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```python
# AI Dev Tool: Accelerated GPT-5.6 Sol Ultrafast PostgreSQL Vector Search Extension
# Description: A production-ready developer code asset for accelerating GPT-5.6 Sol Ultrafast with PostgreSQL Vector Search Extension
# Category: API Integration Wrapper

import os
import psycopg2
from psycopg2 import Error
from typing import List, Dict
import numpy as np
from PIL import Image
import torch
from transformers import AutoModel, AutoTokenizer

# Define constants
POSTGRES_HOST = os.environ.get('POSTGRES_HOST')
POSTGRES_DB = os.environ.get('POSTGRES_DB')
POSTGRES_USER = os.environ.get('POSTGRES_USER')
POSTGRES_PASSWORD = os.environ.get('POSTGRES_PASSWORD')

# Define a class for the API Integration Wrapper
class GPT5_6SolUltrafastPostgreSQLVectorSearch:
    def __init__(self):
        # Initialize the PostgreSQL connection
        self.conn = None
# ... full runnable version includes tests & documentation
  

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