⚡ Live Sandbox: AI Dev Tool: Show HN AI search

📝 Editable Code Sandbox

```python
# AI Dev Tool: FastAPI Pydantic v2 Micro-SaaS Boilerplate with AI Search Integration
# ==============================================================================
# This production-ready boilerplate integrates FastAPI, Pydantic v2, and AI search
# functionality for every photo and every frame of video on macOS.

from fastapi import FastAPI, HTTPException
from pydantic import BaseModel
from typing import List, Optional
import os
import json
from PIL import Image
import cv2
import numpy as np
from transformers import AutoModel, AutoTokenizer

# Initialize the FastAPI app
app = FastAPI()

# Define the Pydantic model for AI search results
class AISearchResult(BaseModel):
    """AI search result model"""
    image_path: str
    score: float
    label: str

# Define the Pydantic model for video frame analysis
class VideoFrameAnalysis(BaseModel):
    """Video frame analysis model"""
    frame_index: int
    frame_path: str
    ai_search_results: List[AISearchResult]

# Load the AI model and tokenizer
model_name = "densenet121"
model = AutoModel.from_pretrained(model_name)
tokenizer = AutoTokenizer.from_pretrained(model_name)

# Define

🖥️ Interactive Execution Terminal Console

⚡ Ready! Click ▶️ Run Code to execute code in browser terminal...