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```python # AI Dev Tool: FastAPI Vector Database Starter # ============================================= # A production-ready starter boilerplate for building vector database-powered micro-SaaS applications # using FastAPI, Pydantic, and Faiss. from fastapi import FastAPI, HTTPException from pydantic import BaseModel from typing import List, Optional import faiss import numpy as np app = FastAPI() # Define a Pydantic model for vector data class VectorData(BaseModel): """Vector data model""" id: int vector: List[float] # Initialize a Faiss index index = faiss.IndexFlatL2(128) # 128-dimensional vector space # Define a route for adding vectors to the index @app.post("/vectors/") async def add_vector(vector_data: VectorData): """ Add a vector to the index. Args: - vector_data (VectorData): The vector data to add. Returns: - A success message. """ try: # Convert the vector to a NumPy array vector = np.array(vector_data.vector).astype("float32") # Add the vector to the index index.add_vectors([vector]) return
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