|
--- |
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dataset_info: |
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features: |
|
- name: hash |
|
dtype: string |
|
- name: size |
|
dtype: int64 |
|
- name: ext |
|
dtype: string |
|
- name: lang |
|
dtype: string |
|
- name: is_test |
|
dtype: bool |
|
- name: repo_id |
|
dtype: string |
|
- name: repo_name |
|
dtype: string |
|
- name: repo_head |
|
dtype: string |
|
- name: repo_path |
|
dtype: string |
|
- name: content_tokens |
|
dtype: int64 |
|
- name: content_chars |
|
dtype: int64 |
|
- name: content |
|
dtype: string |
|
- name: __index_level_0__ |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 5736925269 |
|
num_examples: 284112 |
|
- name: test |
|
num_bytes: 710770657 |
|
num_examples: 35514 |
|
- name: eval |
|
num_bytes: 721961344 |
|
num_examples: 35514 |
|
download_size: 2050339485 |
|
dataset_size: 7169657270 |
|
license: cc |
|
task_categories: |
|
- text-generation |
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- text2text-generation |
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- text-classification |
|
language: |
|
- en |
|
tags: |
|
- solidity |
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- test case |
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- smart contract |
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- ethereum |
|
pretty_name: Solidity Dataset |
|
size_categories: |
|
- 100K<n<1M |
|
--- |
|
# Solidity Dataset |
|
|
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## Dataset Description |
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This dataset is collected from public GitHub repositories written in Solidity programming language. |
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The list of the repositories is available at [repositories.json](https://huggingface.co/datasets/seyyedaliayati/solidity-dataset/blob/main/repositories.json) file. |
|
|
|
It contains useful data about smart contracts written in Solidity along with test cases (and unit tests) written to test smart contracts. |
|
|
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## Dataset Summary |
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The dataset contains of [355,540 rows](#data-splits) in total. Each row includes the following features: |
|
|
|
- `hash` (string): The sha256 hash value of the file content before any pre-processing. |
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- `size` (integer): File size in bytes. |
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- `ext` (string): File extention. |
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- `lang` (string): The name of the programming language that the file is written with. (Solidity or Python or JavaScript) |
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- `is_test` (bool): Indicates whether this file is test case (test file) or the smart contract main code. |
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- `repo_id` (string): GitHub's repository identifer fetched from GitHub's API. |
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- `repo_name` (string): GitHub's repository name. |
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- `repo_head` (string): The head commit of the repository that the file is fetched. |
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- `repo_path` (string): Relative file path. |
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- `content_tokens` (integer): Number of tokens in the file content. |
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- `content_chars` (integer): Number of characters in the file content. |
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- `content` (string): File content. |
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- `__index_level_0__` (integer): Ignore this field please! |
|
|
|
## Supported Tasks and Leaderboards |
|
|
|
This dataset can be used for tasks related to analyzing smart contracts, test cases in smart contracts, and improving language models on Solidity language. |
|
As of now, there are no specific leaderboards associated with this dataset. |
|
|
|
## Languages |
|
|
|
- The dataset is in the English language (en). |
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- Smart contracts (`is_test=false`) are in Solidity programming language. |
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- Test cases (`is_test=true`) are in Solidity, Python, or JavaScript programming language. |
|
|
|
## Data Splits |
|
|
|
The dataset is split into three splits: |
|
|
|
- `train`: 284112 rows (80% of the dataset) |
|
- `test`: 35514 rows (10% of the dataset) |
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- 'eval': 35514 rows (10% of the dataset) |
|
|
|
## Dataset Creation |
|
|
|
The `content_token` is generated via [StarCoderBase tokenizer](https://huggingface.co/bigcode/starcoderbase) using the following code snippet: |
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```python |
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from transformers import AutoTokenizer |
|
|
|
checkpoint = "bigcode/starcoderbase" |
|
|
|
tokenizer = AutoTokenizer.from_pretrained(checkpoint) |
|
|
|
def count_tokens(code: str) -> int: |
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tokens = tokenizer.tokenize(code) |
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return len(tokens) |
|
``` |
|
|
|
The `is_test` calculated by detecting some regex patterns in the file content. More details will publish soon. |
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|
|
|
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## License |
|
|
|
This dataset is released under the [Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) license](https://creativecommons.org/licenses/by-nc/4.0/). |
|
|
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## Citation |
|
|
|
Please use the following citation when referencing the this dataset: |
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``` |
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@misc {seyyed_ali_ayati_2023, |
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author = { {Seyyed Ali Ayati} }, |
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title = { solidity-dataset (Revision 77e80ad) }, |
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year = 2023, |
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url = { https://huggingface.co/datasets/seyyedaliayati/solidity-dataset }, |
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doi = { 10.57967/hf/0808 }, |
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publisher = { Hugging Face } |
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} |
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``` |