langchain[patch]: Migrate vectorstores to use optional langchain community imports (#21150)

libs/langchain/langchain/vectorstores/__init__.py

@@ -18,30 +18,169 @@ and retrieve the data that are 'most similar' to the embedded query.
 
     Embeddings, Document
 """  # noqa: E501
-import warnings
-from typing import Any
+from typing import TYPE_CHECKING, Any
 
-from langchain_core._api import LangChainDeprecationWarning
 from langchain_core.vectorstores import VectorStore
 
-from langchain.utils.interactive_env import is_interactive_env
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import (
+        FAISS,
+        AlibabaCloudOpenSearch,
+        AlibabaCloudOpenSearchSettings,
+        AnalyticDB,
+        Annoy,
+        AstraDB,
+        AtlasDB,
+        AwaDB,
+        AzureCosmosDBVectorSearch,
+        AzureSearch,
+        Bagel,
+        Cassandra,
+        Chroma,
+        Clarifai,
+        Clickhouse,
+        ClickhouseSettings,
+        DashVector,
+        DatabricksVectorSearch,
+        DeepLake,
+        Dingo,
+        DocArrayHnswSearch,
+        DocArrayInMemorySearch,
+        DuckDB,
+        EcloudESVectorStore,
+        ElasticKnnSearch,
+        ElasticsearchStore,
+        ElasticVectorSearch,
+        Epsilla,
+        Hologres,
+        LanceDB,
+        LLMRails,
+        Marqo,
+        MatchingEngine,
+        Meilisearch,
+        Milvus,
+        MomentoVectorIndex,
+        MongoDBAtlasVectorSearch,
+        MyScale,
+        MyScaleSettings,
+        Neo4jVector,
+        NeuralDBVectorStore,
+        OpenSearchVectorSearch,
+        PGEmbedding,
+        PGVector,
+        Pinecone,
+        Qdrant,
+        Redis,
+        Rockset,
+        ScaNN,
+        SemaDB,
+        SingleStoreDB,
+        SKLearnVectorStore,
+        SQLiteVSS,
+        StarRocks,
+        SupabaseVectorStore,
+        Tair,
+        TencentVectorDB,
+        Tigris,
+        TileDB,
+        TimescaleVector,
+        Typesense,
+        USearch,
+        Vald,
+        Vearch,
+        Vectara,
+        VespaStore,
+        Weaviate,
+        Yellowbrick,
+        ZepVectorStore,
+        Zilliz,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "AlibabaCloudOpenSearch": "langchain_community.vectorstores",
+    "AlibabaCloudOpenSearchSettings": "langchain_community.vectorstores",
+    "AnalyticDB": "langchain_community.vectorstores",
+    "Annoy": "langchain_community.vectorstores",
+    "AstraDB": "langchain_community.vectorstores",
+    "AtlasDB": "langchain_community.vectorstores",
+    "AwaDB": "langchain_community.vectorstores",
+    "AzureCosmosDBVectorSearch": "langchain_community.vectorstores",
+    "AzureSearch": "langchain_community.vectorstores",
+    "Bagel": "langchain_community.vectorstores",
+    "Cassandra": "langchain_community.vectorstores",
+    "Chroma": "langchain_community.vectorstores",
+    "Clarifai": "langchain_community.vectorstores",
+    "Clickhouse": "langchain_community.vectorstores",
+    "ClickhouseSettings": "langchain_community.vectorstores",
+    "DashVector": "langchain_community.vectorstores",
+    "DatabricksVectorSearch": "langchain_community.vectorstores",
+    "DeepLake": "langchain_community.vectorstores",
+    "Dingo": "langchain_community.vectorstores",
+    "DocArrayHnswSearch": "langchain_community.vectorstores",
+    "DocArrayInMemorySearch": "langchain_community.vectorstores",
+    "DuckDB": "langchain_community.vectorstores",
+    "EcloudESVectorStore": "langchain_community.vectorstores",
+    "ElasticKnnSearch": "langchain_community.vectorstores",
+    "ElasticsearchStore": "langchain_community.vectorstores",
+    "ElasticVectorSearch": "langchain_community.vectorstores",
+    "Epsilla": "langchain_community.vectorstores",
+    "FAISS": "langchain_community.vectorstores",
+    "Hologres": "langchain_community.vectorstores",
+    "LanceDB": "langchain_community.vectorstores",
+    "LLMRails": "langchain_community.vectorstores",
+    "Marqo": "langchain_community.vectorstores",
+    "MatchingEngine": "langchain_community.vectorstores",
+    "Meilisearch": "langchain_community.vectorstores",
+    "Milvus": "langchain_community.vectorstores",
+    "MomentoVectorIndex": "langchain_community.vectorstores",
+    "MongoDBAtlasVectorSearch": "langchain_community.vectorstores",
+    "MyScale": "langchain_community.vectorstores",
+    "MyScaleSettings": "langchain_community.vectorstores",
+    "Neo4jVector": "langchain_community.vectorstores",
+    "NeuralDBVectorStore": "langchain_community.vectorstores",
+    "NEuralDBVectorStore": "langchain_community.vectorstores",
+    "OpenSearchVectorSearch": "langchain_community.vectorstores",
+    "PGEmbedding": "langchain_community.vectorstores",
+    "PGVector": "langchain_community.vectorstores",
+    "Pinecone": "langchain_community.vectorstores",
+    "Qdrant": "langchain_community.vectorstores",
+    "Redis": "langchain_community.vectorstores",
+    "Rockset": "langchain_community.vectorstores",
+    "ScaNN": "langchain_community.vectorstores",
+    "SemaDB": "langchain_community.vectorstores",
+    "SingleStoreDB": "langchain_community.vectorstores",
+    "SKLearnVectorStore": "langchain_community.vectorstores",
+    "SQLiteVSS": "langchain_community.vectorstores",
+    "StarRocks": "langchain_community.vectorstores",
+    "SupabaseVectorStore": "langchain_community.vectorstores",
+    "Tair": "langchain_community.vectorstores",
+    "TencentVectorDB": "langchain_community.vectorstores",
+    "Tigris": "langchain_community.vectorstores",
+    "TileDB": "langchain_community.vectorstores",
+    "TimescaleVector": "langchain_community.vectorstores",
+    "Typesense": "langchain_community.vectorstores",
+    "USearch": "langchain_community.vectorstores",
+    "Vald": "langchain_community.vectorstores",
+    "Vearch": "langchain_community.vectorstores",
+    "Vectara": "langchain_community.vectorstores",
+    "VespaStore": "langchain_community.vectorstores",
+    "Weaviate": "langchain_community.vectorstores",
+    "Yellowbrick": "langchain_community.vectorstores",
+    "ZepVectorStore": "langchain_community.vectorstores",
+    "Zilliz": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
 
 
 def __getattr__(name: str) -> Any:
-    from langchain_community import vectorstores
-
-    # If not in interactive env, raise warning.
-    if not is_interactive_env():
-        warnings.warn(
-            "Importing vector stores from langchain is deprecated. Importing from "
-            "langchain will no longer be supported as of langchain==0.2.0. "
-            "Please import from langchain-community instead:\n\n"
-            f"`from langchain_community.vectorstores import {name}`.\n\n"
-            "To install langchain-community run `pip install -U langchain-community`.",
-            category=LangChainDeprecationWarning,
-        )
-
-    return getattr(vectorstores, name)
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
 
 
 __all__ = [
@@ -49,12 +188,13 @@ __all__ = [
     "AlibabaCloudOpenSearchSettings",
     "AnalyticDB",
     "Annoy",
+    "AstraDB",
     "AtlasDB",
     "AwaDB",
+    "AzureCosmosDBVectorSearch",
     "AzureSearch",
     "Bagel",
     "Cassandra",
-    "AstraDB",
     "Chroma",
     "Clarifai",
     "Clickhouse",
@@ -65,9 +205,11 @@ __all__ = [
     "Dingo",
     "DocArrayHnswSearch",
     "DocArrayInMemorySearch",
+    "DuckDB",
+    "EcloudESVectorStore",
     "ElasticKnnSearch",
-    "ElasticVectorSearch",
     "ElasticsearchStore",
+    "ElasticVectorSearch",
     "Epsilla",
     "FAISS",
     "Hologres",
@@ -82,6 +224,7 @@ __all__ = [
     "MyScale",
     "MyScaleSettings",
     "Neo4jVector",
+    "NeuralDBVectorStore",
     "OpenSearchVectorSearch",
     "PGEmbedding",
     "PGVector",
@@ -89,28 +232,27 @@ __all__ = [
     "Qdrant",
     "Redis",
     "Rockset",
-    "SKLearnVectorStore",
     "ScaNN",
     "SemaDB",
     "SingleStoreDB",
+    "SKLearnVectorStore",
     "SQLiteVSS",
     "StarRocks",
     "SupabaseVectorStore",
     "Tair",
-    "TileDB",
+    "TencentVectorDB",
     "Tigris",
+    "TileDB",
     "TimescaleVector",
     "Typesense",
     "USearch",
     "Vald",
     "Vearch",
     "Vectara",
+    "VectorStore",
     "VespaStore",
     "Weaviate",
     "Yellowbrick",
     "ZepVectorStore",
     "Zilliz",
-    "TencentVectorDB",
-    "AzureCosmosDBVectorSearch",
-    "VectorStore",
 ]

libs/langchain/langchain/vectorstores/alibabacloud_opensearch.py

@@ -1,7 +1,28 @@
-from langchain_community.vectorstores.alibabacloud_opensearch import (
-    AlibabaCloudOpenSearch,
-    AlibabaCloudOpenSearchSettings,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import (
+        AlibabaCloudOpenSearch,
+        AlibabaCloudOpenSearchSettings,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "AlibabaCloudOpenSearchSettings": "langchain_community.vectorstores",
+    "AlibabaCloudOpenSearch": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "AlibabaCloudOpenSearchSettings",

libs/langchain/langchain/vectorstores/analyticdb.py

@@ -1,6 +1,22 @@
-from langchain_community.vectorstores.analyticdb import (
-    AnalyticDB,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import AnalyticDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"AnalyticDB": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "AnalyticDB",

libs/langchain/langchain/vectorstores/annoy.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.annoy import (
-    Annoy,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Annoy"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Annoy
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Annoy": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Annoy",
+]

libs/langchain/langchain/vectorstores/astradb.py

@@ -1,6 +1,22 @@
-from langchain_community.vectorstores.astradb import (
-    AstraDB,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import AstraDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"AstraDB": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "AstraDB",

libs/langchain/langchain/vectorstores/atlas.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.atlas import AtlasDB
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["AtlasDB"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import AtlasDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"AtlasDB": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "AtlasDB",
+]

libs/langchain/langchain/vectorstores/awadb.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.awadb import AwaDB
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["AwaDB"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import AwaDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"AwaDB": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "AwaDB",
+]

libs/langchain/langchain/vectorstores/azure_cosmos_db.py

@@ -1,11 +1,28 @@
-from langchain_community.vectorstores.azure_cosmos_db import (
-    AzureCosmosDBVectorSearch,
-    CosmosDBDocumentType,
-    CosmosDBSimilarityType,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import AzureCosmosDBVectorSearch
+    from langchain_community.vectorstores.azure_cosmos_db import CosmosDBSimilarityType
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "CosmosDBSimilarityType": "langchain_community.vectorstores.azure_cosmos_db",
+    "AzureCosmosDBVectorSearch": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "CosmosDBSimilarityType",
-    "CosmosDBDocumentType",
     "AzureCosmosDBVectorSearch",
 ]

libs/langchain/langchain/vectorstores/azuresearch.py

@@ -1,7 +1,28 @@
-from langchain_community.vectorstores.azuresearch import (
-    AzureSearch,
-    AzureSearchVectorStoreRetriever,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import AzureSearch
+    from langchain_community.vectorstores.azuresearch import (
+        AzureSearchVectorStoreRetriever,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "AzureSearch": "langchain_community.vectorstores",
+    "AzureSearchVectorStoreRetriever": "langchain_community.vectorstores.azuresearch",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "AzureSearch",

libs/langchain/langchain/vectorstores/bageldb.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.bageldb import (
-    Bagel,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Bagel"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Bagel
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Bagel": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Bagel",
+]

libs/langchain/langchain/vectorstores/baiducloud_vector_search.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.baiducloud_vector_search import BESVectorStore
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["BESVectorStore"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import BESVectorStore
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"BESVectorStore": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "BESVectorStore",
+]

libs/langchain/langchain/vectorstores/cassandra.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.cassandra import CVST, Cassandra
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["CVST", "Cassandra"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Cassandra
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Cassandra": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Cassandra",
+]

libs/langchain/langchain/vectorstores/chroma.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.chroma import (
-    Chroma,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Chroma"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Chroma
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Chroma": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Chroma",
+]

libs/langchain/langchain/vectorstores/clarifai.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.clarifai import Clarifai
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Clarifai"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Clarifai
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Clarifai": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Clarifai",
+]

libs/langchain/langchain/vectorstores/clickhouse.py

@@ -1,6 +1,27 @@
-from langchain_community.vectorstores.clickhouse import (
-    Clickhouse,
-    ClickhouseSettings,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["ClickhouseSettings", "Clickhouse"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Clickhouse, ClickhouseSettings
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "ClickhouseSettings": "langchain_community.vectorstores",
+    "Clickhouse": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "ClickhouseSettings",
+    "Clickhouse",
+]

libs/langchain/langchain/vectorstores/dashvector.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.dashvector import DashVector
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["DashVector"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import DashVector
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"DashVector": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "DashVector",
+]

libs/langchain/langchain/vectorstores/databricks_vector_search.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.databricks_vector_search import (
-    DatabricksVectorSearch,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["DatabricksVectorSearch"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import DatabricksVectorSearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"DatabricksVectorSearch": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "DatabricksVectorSearch",
+]

libs/langchain/langchain/vectorstores/deeplake.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.deeplake import DeepLake
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["DeepLake"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import DeepLake
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"DeepLake": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "DeepLake",
+]

libs/langchain/langchain/vectorstores/dingo.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.dingo import Dingo
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Dingo"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Dingo
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Dingo": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Dingo",
+]

libs/langchain/langchain/vectorstores/docarray/__init__.py

@@ -1,5 +1,28 @@
-from langchain_community.vectorstores.docarray.hnsw import DocArrayHnswSearch
-from langchain_community.vectorstores.docarray.in_memory import DocArrayInMemorySearch
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import (
+        DocArrayHnswSearch,
+        DocArrayInMemorySearch,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "DocArrayHnswSearch": "langchain_community.vectorstores",
+    "DocArrayInMemorySearch": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "DocArrayHnswSearch",

libs/langchain/langchain/vectorstores/docarray/base.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.docarray.base import (
-    DocArrayIndex,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["DocArrayIndex"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores.docarray.base import DocArrayIndex
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"DocArrayIndex": "langchain_community.vectorstores.docarray.base"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "DocArrayIndex",
+]

libs/langchain/langchain/vectorstores/docarray/hnsw.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.docarray.hnsw import DocArrayHnswSearch
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["DocArrayHnswSearch"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import DocArrayHnswSearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"DocArrayHnswSearch": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "DocArrayHnswSearch",
+]

libs/langchain/langchain/vectorstores/docarray/in_memory.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.docarray.in_memory import DocArrayInMemorySearch
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["DocArrayInMemorySearch"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import DocArrayInMemorySearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"DocArrayInMemorySearch": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "DocArrayInMemorySearch",
+]

libs/langchain/langchain/vectorstores/elastic_vector_search.py

@@ -1,7 +1,25 @@
-from langchain_community.vectorstores.elastic_vector_search import (
-    ElasticKnnSearch,
-    ElasticVectorSearch,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import ElasticKnnSearch, ElasticVectorSearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "ElasticVectorSearch": "langchain_community.vectorstores",
+    "ElasticKnnSearch": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "ElasticVectorSearch",

libs/langchain/langchain/vectorstores/elasticsearch.py

@@ -1,10 +1,34 @@
-from langchain_community.vectorstores.elasticsearch import (
-    ApproxRetrievalStrategy,
-    BaseRetrievalStrategy,
-    ElasticsearchStore,
-    ExactRetrievalStrategy,
-    SparseRetrievalStrategy,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import ElasticsearchStore
+    from langchain_community.vectorstores.elasticsearch import (
+        ApproxRetrievalStrategy,
+        BaseRetrievalStrategy,
+        ExactRetrievalStrategy,
+        SparseRetrievalStrategy,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "BaseRetrievalStrategy": "langchain_community.vectorstores.elasticsearch",
+    "ApproxRetrievalStrategy": "langchain_community.vectorstores.elasticsearch",
+    "ExactRetrievalStrategy": "langchain_community.vectorstores.elasticsearch",
+    "SparseRetrievalStrategy": "langchain_community.vectorstores.elasticsearch",
+    "ElasticsearchStore": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "BaseRetrievalStrategy",

libs/langchain/langchain/vectorstores/epsilla.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.epsilla import Epsilla
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Epsilla"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Epsilla
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Epsilla": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Epsilla",
+]

libs/langchain/langchain/vectorstores/faiss.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.faiss import (
-    FAISS,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["FAISS"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import FAISS
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"FAISS": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "FAISS",
+]

libs/langchain/langchain/vectorstores/hippo.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.hippo import Hippo
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Hippo"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores.hippo import Hippo
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Hippo": "langchain_community.vectorstores.hippo"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Hippo",
+]

libs/langchain/langchain/vectorstores/hologres.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.hologres import (
-    Hologres,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Hologres"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Hologres
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Hologres": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Hologres",
+]

libs/langchain/langchain/vectorstores/lancedb.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.lancedb import LanceDB
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["LanceDB"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import LanceDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"LanceDB": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "LanceDB",
+]

libs/langchain/langchain/vectorstores/llm_rails.py

@@ -1,3 +1,28 @@
-from langchain_community.vectorstores.llm_rails import LLMRails, LLMRailsRetriever
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["LLMRails", "LLMRailsRetriever"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import LLMRails
+    from langchain_community.vectorstores.llm_rails import LLMRailsRetriever
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "LLMRails": "langchain_community.vectorstores",
+    "LLMRailsRetriever": "langchain_community.vectorstores.llm_rails",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "LLMRails",
+    "LLMRailsRetriever",
+]

libs/langchain/langchain/vectorstores/marqo.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.marqo import Marqo
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Marqo"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Marqo
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Marqo": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Marqo",
+]

libs/langchain/langchain/vectorstores/matching_engine.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.matching_engine import MatchingEngine
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["MatchingEngine"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import MatchingEngine
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"MatchingEngine": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "MatchingEngine",
+]

libs/langchain/langchain/vectorstores/meilisearch.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.meilisearch import Meilisearch
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Meilisearch"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Meilisearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Meilisearch": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Meilisearch",
+]

libs/langchain/langchain/vectorstores/milvus.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.milvus import Milvus
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Milvus"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Milvus
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Milvus": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Milvus",
+]

libs/langchain/langchain/vectorstores/momento_vector_index.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.momento_vector_index import (
-    MomentoVectorIndex,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["MomentoVectorIndex"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import MomentoVectorIndex
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"MomentoVectorIndex": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "MomentoVectorIndex",
+]

libs/langchain/langchain/vectorstores/mongodb_atlas.py

@@ -1,9 +1,23 @@
-from langchain_community.vectorstores.mongodb_atlas import (
-    MongoDBAtlasVectorSearch,
-    MongoDBDocumentType,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import MongoDBAtlasVectorSearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"MongoDBAtlasVectorSearch": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
-    "MongoDBDocumentType",
     "MongoDBAtlasVectorSearch",
 ]

libs/langchain/langchain/vectorstores/myscale.py

@@ -1,7 +1,30 @@
-from langchain_community.vectorstores.myscale import (
-    MyScale,
-    MyScaleSettings,
-    MyScaleWithoutJSON,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["MyScaleSettings", "MyScale", "MyScaleWithoutJSON"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import MyScale, MyScaleSettings
+    from langchain_community.vectorstores.myscale import MyScaleWithoutJSON
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "MyScaleSettings": "langchain_community.vectorstores",
+    "MyScale": "langchain_community.vectorstores",
+    "MyScaleWithoutJSON": "langchain_community.vectorstores.myscale",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "MyScaleSettings",
+    "MyScale",
+    "MyScaleWithoutJSON",
+]

libs/langchain/langchain/vectorstores/neo4j_vector.py

@@ -1,7 +1,26 @@
-from langchain_community.vectorstores.neo4j_vector import (
-    Neo4jVector,
-    SearchType,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Neo4jVector
+    from langchain_community.vectorstores.neo4j_vector import SearchType
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "SearchType": "langchain_community.vectorstores.neo4j_vector",
+    "Neo4jVector": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "SearchType",

libs/langchain/langchain/vectorstores/nucliadb.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.nucliadb import NucliaDB
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["NucliaDB"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores.nucliadb import NucliaDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"NucliaDB": "langchain_community.vectorstores.nucliadb"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "NucliaDB",
+]

libs/langchain/langchain/vectorstores/opensearch_vector_search.py

@@ -1,6 +1,22 @@
-from langchain_community.vectorstores.opensearch_vector_search import (
-    OpenSearchVectorSearch,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import OpenSearchVectorSearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"OpenSearchVectorSearch": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "OpenSearchVectorSearch",

libs/langchain/langchain/vectorstores/pgembedding.py

@@ -1,9 +1,32 @@
-from langchain_community.vectorstores.pgembedding import (
-    CollectionStore,
-    EmbeddingStore,
-    PGEmbedding,
-    QueryResult,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import PGEmbedding
+    from langchain_community.vectorstores.pgembedding import (
+        CollectionStore,
+        EmbeddingStore,
+        QueryResult,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "CollectionStore": "langchain_community.vectorstores.pgembedding",
+    "EmbeddingStore": "langchain_community.vectorstores.pgembedding",
+    "QueryResult": "langchain_community.vectorstores.pgembedding",
+    "PGEmbedding": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "CollectionStore",

libs/langchain/langchain/vectorstores/pgvecto_rs.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.pgvecto_rs import PGVecto_rs
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["PGVecto_rs"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores.pgvecto_rs import PGVecto_rs
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"PGVecto_rs": "langchain_community.vectorstores.pgvecto_rs"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "PGVecto_rs",
+]

libs/langchain/langchain/vectorstores/pgvector.py

@@ -1,7 +1,26 @@
-from langchain_community.vectorstores.pgvector import (
-    DistanceStrategy,
-    PGVector,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import PGVector
+    from langchain_community.vectorstores.pgvector import DistanceStrategy
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "DistanceStrategy": "langchain_community.vectorstores.pgvector",
+    "PGVector": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "DistanceStrategy",

libs/langchain/langchain/vectorstores/pinecone.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.pinecone import Pinecone
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Pinecone"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Pinecone
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Pinecone": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Pinecone",
+]

libs/langchain/langchain/vectorstores/qdrant.py

@@ -1,6 +1,28 @@
-from langchain_community.vectorstores.qdrant import (
-    Qdrant,
-    QdrantException,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["QdrantException", "Qdrant"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Qdrant
+    from langchain_community.vectorstores.qdrant import QdrantException
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "QdrantException": "langchain_community.vectorstores.qdrant",
+    "Qdrant": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "QdrantException",
+    "Qdrant",
+]

libs/langchain/langchain/vectorstores/redis/__init__.py

@@ -1,10 +1,36 @@
-from .base import Redis, RedisVectorStoreRetriever
-from .filters import (
-    RedisFilter,
-    RedisNum,
-    RedisTag,
-    RedisText,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Redis
+    from langchain_community.vectorstores.redis.base import RedisVectorStoreRetriever
+    from langchain_community.vectorstores.redis.filters import (
+        RedisFilter,
+        RedisNum,
+        RedisTag,
+        RedisText,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "Redis": "langchain_community.vectorstores",
+    "RedisFilter": "langchain_community.vectorstores.redis.filters",
+    "RedisTag": "langchain_community.vectorstores.redis.filters",
+    "RedisText": "langchain_community.vectorstores.redis.filters",
+    "RedisNum": "langchain_community.vectorstores.redis.filters",
+    "RedisVectorStoreRetriever": "langchain_community.vectorstores.redis.base",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "Redis",

libs/langchain/langchain/vectorstores/redis/base.py

@@ -1,8 +1,30 @@
-from langchain_community.vectorstores.redis.base import (
-    Redis,
-    RedisVectorStoreRetriever,
-    check_index_exists,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Redis
+    from langchain_community.vectorstores.redis.base import (
+        RedisVectorStoreRetriever,
+        check_index_exists,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "check_index_exists": "langchain_community.vectorstores.redis.base",
+    "Redis": "langchain_community.vectorstores",
+    "RedisVectorStoreRetriever": "langchain_community.vectorstores.redis.base",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "check_index_exists",

libs/langchain/langchain/vectorstores/redis/filters.py

@@ -1,13 +1,40 @@
-from langchain_community.vectorstores.redis.filters import (
-    RedisFilter,
-    RedisFilterExpression,
-    RedisFilterField,
-    RedisFilterOperator,
-    RedisNum,
-    RedisTag,
-    RedisText,
-    check_operator_misuse,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores.redis.filters import (
+        RedisFilter,
+        RedisFilterExpression,
+        RedisFilterField,
+        RedisFilterOperator,
+        RedisNum,
+        RedisTag,
+        RedisText,
+        check_operator_misuse,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "RedisFilterOperator": "langchain_community.vectorstores.redis.filters",
+    "RedisFilter": "langchain_community.vectorstores.redis.filters",
+    "RedisFilterField": "langchain_community.vectorstores.redis.filters",
+    "check_operator_misuse": "langchain_community.vectorstores.redis.filters",
+    "RedisTag": "langchain_community.vectorstores.redis.filters",
+    "RedisNum": "langchain_community.vectorstores.redis.filters",
+    "RedisText": "langchain_community.vectorstores.redis.filters",
+    "RedisFilterExpression": "langchain_community.vectorstores.redis.filters",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "RedisFilterOperator",

libs/langchain/langchain/vectorstores/redis/schema.py

@@ -1,15 +1,44 @@
-from langchain_community.vectorstores.redis.schema import (
-    FlatVectorField,
-    HNSWVectorField,
-    NumericFieldSchema,
-    RedisDistanceMetric,
-    RedisField,
-    RedisModel,
-    RedisVectorField,
-    TagFieldSchema,
-    TextFieldSchema,
-    read_schema,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores.redis.schema import (
+        FlatVectorField,
+        HNSWVectorField,
+        NumericFieldSchema,
+        RedisDistanceMetric,
+        RedisField,
+        RedisModel,
+        RedisVectorField,
+        TagFieldSchema,
+        TextFieldSchema,
+        read_schema,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "RedisDistanceMetric": "langchain_community.vectorstores.redis.schema",
+    "RedisField": "langchain_community.vectorstores.redis.schema",
+    "TextFieldSchema": "langchain_community.vectorstores.redis.schema",
+    "TagFieldSchema": "langchain_community.vectorstores.redis.schema",
+    "NumericFieldSchema": "langchain_community.vectorstores.redis.schema",
+    "RedisVectorField": "langchain_community.vectorstores.redis.schema",
+    "FlatVectorField": "langchain_community.vectorstores.redis.schema",
+    "HNSWVectorField": "langchain_community.vectorstores.redis.schema",
+    "RedisModel": "langchain_community.vectorstores.redis.schema",
+    "read_schema": "langchain_community.vectorstores.redis.schema",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "RedisDistanceMetric",

libs/langchain/langchain/vectorstores/rocksetdb.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.rocksetdb import Rockset
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Rockset"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Rockset
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Rockset": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Rockset",
+]

libs/langchain/langchain/vectorstores/scann.py

@@ -1,5 +1,23 @@
-from langchain_community.vectorstores.scann import (
-    ScaNN,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["ScaNN"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import ScaNN
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"ScaNN": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "ScaNN",
+]

libs/langchain/langchain/vectorstores/semadb.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.semadb import SemaDB
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["SemaDB"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import SemaDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"SemaDB": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "SemaDB",
+]

libs/langchain/langchain/vectorstores/singlestoredb.py

@@ -1,6 +1,23 @@
-from langchain_community.vectorstores.singlestoredb import (
-    SingleStoreDB,
-    SingleStoreDBRetriever,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["SingleStoreDB", "SingleStoreDBRetriever"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import SingleStoreDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"SingleStoreDB": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "SingleStoreDB",
+]

libs/langchain/langchain/vectorstores/sklearn.py

@@ -1,11 +1,36 @@
-from langchain_community.vectorstores.sklearn import (
-    BaseSerializer,
-    BsonSerializer,
-    JsonSerializer,
-    ParquetSerializer,
-    SKLearnVectorStore,
-    SKLearnVectorStoreException,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import SKLearnVectorStore
+    from langchain_community.vectorstores.sklearn import (
+        BaseSerializer,
+        BsonSerializer,
+        JsonSerializer,
+        ParquetSerializer,
+        SKLearnVectorStoreException,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "BaseSerializer": "langchain_community.vectorstores.sklearn",
+    "JsonSerializer": "langchain_community.vectorstores.sklearn",
+    "BsonSerializer": "langchain_community.vectorstores.sklearn",
+    "ParquetSerializer": "langchain_community.vectorstores.sklearn",
+    "SKLearnVectorStoreException": "langchain_community.vectorstores.sklearn",
+    "SKLearnVectorStore": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "BaseSerializer",

libs/langchain/langchain/vectorstores/sqlitevss.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.sqlitevss import SQLiteVSS
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["SQLiteVSS"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import SQLiteVSS
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"SQLiteVSS": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "SQLiteVSS",
+]

libs/langchain/langchain/vectorstores/starrocks.py

@@ -1,7 +1,26 @@
-from langchain_community.vectorstores.starrocks import (
-    StarRocks,
-    StarRocksSettings,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import StarRocks
+    from langchain_community.vectorstores.starrocks import StarRocksSettings
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "StarRocksSettings": "langchain_community.vectorstores.starrocks",
+    "StarRocks": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "StarRocksSettings",

libs/langchain/langchain/vectorstores/supabase.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.supabase import SupabaseVectorStore
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["SupabaseVectorStore"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import SupabaseVectorStore
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"SupabaseVectorStore": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "SupabaseVectorStore",
+]

libs/langchain/langchain/vectorstores/tair.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.tair import Tair
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Tair"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Tair
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Tair": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Tair",
+]

libs/langchain/langchain/vectorstores/tencentvectordb.py

@@ -1,7 +1,33 @@
-from langchain_community.vectorstores.tencentvectordb import (
-    ConnectionParams,
-    IndexParams,
-    TencentVectorDB,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["ConnectionParams", "IndexParams", "TencentVectorDB"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import TencentVectorDB
+    from langchain_community.vectorstores.tencentvectordb import (
+        ConnectionParams,
+        IndexParams,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "ConnectionParams": "langchain_community.vectorstores.tencentvectordb",
+    "IndexParams": "langchain_community.vectorstores.tencentvectordb",
+    "TencentVectorDB": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "ConnectionParams",
+    "IndexParams",
+    "TencentVectorDB",
+]

libs/langchain/langchain/vectorstores/tigris.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.tigris import Tigris
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Tigris"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Tigris
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Tigris": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Tigris",
+]

libs/langchain/langchain/vectorstores/tiledb.py

@@ -1,6 +1,22 @@
-from langchain_community.vectorstores.tiledb import (
-    TileDB,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import TileDB
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"TileDB": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "TileDB",

libs/langchain/langchain/vectorstores/timescalevector.py

@@ -1,6 +1,22 @@
-from langchain_community.vectorstores.timescalevector import (
-    TimescaleVector,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import TimescaleVector
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"TimescaleVector": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "TimescaleVector",

libs/langchain/langchain/vectorstores/typesense.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.typesense import Typesense
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Typesense"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Typesense
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Typesense": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Typesense",
+]

libs/langchain/langchain/vectorstores/usearch.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.usearch import USearch
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["USearch"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import USearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"USearch": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "USearch",
+]

libs/langchain/langchain/vectorstores/utils.py

@@ -1,7 +1,33 @@
-from langchain_community.vectorstores.utils import (
-    DistanceStrategy,
-    filter_complex_metadata,
-    maximal_marginal_relevance,
-)
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["DistanceStrategy", "maximal_marginal_relevance", "filter_complex_metadata"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores.utils import (
+        DistanceStrategy,
+        filter_complex_metadata,
+        maximal_marginal_relevance,
+    )
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "DistanceStrategy": "langchain_community.vectorstores.utils",
+    "maximal_marginal_relevance": "langchain_community.vectorstores.utils",
+    "filter_complex_metadata": "langchain_community.vectorstores.utils",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "DistanceStrategy",
+    "maximal_marginal_relevance",
+    "filter_complex_metadata",
+]

libs/langchain/langchain/vectorstores/vald.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.vald import Vald
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Vald"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Vald
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Vald": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Vald",
+]

libs/langchain/langchain/vectorstores/vearch.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.vearch import Vearch
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Vearch"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Vearch
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Vearch": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Vearch",
+]

libs/langchain/langchain/vectorstores/vectara.py

@@ -1,3 +1,28 @@
-from langchain_community.vectorstores.vectara import Vectara, VectaraRetriever
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Vectara", "VectaraRetriever"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Vectara
+    from langchain_community.vectorstores.vectara import VectaraRetriever
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "Vectara": "langchain_community.vectorstores",
+    "VectaraRetriever": "langchain_community.vectorstores.vectara",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Vectara",
+    "VectaraRetriever",
+]

libs/langchain/langchain/vectorstores/vespa.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.vespa import VespaStore
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["VespaStore"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import VespaStore
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"VespaStore": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "VespaStore",
+]

libs/langchain/langchain/vectorstores/weaviate.py

@@ -1,6 +1,22 @@
-from langchain_community.vectorstores.weaviate import (
-    Weaviate,
-)
+from typing import TYPE_CHECKING, Any
+
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Weaviate
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Weaviate": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
 
 __all__ = [
     "Weaviate",

libs/langchain/langchain/vectorstores/xata.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.xata import XataVectorStore
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["XataVectorStore"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores.xata import XataVectorStore
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"XataVectorStore": "langchain_community.vectorstores.xata"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "XataVectorStore",
+]

libs/langchain/langchain/vectorstores/yellowbrick.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.yellowbrick import Yellowbrick
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Yellowbrick"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Yellowbrick
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Yellowbrick": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Yellowbrick",
+]

libs/langchain/langchain/vectorstores/zep.py

@@ -1,3 +1,28 @@
-from langchain_community.vectorstores.zep import CollectionConfig, ZepVectorStore
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["CollectionConfig", "ZepVectorStore"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import ZepVectorStore
+    from langchain_community.vectorstores.zep import CollectionConfig
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {
+    "CollectionConfig": "langchain_community.vectorstores.zep",
+    "ZepVectorStore": "langchain_community.vectorstores",
+}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "CollectionConfig",
+    "ZepVectorStore",
+]

libs/langchain/langchain/vectorstores/zilliz.py

@@ -1,3 +1,23 @@
-from langchain_community.vectorstores.zilliz import Zilliz
+from typing import TYPE_CHECKING, Any
 
-__all__ = ["Zilliz"]
+from langchain._api import create_importer
+
+if TYPE_CHECKING:
+    from langchain_community.vectorstores import Zilliz
+
+# Create a way to dynamically look up deprecated imports.
+# Used to consolidate logic for raising deprecation warnings and
+# handling optional imports.
+DEPRECATED_LOOKUP = {"Zilliz": "langchain_community.vectorstores"}
+
+_import_attribute = create_importer(__package__, deprecated_lookups=DEPRECATED_LOOKUP)
+
+
+def __getattr__(name: str) -> Any:
+    """Look up attributes dynamically."""
+    return _import_attribute(name)
+
+
+__all__ = [
+    "Zilliz",
+]

libs/langchain/tests/unit_tests/vectorstores/test_public_api.py

@@ -6,12 +6,13 @@ _EXPECTED = [
     "AlibabaCloudOpenSearchSettings",
     "AnalyticDB",
     "Annoy",
+    "AstraDB",
     "AtlasDB",
     "AwaDB",
+    "AzureCosmosDBVectorSearch",
     "AzureSearch",
     "Bagel",
     "Cassandra",
-    "AstraDB",
     "Chroma",
     "Clarifai",
     "Clickhouse",
@@ -22,9 +23,11 @@ _EXPECTED = [
     "Dingo",
     "DocArrayHnswSearch",
     "DocArrayInMemorySearch",
+    "DuckDB",
+    "EcloudESVectorStore",
     "ElasticKnnSearch",
-    "ElasticVectorSearch",
     "ElasticsearchStore",
+    "ElasticVectorSearch",
     "Epsilla",
     "FAISS",
     "Hologres",
@@ -39,6 +42,7 @@ _EXPECTED = [
     "MyScale",
     "MyScaleSettings",
     "Neo4jVector",
+    "NeuralDBVectorStore",
     "OpenSearchVectorSearch",
     "PGEmbedding",
     "PGVector",
@@ -46,30 +50,29 @@ _EXPECTED = [
     "Qdrant",
     "Redis",
     "Rockset",
-    "SKLearnVectorStore",
     "ScaNN",
     "SemaDB",
     "SingleStoreDB",
+    "SKLearnVectorStore",
     "SQLiteVSS",
     "StarRocks",
     "SupabaseVectorStore",
     "Tair",
-    "TileDB",
+    "TencentVectorDB",
     "Tigris",
+    "TileDB",
     "TimescaleVector",
     "Typesense",
     "USearch",
     "Vald",
     "Vearch",
     "Vectara",
+    "VectorStore",
     "VespaStore",
     "Weaviate",
+    "Yellowbrick",
     "ZepVectorStore",
     "Zilliz",
-    "TencentVectorDB",
-    "AzureCosmosDBVectorSearch",
-    "VectorStore",
-    "Yellowbrick",
 ]