Prompt Flow

Overview

Prompt Flow is an AI-orchestrated code generation and autonomous deployment pipeline that utilizes LangChain and large language models (LLMs) to empower users in developing entire projects through natural language prompts. It automatically generates a complete folder structure, writes code, and configures all necessary files for specified frameworks or languages.

Features

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Technologies Used

• LangChain
• Docker
• AWS
• GCP

Frontend Technologies

• React
• Next.js

Backend Technologies

• Node.js
• Express.js
• Flask

Databases

-Firebase

DevOps Tools

• Kubernetes
• Docker

Key Comparisons

1. Full SDLC Automation vs. Manual Setup

   • Unlike traditional development requiring manual setup for coding, testing, and deployment, Prompt Flow automates the entire SDLC, significantly reducing time and complexity.

2. Dynamic Web Access for Real-Time Updates vs. Static Frameworks

   • While current tools rely on predefined support for frameworks, Prompt Flow dynamically accesses web resources for up-to-date documentation, enabling it to adapt to cutting-edge frameworks and evolving languages effortlessly.

Comprehensive Infrastructure

• Utilizes Docker, LangChain, and access to cloud providers (AWS, GCP) for dynamic project execution, deployment, and web access, supporting CI/CD integration and real-time updates for evolving frameworks.

LLM and LangChain Optimization

• Features an optimized LLM integrated with LangChain for natural language processing, focusing on efficient prompt handling, accurate code generation, and seamless cloud deployment.

Installation

To set up Prompt Flow locally, follow these steps:

Prerequisites

• Ensure you have Docker installed on your machine.
• Make sure you have Git installed.
• Make sure you Create GeminiApiKey

Steps to Install

1. Clone the repository:

   git clone https://github.com/aryamanpathak2022/Prompt-flow.git
   

2. Pull the Docker image:

   docker pull nikolaik/python-nodejs
   

3. **Run the Web app **:

   cd webapp
   cd Prompt-flow
   npm i
   npm run dev
   

4. **Run the backend **:

   cd api-server
   cd src
   node index.js
   

5. Configure Environment Variables::

   AWS_ACCESS_KEY_ID=your_access_key    #for deploying
   AWS_SECRET_ACCESS_KEY=your_secret_key   #for deploying
   GCP_PROJECT_ID=your_project_id  #For firebase database
   GOOGLE_API_KEY=YOUR_GEMINI_API_KEY    #Gen ai
   

6. Install Dependencies::

   cd api-backend
   cd langchain
   pip install -r requirements.txt