JSONL to ShareGPT Converter: Simplifying Dataset Conversion for LLMs

Introducing the JSONL to ShareGPT Converter

In the rapidly evolving world of AI and language models, data preparation is a crucial step for training and fine-tuning. Today, we're excited to spotlight a powerful tool that simplifies this process: the JSONL to ShareGPT Converter.

What Does It Do?

This Python-based tool efficiently converts datasets from JSONL (JSON Lines) format to ShareGPT format, making it easier to import data into various language learning models (LLMs). Whether you're a researcher, developer, or AI enthusiast, this converter streamlines your workflow and saves valuable time.

Key Features

• Bulk Processing: Handles multiple files at once, perfect for large datasets.
• Format Conversion: Transforms JSONL entries into ShareGPT-compatible format.
• Intuitive Output: Generates converted files with a "sharegpt_" prefix for easy identification.
• Flexibility: Works with Python 3.6 and above, with no additional dependencies required.

How It Works

The converter reads JSONL files from an input folder, processes each entry, and writes the converted data to new files in an output folder. Here's a quick look at the input and output formats:

{"instruction": "Human message", "response": "Assistant response"}

{
  "conversations": [
    {"from": "human", "value": "Human message"},
    {"from": "assistant", "value": "Assistant response"}
  ]
}

Getting Started

Using the JSONL to ShareGPT Converter is straightforward:

1. Clone the repository:

   git clone https://github.com/WillFreeAIOrg/jsonl-to-sharegpt-converter.git
   cd jsonl-to-sharegpt-converter

2. Place your JSONL files in the data/jsonl directory.

3. Run the script:

   python jsonl_to_sharegpt_converter.py

4. Find your converted files in the data/sharegpt directory.

Customization and Contribution

The tool offers flexibility for customization. You can easily modify input and output folder paths in the main() function of the script to suit your project structure.

Contributions to the project are welcome! If you have ideas for improvements or encounter any issues, feel free to check out the GitHub repository and contribute.

Why It Matters

As the AI community continues to grow and evolve, tools like the JSONL to ShareGPT Converter play a crucial role in democratizing access to advanced language models. By simplifying the data preparation process, it enables more researchers and developers to contribute to the field, potentially leading to new breakthroughs and applications.

Conclusion

The JSONL to ShareGPT Converter is a testament to the power of open-source collaboration in the AI community. It's a simple yet effective tool that addresses a common pain point in dataset preparation for LLMs. Whether you're working on a small project or a large-scale research initiative, this converter can be an invaluable addition to your toolkit.

We encourage you to try out the JSONL to ShareGPT Converter and see how it can streamline your workflow. Don't forget to star the repository if you find it helpful!

Happy converting, and may your language models thrive with well-prepared data!