This commit is contained in:
Timothy Jaeryang Baek
2026-03-08 19:05:15 -05:00
parent 97cc94756e
commit c6a1469fad
12 changed files with 46 additions and 0 deletions

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
from elasticsearch import Elasticsearch, BadRequestError
from typing import Optional
import ssl

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
from __future__ import annotations
import array

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
from pymilvus import MilvusClient as Client
from pymilvus import FieldSchema, DataType
from pymilvus import connections, Collection

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
import logging
from typing import Optional, Tuple, List, Dict, Any

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
from typing import Optional, List, Dict, Any
import logging
import re

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
from opensearchpy import OpenSearch
from opensearchpy.helpers import bulk
from typing import Optional

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
Oracle 23ai Vector Database Client - Fixed Version
# .env

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
from typing import Optional, List, Dict, Any, Union
import logging
import time # for measuring elapsed time

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
from typing import Optional
import logging
from urllib.parse import urlparse

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
import logging
from typing import Optional, Tuple, List, Dict, Any
from urllib.parse import urlparse

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
from open_webui.retrieval.vector.utils import process_metadata
from open_webui.retrieval.vector.main import (
VectorDBBase,

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"""
NOTE: This vector database integration is community-supported and maintained on a best-effort basis.
"""
import weaviate
import re
import uuid