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evol-instruct's Introduction

Overview of Evol-Instruct

Evol-Instruct is a novel method using LLMs instead of humans to automatically mass-produce open-domain instructions of various difficulty levels and skills range, to improve the performance of LLMs. You can easily embark on your own evolutionary journey with the Evol Script.

Available Models - Gemini, GPT-3.5-Turbo

Setup

  1. Clone the repository or download as zip and extract it.

git clone https://github.com/BhabhaAI/evol-instruct.git

  1. Create a virtual environment and activate it

python -m venv .venv

.venv\Scripts\activate

  1. Install required libraries

pip install -r requirements.txt

API Endpoint - /

Query Parameters

  1. model - Model name (either gemini or chatgpt)
  2. key - Api Key
  3. dataset - Dataset name in Huggingface Format
  4. instruction - Name of the dataset's instruction prompt column
  5. input (Optional) - Name of the dataset's input prompt column.
  6. rows (Optional) - Number of rows to be generated.
  7. split (Optional) - Dataset split. Defaults to train.

Dummy Endpoint - /dummy/

Use this endpoint to test query parameters

Run API

FastAPI - uvicorn app:app --reload

evol-instruct's People

Contributors

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