|
--- |
|
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} |
|
} |
|
|