π Project Structure Overview
genai_app/
β
βββ app/
β   βββ __init__.py
β   βββ main.py               # FastAPI app entry point
β   βββ config.py             # Environment/config settings
β   βββ models/               # Pydantic models and data schemas
β   β   βββ genai.py
β   βββ services/             # Core GenAI logic (e.g., LangChain, transformers)
β   β   βββ genai_service.py
β   βββ api/                  # Route definitions
β   β   βββ __init__.py
β   β   βββ genai_routes.py
β   βββ utils/                # Helper functions, logging, etc.
β   β   βββ helpers.py
β   βββ middleware/           # Custom middleware (e.g., logging, auth)
β       βββ auth.py
β
βββ tests/                    # Unit and integration tests
β   βββ __init__.py
β   βββ test_genai.py
β
βββ requirements.txt          # Python dependencies
βββ .env                      # Environment variables
βββ README.md                 # Project documentation
βββ run.sh                    # Shell script to run the app with Uvicorn
    
    
 
 
 
  
  
  π Key Components Explained
  
  
  main.py
from fastapi import FastAPI
from app.api.genai_routes import router as genai_router
app = FastAPI(title="GenAI FastAPI App")
app.include_router(genai_router)
    
    
 
 
 
  
  
  genai_routes.py
from fastapi import APIRouter
from app.services.genai_service import generate_response
from app.models.genai import GenAIRequest
router = APIRouter()
@router.post("/generate")
def generate_text(request: GenAIRequest):
    return generate_response(request.prompt)
    
    
 
 
 
  
  
  genai_service.py
def generate_response(prompt: str) -> dict:
    # Call to GenAI model (e.g., OpenAI, HuggingFace, LangChain)
    return {"response": f"Generated text for: {prompt}"}
    
    
 
 
 
  
  
  π§ͺ Running the App
  
  
  run.sh
#!/bin/bash
uvicorn app.main:app --reload --host 0.0.0.0 --port 8000
    
    
 
 
 
  
  
  π§  Optional Enhancements
- 
Docker support: Add Dockerfileanddocker-compose.yml
- 
Async support: Use async defin routes and services
- 
Model integration: Add HuggingFace or OpenAI SDK in genai_service.py
- 
LangGraph or LangChain: Integrate in services/for advanced workflows
 
              
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