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@ -18,68 +18,497 @@ and retrieve the data that are 'most similar' to the embedded query.
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Embeddings, Document
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""" # noqa: E501
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from typing import Any
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from langchain.schema.vectorstore import VectorStore
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from langchain.vectorstores.alibabacloud_opensearch import (
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AlibabaCloudOpenSearch,
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def _import_alibaba_cloud_open_search() -> Any:
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from langchain.vectorstores.alibabacloud_opensearch import AlibabaCloudOpenSearch
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return AlibabaCloudOpenSearch
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def _import_alibaba_cloud_open_search_settings() -> Any:
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from langchain.vectorstores.alibabacloud_opensearch import (
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AlibabaCloudOpenSearchSettings,
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)
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from langchain.vectorstores.analyticdb import AnalyticDB
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from langchain.vectorstores.annoy import Annoy
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from langchain.vectorstores.atlas import AtlasDB
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from langchain.vectorstores.awadb import AwaDB
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from langchain.vectorstores.azuresearch import AzureSearch
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from langchain.vectorstores.bageldb import Bagel
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from langchain.vectorstores.cassandra import Cassandra
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from langchain.vectorstores.chroma import Chroma
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from langchain.vectorstores.clarifai import Clarifai
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from langchain.vectorstores.clickhouse import Clickhouse, ClickhouseSettings
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from langchain.vectorstores.dashvector import DashVector
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from langchain.vectorstores.deeplake import DeepLake
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from langchain.vectorstores.dingo import Dingo
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from langchain.vectorstores.docarray import DocArrayHnswSearch, DocArrayInMemorySearch
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from langchain.vectorstores.elastic_vector_search import (
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ElasticKnnSearch,
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ElasticVectorSearch,
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)
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from langchain.vectorstores.elasticsearch import ElasticsearchStore
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from langchain.vectorstores.epsilla import Epsilla
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from langchain.vectorstores.faiss import FAISS
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from langchain.vectorstores.hologres import Hologres
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from langchain.vectorstores.lancedb import LanceDB
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from langchain.vectorstores.llm_rails import LLMRails
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from langchain.vectorstores.marqo import Marqo
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from langchain.vectorstores.matching_engine import MatchingEngine
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from langchain.vectorstores.meilisearch import Meilisearch
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from langchain.vectorstores.milvus import Milvus
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from langchain.vectorstores.mongodb_atlas import MongoDBAtlasVectorSearch
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from langchain.vectorstores.myscale import MyScale, MyScaleSettings
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from langchain.vectorstores.neo4j_vector import Neo4jVector
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from langchain.vectorstores.opensearch_vector_search import OpenSearchVectorSearch
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from langchain.vectorstores.pgembedding import PGEmbedding
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from langchain.vectorstores.pgvector import PGVector
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from langchain.vectorstores.pinecone import Pinecone
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from langchain.vectorstores.qdrant import Qdrant
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from langchain.vectorstores.redis import Redis
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from langchain.vectorstores.rocksetdb import Rockset
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from langchain.vectorstores.scann import ScaNN
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from langchain.vectorstores.singlestoredb import SingleStoreDB
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from langchain.vectorstores.sklearn import SKLearnVectorStore
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from langchain.vectorstores.sqlitevss import SQLiteVSS
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from langchain.vectorstores.starrocks import StarRocks
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from langchain.vectorstores.supabase import SupabaseVectorStore
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from langchain.vectorstores.tair import Tair
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from langchain.vectorstores.tencentvectordb import TencentVectorDB
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from langchain.vectorstores.tigris import Tigris
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from langchain.vectorstores.timescalevector import TimescaleVector
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from langchain.vectorstores.typesense import Typesense
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from langchain.vectorstores.usearch import USearch
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from langchain.vectorstores.vald import Vald
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from langchain.vectorstores.vearch import Vearch
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from langchain.vectorstores.vectara import Vectara
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from langchain.vectorstores.vespa import VespaStore
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from langchain.vectorstores.weaviate import Weaviate
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from langchain.vectorstores.zep import ZepVectorStore
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from langchain.vectorstores.zilliz import Zilliz
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)
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return AlibabaCloudOpenSearchSettings
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def _import_elastic_knn_search() -> Any:
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from langchain.vectorstores.elastic_vector_search import ElasticKnnSearch
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return ElasticKnnSearch
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def _import_elastic_vector_search() -> Any:
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from langchain.vectorstores.elastic_vector_search import ElasticVectorSearch
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return ElasticVectorSearch
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def _import_analyticdb() -> Any:
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from langchain.vectorstores.analyticdb import AnalyticDB
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return AnalyticDB
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def _import_annoy() -> Any:
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from langchain.vectorstores.annoy import Annoy
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return Annoy
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def _import_atlas() -> Any:
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from langchain.vectorstores.atlas import AtlasDB
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return AtlasDB
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def _import_awadb() -> Any:
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from langchain.vectorstores.awadb import AwaDB
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return AwaDB
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def _import_azuresearch() -> Any:
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from langchain.vectorstores.azuresearch import AzureSearch
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return AzureSearch
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def _import_bageldb() -> Any:
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from langchain.vectorstores.bageldb import Bagel
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return Bagel
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def _import_cassandra() -> Any:
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from langchain.vectorstores.cassandra import Cassandra
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return Cassandra
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def _import_chroma() -> Any:
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from langchain.vectorstores.chroma import Chroma
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return Chroma
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def _import_clarifai() -> Any:
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from langchain.vectorstores.clarifai import Clarifai
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return Clarifai
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def _import_clickhouse() -> Any:
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from langchain.vectorstores.clickhouse import Clickhouse
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return Clickhouse
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def _import_clickhouse_settings() -> Any:
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from langchain.vectorstores.clickhouse import ClickhouseSettings
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return ClickhouseSettings
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def _import_dashvector() -> Any:
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from langchain.vectorstores.dashvector import DashVector
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return DashVector
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def _import_deeplake() -> Any:
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from langchain.vectorstores.deeplake import DeepLake
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return DeepLake
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def _import_dingo() -> Any:
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from langchain.vectorstores.dingo import Dingo
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return Dingo
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def _import_docarray_hnsw() -> Any:
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from langchain.vectorstores.docarray import DocArrayHnswSearch
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return DocArrayHnswSearch
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def _import_docarray_inmemory() -> Any:
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from langchain.vectorstores.docarray import DocArrayInMemorySearch
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return DocArrayInMemorySearch
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def _import_elasticsearch() -> Any:
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from langchain.vectorstores.elasticsearch import ElasticsearchStore
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return ElasticsearchStore
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def _import_epsilla() -> Any:
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from langchain.vectorstores.epsilla import Epsilla
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return Epsilla
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def _import_faiss() -> Any:
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from langchain.vectorstores.faiss import FAISS
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return FAISS
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def _import_hologres() -> Any:
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from langchain.vectorstores.hologres import Hologres
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return Hologres
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def _import_lancedb() -> Any:
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from langchain.vectorstores.lancedb import LanceDB
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return LanceDB
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def _import_llm_rails() -> Any:
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from langchain.vectorstores.llm_rails import LLMRails
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return LLMRails
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def _import_marqo() -> Any:
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from langchain.vectorstores.marqo import Marqo
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return Marqo
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def _import_matching_engine() -> Any:
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from langchain.vectorstores.matching_engine import MatchingEngine
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return MatchingEngine
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def _import_meilisearch() -> Any:
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from langchain.vectorstores.meilisearch import Meilisearch
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return Meilisearch
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def _import_milvus() -> Any:
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from langchain.vectorstores.milvus import Milvus
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return Milvus
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def _import_mongodb_atlas() -> Any:
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from langchain.vectorstores.mongodb_atlas import MongoDBAtlasVectorSearch
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return MongoDBAtlasVectorSearch
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def _import_myscale() -> Any:
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from langchain.vectorstores.myscale import MyScale
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return MyScale
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def _import_myscale_settings() -> Any:
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from langchain.vectorstores.myscale import MyScaleSettings
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return MyScaleSettings
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def _import_neo4j_vector() -> Any:
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from langchain.vectorstores.neo4j_vector import Neo4jVector
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return Neo4jVector
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def _import_opensearch_vector_search() -> Any:
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from langchain.vectorstores.opensearch_vector_search import OpenSearchVectorSearch
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return OpenSearchVectorSearch
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def _import_pgembedding() -> Any:
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from langchain.vectorstores.pgembedding import PGEmbedding
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return PGEmbedding
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def _import_pgvector() -> Any:
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from langchain.vectorstores.pgvector import PGVector
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return PGVector
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def _import_pinecone() -> Any:
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from langchain.vectorstores.pinecone import Pinecone
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return Pinecone
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def _import_qdrant() -> Any:
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from langchain.vectorstores.qdrant import Qdrant
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return Qdrant
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def _import_redis() -> Any:
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from langchain.vectorstores.redis import Redis
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return Redis
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def _import_rocksetdb() -> Any:
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from langchain.vectorstores.rocksetdb import Rockset
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return Rockset
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def _import_vespa() -> Any:
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from langchain.vectorstores.vespa import VespaStore
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return VespaStore
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def _import_scann() -> Any:
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from langchain.vectorstores.scann import ScaNN
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return ScaNN
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def _import_singlestoredb() -> Any:
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from langchain.vectorstores.singlestoredb import SingleStoreDB
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return SingleStoreDB
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def _import_sklearn() -> Any:
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from langchain.vectorstores.sklearn import SKLearnVectorStore
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return SKLearnVectorStore
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def _import_sqlitevss() -> Any:
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from langchain.vectorstores.sqlitevss import SQLiteVSS
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return SQLiteVSS
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def _import_starrocks() -> Any:
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from langchain.vectorstores.starrocks import StarRocks
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return StarRocks
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def _import_supabase() -> Any:
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from langchain.vectorstores.supabase import SupabaseVectorStore
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return SupabaseVectorStore
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def _import_tair() -> Any:
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from langchain.vectorstores.tair import Tair
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return Tair
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def _import_tencentvectordb() -> Any:
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from langchain.vectorstores.tencentvectordb import TencentVectorDB
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return TencentVectorDB
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def _import_tigris() -> Any:
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from langchain.vectorstores.tigris import Tigris
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return Tigris
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def _import_timescalevector() -> Any:
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from langchain.vectorstores.timescalevector import TimescaleVector
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return TimescaleVector
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def _import_typesense() -> Any:
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from langchain.vectorstores.typesense import Typesense
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return Typesense
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def _import_usearch() -> Any:
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from langchain.vectorstores.usearch import USearch
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return USearch
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def _import_vald() -> Any:
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from langchain.vectorstores.vald import Vald
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return Vald
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def _import_vearch() -> Any:
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from langchain.vectorstores.vearch import Vearch
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return Vearch
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def _import_vectara() -> Any:
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from langchain.vectorstores.vectara import Vectara
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return Vectara
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def _import_weaviate() -> Any:
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from langchain.vectorstores.weaviate import Weaviate
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return Weaviate
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def _import_zep() -> Any:
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from langchain.vectorstores.zep import ZepVectorStore
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return ZepVectorStore
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def _import_zilliz() -> Any:
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from langchain.vectorstores.zilliz import Zilliz
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return Zilliz
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def __getattr__(name: str) -> Any:
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if name == "AnalyticDB":
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return _import_analyticdb()
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elif name == "AlibabaCloudOpenSearch":
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return _import_alibaba_cloud_open_search()
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elif name == "AlibabaCloudOpenSearchSettings":
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return _import_alibaba_cloud_open_search_settings()
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elif name == "ElasticKnnSearch":
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return _import_elastic_knn_search()
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elif name == "ElasticVectorSearch":
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return _import_elastic_vector_search()
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elif name == "Annoy":
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return _import_annoy()
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elif name == "AtlasDB":
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return _import_atlas()
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elif name == "AwaDB":
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|
return _import_awadb()
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elif name == "AzureSearch":
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|
return _import_azuresearch()
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elif name == "Bagel":
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|
return _import_bageldb()
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elif name == "Cassandra":
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|
return _import_cassandra()
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elif name == "Chroma":
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|
|
return _import_chroma()
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|
elif name == "Clarifai":
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|
return _import_clarifai()
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|
elif name == "ClickhouseSettings":
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|
|
return _import_clickhouse_settings()
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|
elif name == "Clickhouse":
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|
return _import_clickhouse()
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|
elif name == "DashVector":
|
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|
|
return _import_dashvector()
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|
elif name == "DeepLake":
|
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|
|
return _import_deeplake()
|
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|
|
elif name == "Dingo":
|
|
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|
|
return _import_dingo()
|
|
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|
|
elif name == "DocArrayInMemorySearch":
|
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|
|
return _import_docarray_inmemory()
|
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|
|
elif name == "DocArrayHnswSearch":
|
|
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|
|
return _import_docarray_hnsw()
|
|
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|
|
elif name == "ElasticsearchStore":
|
|
|
|
|
return _import_elasticsearch()
|
|
|
|
|
elif name == "Epsilla":
|
|
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|
|
return _import_epsilla()
|
|
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|
|
elif name == "FAISS":
|
|
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|
|
return _import_faiss()
|
|
|
|
|
elif name == "Hologres":
|
|
|
|
|
return _import_hologres()
|
|
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|
|
elif name == "LanceDB":
|
|
|
|
|
return _import_lancedb()
|
|
|
|
|
elif name == "LLMRails":
|
|
|
|
|
return _import_llm_rails()
|
|
|
|
|
elif name == "Marqo":
|
|
|
|
|
return _import_marqo()
|
|
|
|
|
elif name == "MatchingEngine":
|
|
|
|
|
return _import_matching_engine()
|
|
|
|
|
elif name == "Meilisearch":
|
|
|
|
|
return _import_meilisearch()
|
|
|
|
|
elif name == "Milvus":
|
|
|
|
|
return _import_milvus()
|
|
|
|
|
elif name == "MongoDBAtlasVectorSearch":
|
|
|
|
|
return _import_mongodb_atlas()
|
|
|
|
|
elif name == "MyScaleSettings":
|
|
|
|
|
return _import_myscale_settings()
|
|
|
|
|
elif name == "MyScale":
|
|
|
|
|
return _import_myscale()
|
|
|
|
|
elif name == "Neo4jVector":
|
|
|
|
|
return _import_neo4j_vector()
|
|
|
|
|
elif name == "OpenSearchVectorSearch":
|
|
|
|
|
return _import_opensearch_vector_search()
|
|
|
|
|
elif name == "PGEmbedding":
|
|
|
|
|
return _import_pgembedding()
|
|
|
|
|
elif name == "PGVector":
|
|
|
|
|
return _import_pgvector()
|
|
|
|
|
elif name == "Pinecone":
|
|
|
|
|
return _import_pinecone()
|
|
|
|
|
elif name == "Qdrant":
|
|
|
|
|
return _import_qdrant()
|
|
|
|
|
elif name == "Redis":
|
|
|
|
|
return _import_redis()
|
|
|
|
|
elif name == "Rockset":
|
|
|
|
|
return _import_rocksetdb()
|
|
|
|
|
elif name == "ScaNN":
|
|
|
|
|
return _import_scann()
|
|
|
|
|
elif name == "SingleStoreDB":
|
|
|
|
|
return _import_singlestoredb()
|
|
|
|
|
elif name == "SKLearnVectorStore":
|
|
|
|
|
return _import_sklearn()
|
|
|
|
|
elif name == "SQLiteVSS":
|
|
|
|
|
return _import_sqlitevss()
|
|
|
|
|
elif name == "StarRocks":
|
|
|
|
|
return _import_starrocks()
|
|
|
|
|
elif name == "SupabaseVectorStore":
|
|
|
|
|
return _import_supabase()
|
|
|
|
|
elif name == "Tair":
|
|
|
|
|
return _import_tair()
|
|
|
|
|
elif name == "TencentVectorDB":
|
|
|
|
|
return _import_tencentvectordb()
|
|
|
|
|
elif name == "Tigris":
|
|
|
|
|
return _import_tigris()
|
|
|
|
|
elif name == "TimescaleVector":
|
|
|
|
|
return _import_timescalevector()
|
|
|
|
|
elif name == "Typesense":
|
|
|
|
|
return _import_typesense()
|
|
|
|
|
elif name == "USearch":
|
|
|
|
|
return _import_usearch()
|
|
|
|
|
elif name == "Vald":
|
|
|
|
|
return _import_vald()
|
|
|
|
|
elif name == "Vearch":
|
|
|
|
|
return _import_vearch()
|
|
|
|
|
elif name == "Vectara":
|
|
|
|
|
return _import_vectara()
|
|
|
|
|
elif name == "Weaviate":
|
|
|
|
|
return _import_weaviate()
|
|
|
|
|
elif name == "ZepVectorStore":
|
|
|
|
|
return _import_zep()
|
|
|
|
|
elif name == "Zilliz":
|
|
|
|
|
return _import_zilliz()
|
|
|
|
|
elif name == "VespaStore":
|
|
|
|
|
return _import_vespa()
|
|
|
|
|
else:
|
|
|
|
|
raise AttributeError(f"Could not find: {name}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
__all__ = [
|
|
|
|
|
"AlibabaCloudOpenSearch",
|
|
|
|
|