switlydev's picture
Update README.md
baa4a41 verified
|
Raw
History Blame
2.22 kB
---
license: gpl-2.0
task_categories:
- text-generation
- other
language:
- en
tags:
- linux
- kernel
- c
- c++
- bug-fix
- SFT
- instruction-tuning
- security
- code-generation
size_categories:
- 100K<n<1M
---
# 🐧 Linux Kernel Bugfixes & Patches Dataset (Instruction-Tuned)
## πŸ“– Dataset Description
This dataset is a highly curated, instruction-tuned collection of **problem-solution pairs** extracted directly from the official Linux Kernel Git repository (`torvalds/linux`). It is specifically designed to train Large Language Models (LLMs) on **low-level C programming, kernel architecture, memory management, and security vulnerability patching**.
Unlike raw commit histories, this dataset has been strictly filtered to include only meaningful bug fixes and excludes noisy data such as typos, documentation updates, and version bumps.
- **Language:** English (Commit messages), C / Assembly (Code)
- **License:** GPL-2.0 (Inherited from Linux Kernel)
- **Format:** Supervised Fine-Tuning (SFT) ready (Instruction / Input / Output)
## πŸš€ Intended Uses & Applications
This dataset is perfect for training AI Agents and local LLMs for:
1. **Low-Level Code Repair:** Teaching models to fix memory leaks, use-after-free errors, null pointer dereferences, and race conditions.
2. **Patch Generation:** Generating valid `git diff` outputs based on issue descriptions.
3. **Cybersecurity Analysis:** Fine-tuning models to recognize and patch CVEs and kernel panics.
## πŸ“Š Dataset Structure
Each row in the dataset represents a single bug-fix commit. The data is formatted for immediate use in SFT pipelines (like Unsloth, QLoRA, Axolotl).
**Example Instance:**
```json
{
"id": "a1b2c3d4e5f6...",
"instruction": "Analyze and fix the following issue in the Linux kernel code: net: sched: fix memory leak in tc_action",
"input": "Problem Details:\nWhen a filter action fails to initialize, the memory allocated for option parameters is not properly freed, resulting in a memory leak under high load.",
"output": "```diff\n--- a/net/sched/act_api.c\n+++ b/net/sched/act_api.c\n@@ -120,6 +120,7 @@ static int tcf_action_init(struct net *net...\n+ kfree(opt);\n```"
}