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```typescript
// AI Dev Tool: LLM Vector Search API
// Description: A TypeScript API for building and querying a vector search index using PostgreSQL and an LLM from scratch.
import { FastifyInstance, FastifyRequest, FastifyReply } from 'fastify';
import { PydanticModel } from 'pydantic';
import { Pool } from 'pg';
import * as tf from '@tensorflow/tfjs';
import { LLM } from './llm';
// Define the vector search model
class VectorSearchModel extends PydanticModel {
query: string;
top_k: number;
}
// Define the LLM model
const llm = new LLM();
// Define the PostgreSQL connection pool
const pool = new Pool({
user: 'postgres',
host: 'localhost',
database: 'vector_search',
password: 'password',
# ... full runnable version includes tests & documentation
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