| | --- |
| | license: gpl-3.0 |
| | --- |
| | # CompRealVul_Bin Dataset |
| | |
| | [](https://huggingface.co/datasets/compAgent/CompRealVul_Bin) |
| | |
| | ## Dataset Summary |
| | |
| | **CompRealVul_Bin** is a **binary-level dataset** derived from the [CompRealVul_C](https://huggingface.co/datasets/CCompote/CompRealVul_C) dataset, designed for training and evaluating machine learning models on **vulnerability detection in compiled binaries**. This dataset contains **cross-compiled `.exe` binaries** corresponding to each C function in the source dataset, packaged as a single `.zip` archive. |
| | |
| | The dataset bridges the gap between source-level vulnerability datasets and practical binary-level learning pipelines. |
| | |
| | ## Key Features |
| | |
| | - ✅ Matches samples from the original `CompRealVul` dataset |
| | - ✅ Labeled with **vulnerability information** (binary class label) |
| | - ✅ Suitable for binary-focused tasks such as **vulnerability detection**, **similarity learning**, and **binary classification** |
| | - ✅ Provided as a **ZIP archive** for efficient download and storage |
| | |
| | ## Dataset Structure |
| | |
| | - `CompRealVul_Bin.zip`: Contains all compiled `.exe` binary files |
| | - `CompRealVul_metadata.csv`: Metadata file with the following fields: |
| |
|
| | | Column | Description | |
| | |-----------------|-----------------------------------------------------------------------------| |
| | | `file_name` | Name of the .exe file | |
| | | `function_name` | The name of the target function in the .exe file | |
| | | `label` | Vulnerability label (`1.0` = vulnerable, `0.0` = non-vulnerable) | |
| |
|
| | **Example:** |
| | ```csv |
| | file_name,function_name,label |
| | func_123.exe,func_123,1.0 |
| | ``` |
| |
|
| | ## Usage |
| |
|
| | You can load the dataset directly using the `datasets` library from Hugging Face: |
| |
|
| | ```python |
| | import pandas as pd |
| | import zipfile |
| | |
| | # Load metadata |
| | df = pd.read_csv("CompRealVul_metadata.csv") |
| | |
| | # Access the ZIP archive |
| | with zipfile.ZipFile("CompRealVul_Bin.zip", "r") as zip_ref: |
| | # Extract a specific binary |
| | binary_path = df.iloc[0]["binary_path"] |
| | zip_ref.extract(binary_path, "extracted_binaries/") |
| | |
| | # Read binary data |
| | with open(f"extracted_binaries/{binary_path}", "rb") as f: |
| | binary_data = f.read() |
| | ``` |
| |
|
| | ## License |
| | This dataset is released under the GPL-3.0. |
| |
|
| | ## Citation |
| | ```cite |
| | @misc{comprealvul_bin, |
| | author = {Compote}, |
| | title = {CompRealVul_Bin: A Binary Dataset for Vulnerability Detection}, |
| | howpublished = {\url{https://huggingface.co/datasets/compAgent/CompRealVul_Bin}}, |
| | year = {2025} |
| | } |
| | ``` |