OmniThink: a writing framework for generating high-quality long articles, searching for external knowledge and then reflecting on it and building a knowledge tree step by step

General Introduction

OmniThink is an innovative machine writing framework designed to generate high-quality, long-form articles by mimicking the iterative expansion and reflection of human cognitive processes. The framework focuses on expanding the boundaries of knowledge and generating information that is rich and in-depth.OmniThink delivers high quality content that is coherent and contextually relevant by building outlines and generating articles. Users can generate articles with simple commands, and make online demos on ModelScope. OmniThink also provides detailed dependencies and installation guides to get you started quickly.

OmniThink and STORM Both use the RAG OmniThink: OmniThink introduces the Reflection-Expansion mechanism to acquire information through iterative thinking and knowledge tree construction. OmniThink: Introduces the Reflection-Expansion mechanism to acquire information through iterative thinking and knowledge tree construction.

Demo address: https://www.modelscope.cn/studios/iic/OmniThink

Function List

• Iterative Extension and Reflection: Simulating human cognitive behavior for deeper understanding of complex topics.
• Increased knowledge density: Focus on expanding the boundaries of knowledge and generating informative articles.
• Comprehensive Article Generation: Build outlines and generate quality content that is coherent and contextually relevant.
• Online Demo: An online demo is available on ModelScope to facilitate the user experience.
• Detailed dependencies and installation guide: Provide detailed dependencies and installation steps for users to get started quickly.

Using Help

Installation process

1. Create a virtual environment:

   conda create -n OmniThink python=3.11

2. Cloning Project Warehouse:

   git clone https://github.com/zjunlp/OmniThink.git
cd OmniThink

3. Install dependencies:

   pip install -r requirements.txt

4. Configure environment variables:

   export OPENAI_API_KEY=你的API_KEY
export SEARCHKEY=你的搜索KEY

5. Run the generate command:

   sh run.sh

Guidelines for use

1. Iterative Extension and Reflection: OmniThink provides deeper understanding of complex topics by simulating human cognitive behavior with iterative expansion and reflection. Users simply provide the topic and OmniThink automatically generates relevant long-form articles.
2. Increased knowledge density: OmniThink specializes in expanding the boundaries of knowledge, generating information that is rich and deep. Users can generate high-quality long-form articles with simple commands.
3. Comprehensive Article Generation: OmniThink builds outlines and generates high-quality content that is coherent and contextually relevant. Users simply provide a topic and OmniThink automatically generates relevant long-form articles.
4. Online Demo: Users can experience the power of OmniThink with an online demo on ModelScope.
5. Detailed dependencies and installation guide: OmniThink provides detailed dependencies and installation steps for users to get started quickly.

Detailed Operation Procedure

1. Creating a Virtual Environment: First, the user needs to create a new virtual environment to ensure the independence of project dependencies. This is accomplished using the conda create -n OmniThink python=3.11 command to create a virtual environment.
2. Cloning Project Warehouse: Use git clone https://github.com/zjunlp/OmniThink.git command to clone the project repository and enter the project directory.
3. Installing dependencies: Use pip install -r requirements.txt command installs all the dependencies required by the project.
4. Configuring Environment Variables: Users need to configure the OPENAI API KEY and SEARCH KEY as environment variables. Use the export OPENAI_API_KEY=你的API_KEY cap (a poem) export SEARCHKEY=你的搜索KEY command to configure it.
5. Run the generate command: Use sh run.sh command to run the generation script, OmniThink automatically generates articles, outlines, and mind maps, and saves them to the ./results/ Catalog.

With the above steps, users can quickly get started with OmniThink, generate high-quality long-form articles, and experience its powerful knowledge expansion and generation capabilities.