also contains meta data on the function, such as the repository it was extracted from.

{
  'id': '0',
  'repository_name': 'organisation/repository',
  'func_path_in_repository': 'src/path/to/file.py',
  'func_name': 'func',
  'whole_func_string': 'def func(args):\n"""Docstring"""\n [...]',
  'language': 'python', 
  'func_code_string': '[...]',
  'func_code_tokens': ['def', 'func', '(', 'args', ')', ...],
  'func_documentation_string': 'Docstring',
  'func_documentation_string_tokens': ['Docstring'],
  'split_name': 'train',
  'func_code_url': 'https://github.com/<org>/<repo>/blob/<hash>/src/path/to/file.py#L111-L150'
}

Data Fields

• id: Arbitrary number
• repository_name: name of the GitHub repository
• func_path_in_repository: tl;dr: path to the file which holds the function in the repository
• func_name: name of the function in the file
• whole_func_string: Code + documentation of the function
• language: Programming language in whoch the function is written
• func_code_string: Function code
• func_code_tokens: Tokens yielded by Treesitter
• func_documentation_string: Function documentation
• func_documentation_string_tokens: Tokens yielded by Treesitter
• split_name: Name of the split to which the example belongs (one of train, test or valid)
• func_code_url: URL to the function code on Github

Data Splits

Three splits are available:

• train
• test
• valid

Citation Information

• based on (format and idea): https://huggingface.co/datasets/code_search_net/blob/main/code_search_net.py

@article{husain2019codesearchnet, title={C++ Dataset}, author={Klaes, Malte}, year={2024} }