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Integrate LocalAI for Specialized Model Serving

Linked challenge: Multi-Model Creative Brief Generation Agent

Prompt source

implementation6 lines1 sectionsNo variables1 code block
Set up LocalAI to serve a lightweight generative model (e.g., a fine-tuned image description model or style transfer model). Create a custom LangChain tool that allows your agents to make requests to this LocalAI endpoint. Integrate this tool into your LangGraph workflow, allowing the 'Creative Specialist' to call it for generating specific visual elements or mood board descriptions. ```python
# Example of a custom LangChain tool for LocalAI
from langchain.tools import tool
import requests @tool
def generate_image_description(concept: str) -> str: """Generates a detailed image description using a local AI model.""" # Replace with actual LocalAI endpoint and payload response = requests.post("http://localhost:8080/v1/chat/completions", json={ "model": "localai-image-desc", "messages": [{"role": "user", "content": f"Generate image description for: {concept}"}] }) response.raise_for_status() return response.json()['choices'][0]['message']['content'] # Add generate_image_description to your LangGraph tools for the Creative Specialist
```