How to Create and Deploy LangChain Applications with LangForge

Jun 13, 2023 | Data Science

Welcome to the world of LangForge, an open-source toolkit designed to simplify the process of creating and deploying LangChain applications. In this guide, we’ll walk you through the steps to get started with LangForge, including installation, usage, and troubleshooting tips. Let’s embark on this programming adventure!

Features of LangForge

  • Simplified environment setup and API key management
  • Predefined notebooks for various use cases to help you get started quickly
  • Instantly chat with your chains using the Jupyter integration
  • Automatic REST interface generation for your app

Installation

Installing LangForge is incredibly straightforward. Follow these simple steps:

pip install langforge-ai

Getting Started

Once you have installed LangForge, use the following command to create a new LangChain app:

langforge create myapp

LangForge will prompt you for some information, then set up a virtual environment, install required packages, and configure your API keys. Just enter your OpenAI API key when prompted.

Launch JupyterLab

To launch your Jupyter Lab, run:

cd myapp
langforge lab

Your project will now feature ready-to-use templates for various use cases, including a chat interface within Jupyter.

Developing Your LangChain App

To start developing your app, open your notebook in Jupyter Lab and select:

  • Kernel → Restart Kernel and Run All Cells…

Once you do this, your ChatGPT will resemble an old-school adventure game. To interact, click the smiling robot icon in the upper right to open a chat window.

Upon execution of the first cell, a table displaying your API keys will appear. If you need to edit, just click the edit button to input your OpenAI key.

# make sure all packages are installed and environment variables are set
%setup langchain openai

Now, let’s make this adventure even more exciting. You have the power to change the game prompt. For our tutorial, we’ll set a space adventure scenario:

template = "This is a conversation between a human and a system called AdventureGPT. AdventureGPT is designed to create immersive and engaging text-based adventure games. AdventureGPT is capable of understanding both simple commands, such as look, and more complex sentences, allowing it to effectively interpret the players intent. This adventure takes place in space. The player steps into the role of Captain Bravado, a fearless and charismatic leader of the starship Infinity Chaser. Tasked with navigating the uncharted reaches of the cosmos, Captain Bravado and their loyal crew must overcome various challenges, solve intricate puzzles, and make critical decisions that will shape the fate of their mission and the future of interstellar exploration." 

After running the cell again, you’ll find yourself immersed in a thrilling space adventure!

Serve Your App

LangForge streamlines the deployment process by automatically generating a REST interface for your app. When you’re satisfied with your creation, use the command:

langforge serve chat-creative.ipynb

To interact with your app, you can use curl to send HTTP requests like this:

curl -X POST -H "Content-Type: application/json" -d '{"input": "look", "memory": []}' http://localhost:2204/chatgpt_adventure

In this JSON, input delivers the user’s command, while memory stores the conversation history, ensuring continuity in interactions.

Troubleshooting

If you encounter issues while using LangForge, here are some troubleshooting tips:

  • Make sure you have installed all required packages and that your API keys are configured correctly.
  • If Jupyter Lab doesn’t launch, ensure the installation was successful and that you’re in the right directory.
  • For issues with the API, double-check that your input is correctly formatted in JSON.

For more insights, updates, or to collaborate on AI development projects, stay connected with fxis.ai.

Conclusion

With LangForge, developing and deploying LangChain applications has never been easier. You have the tools and guidance right at your fingertips. Now, go ahead and create your epic text-based adventure!

At fxis.ai, we believe that such advancements are crucial for the future of AI, as they enable more comprehensive and effective solutions. Our team is continually exploring new methodologies to push the envelope in artificial intelligence, ensuring that our clients benefit from the latest technological innovations.

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