diff --git a/libs/langchain/langchain/chains/flare/base.py b/libs/langchain/langchain/chains/flare/base.py
index 4c94df2f37..198da0fcaf 100644
--- a/libs/langchain/langchain/chains/flare/base.py
+++ b/libs/langchain/langchain/chains/flare/base.py
@@ -16,7 +16,7 @@ from langchain.chains.flare.prompts import (
     FinishedOutputParser,
 )
 from langchain.chains.llm import LLMChain
-from langchain.llms import OpenAI
+from langchain.llms.openai import OpenAI
 from langchain.pydantic_v1 import Field
 from langchain.schema import BasePromptTemplate, BaseRetriever, Generation
 from langchain.schema.language_model import BaseLanguageModel
diff --git a/libs/langchain/langchain/embeddings/self_hosted.py b/libs/langchain/langchain/embeddings/self_hosted.py
index 1a52d916ae..3b223b4aa2 100644
--- a/libs/langchain/langchain/embeddings/self_hosted.py
+++ b/libs/langchain/langchain/embeddings/self_hosted.py
@@ -1,6 +1,6 @@
 from typing import Any, Callable, List
 
-from langchain.llms import SelfHostedPipeline
+from langchain.llms.self_hosted import SelfHostedPipeline
 from langchain.pydantic_v1 import Extra
 from langchain.schema.embeddings import Embeddings
 
diff --git a/libs/langchain/langchain/llms/__init__.py b/libs/langchain/langchain/llms/__init__.py
index cb1360d125..4ef57fbbf3 100644
--- a/libs/langchain/langchain/llms/__init__.py
+++ b/libs/langchain/langchain/llms/__init__.py
@@ -17,78 +17,609 @@ access to the large language model (**LLM**) APIs and services.
     CallbackManager, AsyncCallbackManager,
     AIMessage, BaseMessage
 """  # noqa: E501
-from typing import Dict, Type
-
-from langchain.llms.ai21 import AI21
-from langchain.llms.aleph_alpha import AlephAlpha
-from langchain.llms.amazon_api_gateway import AmazonAPIGateway
-from langchain.llms.anthropic import Anthropic
-from langchain.llms.anyscale import Anyscale
-from langchain.llms.aviary import Aviary
-from langchain.llms.azureml_endpoint import AzureMLOnlineEndpoint
-from langchain.llms.baidu_qianfan_endpoint import QianfanLLMEndpoint
-from langchain.llms.bananadev import Banana
+from typing import Any, Callable, Dict, Type
+
 from langchain.llms.base import BaseLLM
-from langchain.llms.baseten import Baseten
-from langchain.llms.beam import Beam
-from langchain.llms.bedrock import Bedrock
-from langchain.llms.bittensor import NIBittensorLLM
-from langchain.llms.cerebriumai import CerebriumAI
-from langchain.llms.chatglm import ChatGLM
-from langchain.llms.clarifai import Clarifai
-from langchain.llms.cohere import Cohere
-from langchain.llms.ctransformers import CTransformers
-from langchain.llms.ctranslate2 import CTranslate2
-from langchain.llms.databricks import Databricks
-from langchain.llms.deepinfra import DeepInfra
-from langchain.llms.deepsparse import DeepSparse
-from langchain.llms.edenai import EdenAI
-from langchain.llms.fake import FakeListLLM
-from langchain.llms.fireworks import Fireworks
-from langchain.llms.forefrontai import ForefrontAI
-from langchain.llms.google_palm import GooglePalm
-from langchain.llms.gooseai import GooseAI
-from langchain.llms.gpt4all import GPT4All
-from langchain.llms.gradient_ai import GradientLLM
-from langchain.llms.huggingface_endpoint import HuggingFaceEndpoint
-from langchain.llms.huggingface_hub import HuggingFaceHub
-from langchain.llms.huggingface_pipeline import HuggingFacePipeline
-from langchain.llms.huggingface_text_gen_inference import HuggingFaceTextGenInference
-from langchain.llms.human import HumanInputLLM
-from langchain.llms.javelin_ai_gateway import JavelinAIGateway
-from langchain.llms.koboldai import KoboldApiLLM
-from langchain.llms.llamacpp import LlamaCpp
-from langchain.llms.manifest import ManifestWrapper
-from langchain.llms.minimax import Minimax
-from langchain.llms.mlflow_ai_gateway import MlflowAIGateway
-from langchain.llms.modal import Modal
-from langchain.llms.mosaicml import MosaicML
-from langchain.llms.nlpcloud import NLPCloud
-from langchain.llms.octoai_endpoint import OctoAIEndpoint
-from langchain.llms.ollama import Ollama
-from langchain.llms.opaqueprompts import OpaquePrompts
-from langchain.llms.openai import AzureOpenAI, OpenAI, OpenAIChat
-from langchain.llms.openllm import OpenLLM
-from langchain.llms.openlm import OpenLM
-from langchain.llms.petals import Petals
-from langchain.llms.pipelineai import PipelineAI
-from langchain.llms.predibase import Predibase
-from langchain.llms.predictionguard import PredictionGuard
-from langchain.llms.promptlayer_openai import PromptLayerOpenAI, PromptLayerOpenAIChat
-from langchain.llms.replicate import Replicate
-from langchain.llms.rwkv import RWKV
-from langchain.llms.sagemaker_endpoint import SagemakerEndpoint
-from langchain.llms.self_hosted import SelfHostedPipeline
-from langchain.llms.self_hosted_hugging_face import SelfHostedHuggingFaceLLM
-from langchain.llms.stochasticai import StochasticAI
-from langchain.llms.symblai_nebula import Nebula
-from langchain.llms.textgen import TextGen
-from langchain.llms.titan_takeoff import TitanTakeoff
-from langchain.llms.tongyi import Tongyi
-from langchain.llms.vertexai import VertexAI, VertexAIModelGarden
-from langchain.llms.vllm import VLLM, VLLMOpenAI
-from langchain.llms.writer import Writer
-from langchain.llms.xinference import Xinference
+
+
+def _import_ai21() -> Any:
+    from langchain.llms.ai21 import AI21
+
+    return AI21
+
+
+def _import_aleph_alpha() -> Any:
+    from langchain.llms.aleph_alpha import AlephAlpha
+
+    return AlephAlpha
+
+
+def _import_amazon_api_gateway() -> Any:
+    from langchain.llms.amazon_api_gateway import AmazonAPIGateway
+
+    return AmazonAPIGateway
+
+
+def _import_anthropic() -> Any:
+    from langchain.llms.anthropic import Anthropic
+
+    return Anthropic
+
+
+def _import_anyscale() -> Any:
+    from langchain.llms.anyscale import Anyscale
+
+    return Anyscale
+
+
+def _import_aviary() -> Any:
+    from langchain.llms.aviary import Aviary
+
+    return Aviary
+
+
+def _import_azureml_endpoint() -> Any:
+    from langchain.llms.azureml_endpoint import AzureMLOnlineEndpoint
+
+    return AzureMLOnlineEndpoint
+
+
+def _import_baidu_qianfan_endpoint() -> Any:
+    from langchain.llms.baidu_qianfan_endpoint import QianfanLLMEndpoint
+
+    return QianfanLLMEndpoint
+
+
+def _import_bananadev() -> Any:
+    from langchain.llms.bananadev import Banana
+
+    return Banana
+
+
+def _import_baseten() -> Any:
+    from langchain.llms.baseten import Baseten
+
+    return Baseten
+
+
+def _import_beam() -> Any:
+    from langchain.llms.beam import Beam
+
+    return Beam
+
+
+def _import_bedrock() -> Any:
+    from langchain.llms.bedrock import Bedrock
+
+    return Bedrock
+
+
+def _import_bittensor() -> Any:
+    from langchain.llms.bittensor import NIBittensorLLM
+
+    return NIBittensorLLM
+
+
+def _import_cerebriumai() -> Any:
+    from langchain.llms.cerebriumai import CerebriumAI
+
+    return CerebriumAI
+
+
+def _import_chatglm() -> Any:
+    from langchain.llms.chatglm import ChatGLM
+
+    return ChatGLM
+
+
+def _import_clarifai() -> Any:
+    from langchain.llms.clarifai import Clarifai
+
+    return Clarifai
+
+
+def _import_cohere() -> Any:
+    from langchain.llms.cohere import Cohere
+
+    return Cohere
+
+
+def _import_ctransformers() -> Any:
+    from langchain.llms.ctransformers import CTransformers
+
+    return CTransformers
+
+
+def _import_ctranslate2() -> Any:
+    from langchain.llms.ctranslate2 import CTranslate2
+
+    return CTranslate2
+
+
+def _import_databricks() -> Any:
+    from langchain.llms.databricks import Databricks
+
+    return Databricks
+
+
+def _import_deepinfra() -> Any:
+    from langchain.llms.deepinfra import DeepInfra
+
+    return DeepInfra
+
+
+def _import_deepsparse() -> Any:
+    from langchain.llms.deepsparse import DeepSparse
+
+    return DeepSparse
+
+
+def _import_edenai() -> Any:
+    from langchain.llms.edenai import EdenAI
+
+    return EdenAI
+
+
+def _import_fake() -> Any:
+    from langchain.llms.fake import FakeListLLM
+
+    return FakeListLLM
+
+
+def _import_fireworks() -> Any:
+    from langchain.llms.fireworks import Fireworks
+
+    return Fireworks
+
+
+def _import_forefrontai() -> Any:
+    from langchain.llms.forefrontai import ForefrontAI
+
+    return ForefrontAI
+
+
+def _import_google_palm() -> Any:
+    from langchain.llms.google_palm import GooglePalm
+
+    return GooglePalm
+
+
+def _import_gooseai() -> Any:
+    from langchain.llms.gooseai import GooseAI
+
+    return GooseAI
+
+
+def _import_gpt4all() -> Any:
+    from langchain.llms.gpt4all import GPT4All
+
+    return GPT4All
+
+
+def _import_gradient_ai() -> Any:
+    from langchain.llms.gradient_ai import GradientLLM
+
+    return GradientLLM
+
+
+def _import_huggingface_endpoint() -> Any:
+    from langchain.llms.huggingface_endpoint import HuggingFaceEndpoint
+
+    return HuggingFaceEndpoint
+
+
+def _import_huggingface_hub() -> Any:
+    from langchain.llms.huggingface_hub import HuggingFaceHub
+
+    return HuggingFaceHub
+
+
+def _import_huggingface_pipeline() -> Any:
+    from langchain.llms.huggingface_pipeline import HuggingFacePipeline
+
+    return HuggingFacePipeline
+
+
+def _import_huggingface_text_gen_inference() -> Any:
+    from langchain.llms.huggingface_text_gen_inference import (
+        HuggingFaceTextGenInference,
+    )
+
+    return HuggingFaceTextGenInference
+
+
+def _import_human() -> Any:
+    from langchain.llms.human import HumanInputLLM
+
+    return HumanInputLLM
+
+
+def _import_javelin_ai_gateway() -> Any:
+    from langchain.llms.javelin_ai_gateway import JavelinAIGateway
+
+    return JavelinAIGateway
+
+
+def _import_koboldai() -> Any:
+    from langchain.llms.koboldai import KoboldApiLLM
+
+    return KoboldApiLLM
+
+
+def _import_llamacpp() -> Any:
+    from langchain.llms.llamacpp import LlamaCpp
+
+    return LlamaCpp
+
+
+def _import_manifest() -> Any:
+    from langchain.llms.manifest import ManifestWrapper
+
+    return ManifestWrapper
+
+
+def _import_minimax() -> Any:
+    from langchain.llms.minimax import Minimax
+
+    return Minimax
+
+
+def _import_mlflow_ai_gateway() -> Any:
+    from langchain.llms.mlflow_ai_gateway import MlflowAIGateway
+
+    return MlflowAIGateway
+
+
+def _import_modal() -> Any:
+    from langchain.llms.modal import Modal
+
+    return Modal
+
+
+def _import_mosaicml() -> Any:
+    from langchain.llms.mosaicml import MosaicML
+
+    return MosaicML
+
+
+def _import_nlpcloud() -> Any:
+    from langchain.llms.nlpcloud import NLPCloud
+
+    return NLPCloud
+
+
+def _import_octoai_endpoint() -> Any:
+    from langchain.llms.octoai_endpoint import OctoAIEndpoint
+
+    return OctoAIEndpoint
+
+
+def _import_ollama() -> Any:
+    from langchain.llms.ollama import Ollama
+
+    return Ollama
+
+
+def _import_opaqueprompts() -> Any:
+    from langchain.llms.opaqueprompts import OpaquePrompts
+
+    return OpaquePrompts
+
+
+def _import_azure_openai() -> Any:
+    from langchain.llms.openai import AzureOpenAI
+
+    return AzureOpenAI
+
+
+def _import_openai() -> Any:
+    from langchain.llms.openai import OpenAI
+
+    return OpenAI
+
+
+def _import_openai_chat() -> Any:
+    from langchain.llms.openai import OpenAIChat
+
+    return OpenAIChat
+
+
+def _import_openllm() -> Any:
+    from langchain.llms.openllm import OpenLLM
+
+    return OpenLLM
+
+
+def _import_openlm() -> Any:
+    from langchain.llms.openlm import OpenLM
+
+    return OpenLM
+
+
+def _import_petals() -> Any:
+    from langchain.llms.petals import Petals
+
+    return Petals
+
+
+def _import_pipelineai() -> Any:
+    from langchain.llms.pipelineai import PipelineAI
+
+    return PipelineAI
+
+
+def _import_predibase() -> Any:
+    from langchain.llms.predibase import Predibase
+
+    return Predibase
+
+
+def _import_predictionguard() -> Any:
+    from langchain.llms.predictionguard import PredictionGuard
+
+    return PredictionGuard
+
+
+def _import_promptlayer() -> Any:
+    from langchain.llms.promptlayer_openai import PromptLayerOpenAI
+
+    return PromptLayerOpenAI
+
+
+def _import_promptlayer_chat() -> Any:
+    from langchain.llms.promptlayer_openai import PromptLayerOpenAIChat
+
+    return PromptLayerOpenAIChat
+
+
+def _import_replicate() -> Any:
+    from langchain.llms.replicate import Replicate
+
+    return Replicate
+
+
+def _import_rwkv() -> Any:
+    from langchain.llms.rwkv import RWKV
+
+    return RWKV
+
+
+def _import_sagemaker_endpoint() -> Any:
+    from langchain.llms.sagemaker_endpoint import SagemakerEndpoint
+
+    return SagemakerEndpoint
+
+
+def _import_self_hosted() -> Any:
+    from langchain.llms.self_hosted import SelfHostedPipeline
+
+    return SelfHostedPipeline
+
+
+def _import_self_hosted_hugging_face() -> Any:
+    from langchain.llms.self_hosted_hugging_face import SelfHostedHuggingFaceLLM
+
+    return SelfHostedHuggingFaceLLM
+
+
+def _import_stochasticai() -> Any:
+    from langchain.llms.stochasticai import StochasticAI
+
+    return StochasticAI
+
+
+def _import_symblai_nebula() -> Any:
+    from langchain.llms.symblai_nebula import Nebula
+
+    return Nebula
+
+
+def _import_textgen() -> Any:
+    from langchain.llms.textgen import TextGen
+
+    return TextGen
+
+
+def _import_titan_takeoff() -> Any:
+    from langchain.llms.titan_takeoff import TitanTakeoff
+
+    return TitanTakeoff
+
+
+def _import_tongyi() -> Any:
+    from langchain.llms.tongyi import Tongyi
+
+    return Tongyi
+
+
+def _import_vertex() -> Any:
+    from langchain.llms.vertexai import VertexAI
+
+    return VertexAI
+
+
+def _import_vertex_model_garden() -> Any:
+    from langchain.llms.vertexai import VertexAIModelGarden
+
+    return VertexAIModelGarden
+
+
+def _import_vllm() -> Any:
+    from langchain.llms.vllm import VLLM
+
+    return VLLM
+
+
+def _import_vllm_openai() -> Any:
+    from langchain.llms.vllm import VLLMOpenAI
+
+    return VLLMOpenAI
+
+
+def _import_writer() -> Any:
+    from langchain.llms.writer import Writer
+
+    return Writer
+
+
+def _import_xinference() -> Any:
+    from langchain.llms.xinference import Xinference
+
+    return Xinference
+
+
+def __getattr__(name: str) -> Any:
+    if name == "AI21":
+        return _import_ai21()
+    elif name == "AlephAlpha":
+        return _import_aleph_alpha()
+    elif name == "AmazonAPIGateway":
+        return _import_amazon_api_gateway()
+    elif name == "Anthropic":
+        return _import_anthropic()
+    elif name == "Anyscale":
+        return _import_anyscale()
+    elif name == "Aviary":
+        return _import_aviary()
+    elif name == "AzureMLOnlineEndpoint":
+        return _import_azureml_endpoint()
+    elif name == "QianfanLLMEndpoint":
+        return _import_baidu_qianfan_endpoint()
+    elif name == "Banana":
+        return _import_bananadev()
+    elif name == "Baseten":
+        return _import_baseten()
+    elif name == "Beam":
+        return _import_beam()
+    elif name == "Bedrock":
+        return _import_bedrock()
+    elif name == "NIBittensorLLM":
+        return _import_bittensor()
+    elif name == "CerebriumAI":
+        return _import_cerebriumai()
+    elif name == "ChatGLM":
+        return _import_chatglm()
+    elif name == "Clarifai":
+        return _import_clarifai()
+    elif name == "Cohere":
+        return _import_cohere()
+    elif name == "CTransformers":
+        return _import_ctransformers()
+    elif name == "CTranslate2":
+        return _import_ctranslate2()
+    elif name == "Databricks":
+        return _import_databricks()
+    elif name == "DeepInfra":
+        return _import_deepinfra()
+    elif name == "DeepSparse":
+        return _import_deepsparse()
+    elif name == "EdenAI":
+        return _import_edenai()
+    elif name == "FakeListLLM":
+        return _import_fake()
+    elif name == "Fireworks":
+        return _import_fireworks()
+    elif name == "ForefrontAI":
+        return _import_forefrontai()
+    elif name == "GooglePalm":
+        return _import_google_palm()
+    elif name == "GooseAI":
+        return _import_gooseai()
+    elif name == "GPT4All":
+        return _import_gpt4all()
+    elif name == "GradientLLM":
+        return _import_gradient_ai()
+    elif name == "HuggingFaceEndpoint":
+        return _import_huggingface_endpoint()
+    elif name == "HuggingFaceHub":
+        return _import_huggingface_hub()
+    elif name == "HuggingFacePipeline":
+        return _import_huggingface_pipeline()
+    elif name == "HuggingFaceTextGenInference":
+        return _import_huggingface_text_gen_inference()
+    elif name == "HumanInputLLM":
+        return _import_human()
+    elif name == "JavelinAIGateway":
+        return _import_javelin_ai_gateway()
+    elif name == "KoboldApiLLM":
+        return _import_koboldai()
+    elif name == "LlamaCpp":
+        return _import_llamacpp()
+    elif name == "ManifestWrapper":
+        return _import_manifest()
+    elif name == "Minimax":
+        return _import_minimax()
+    elif name == "MlflowAIGateway":
+        return _import_mlflow_ai_gateway()
+    elif name == "Modal":
+        return _import_modal()
+    elif name == "MosaicML":
+        return _import_mosaicml()
+    elif name == "NLPCloud":
+        return _import_nlpcloud()
+    elif name == "OctoAIEndpoint":
+        return _import_octoai_endpoint()
+    elif name == "Ollama":
+        return _import_ollama()
+    elif name == "OpaquePrompts":
+        return _import_opaqueprompts()
+    elif name == "AzureOpenAI":
+        return _import_azure_openai()
+    elif name == "OpenAI":
+        return _import_openai()
+    elif name == "OpenAIChat":
+        return _import_openai_chat()
+    elif name == "OpenLLM":
+        return _import_openllm()
+    elif name == "OpenLM":
+        return _import_openlm()
+    elif name == "Petals":
+        return _import_petals()
+    elif name == "PipelineAI":
+        return _import_pipelineai()
+    elif name == "Predibase":
+        return _import_predibase()
+    elif name == "PredictionGuard":
+        return _import_predictionguard()
+    elif name == "PromptLayerOpenAI":
+        return _import_promptlayer()
+    elif name == "PromptLayerOpenAIChat":
+        return _import_promptlayer_chat()
+    elif name == "Replicate":
+        return _import_replicate()
+    elif name == "RWKV":
+        return _import_rwkv()
+    elif name == "SagemakerEndpoint":
+        return _import_sagemaker_endpoint()
+    elif name == "SelfHostedPipeline":
+        return _import_self_hosted()
+    elif name == "SelfHostedHuggingFaceLLM":
+        return _import_self_hosted_hugging_face()
+    elif name == "StochasticAI":
+        return _import_stochasticai()
+    elif name == "Nebula":
+        return _import_symblai_nebula()
+    elif name == "TextGen":
+        return _import_textgen()
+    elif name == "TitanTakeoff":
+        return _import_titan_takeoff()
+    elif name == "Tongyi":
+        return _import_tongyi()
+    elif name == "VertexAI":
+        return _import_vertex()
+    elif name == "VertexAIModelGarden":
+        return _import_vertex_model_garden()
+    elif name == "VLLM":
+        return _import_vllm()
+    elif name == "VLLMOpenAI":
+        return _import_vllm_openai()
+    elif name == "Writer":
+        return _import_writer()
+    elif name == "Xinference":
+        return _import_xinference()
+    else:
+        raise AttributeError(f"Could not find: {name}")
+
 
 __all__ = [
     "AI21",
@@ -167,73 +698,75 @@ __all__ = [
     "QianfanLLMEndpoint",
 ]
 
-type_to_cls_dict: Dict[str, Type[BaseLLM]] = {
-    "ai21": AI21,
-    "aleph_alpha": AlephAlpha,
-    "amazon_api_gateway": AmazonAPIGateway,
-    "amazon_bedrock": Bedrock,
-    "anthropic": Anthropic,
-    "anyscale": Anyscale,
-    "aviary": Aviary,
-    "azure": AzureOpenAI,
-    "azureml_endpoint": AzureMLOnlineEndpoint,
-    "bananadev": Banana,
-    "baseten": Baseten,
-    "beam": Beam,
-    "cerebriumai": CerebriumAI,
-    "chat_glm": ChatGLM,
-    "clarifai": Clarifai,
-    "cohere": Cohere,
-    "ctransformers": CTransformers,
-    "ctranslate2": CTranslate2,
-    "databricks": Databricks,
-    "deepinfra": DeepInfra,
-    "deepsparse": DeepSparse,
-    "edenai": EdenAI,
-    "fake-list": FakeListLLM,
-    "forefrontai": ForefrontAI,
-    "google_palm": GooglePalm,
-    "gooseai": GooseAI,
-    "gradient": GradientLLM,
-    "gpt4all": GPT4All,
-    "huggingface_endpoint": HuggingFaceEndpoint,
-    "huggingface_hub": HuggingFaceHub,
-    "huggingface_pipeline": HuggingFacePipeline,
-    "huggingface_textgen_inference": HuggingFaceTextGenInference,
-    "human-input": HumanInputLLM,
-    "koboldai": KoboldApiLLM,
-    "llamacpp": LlamaCpp,
-    "textgen": TextGen,
-    "minimax": Minimax,
-    "mlflow-ai-gateway": MlflowAIGateway,
-    "modal": Modal,
-    "mosaic": MosaicML,
-    "nebula": Nebula,
-    "nibittensor": NIBittensorLLM,
-    "nlpcloud": NLPCloud,
-    "ollama": Ollama,
-    "openai": OpenAI,
-    "openlm": OpenLM,
-    "petals": Petals,
-    "pipelineai": PipelineAI,
-    "predibase": Predibase,
-    "opaqueprompts": OpaquePrompts,
-    "replicate": Replicate,
-    "rwkv": RWKV,
-    "sagemaker_endpoint": SagemakerEndpoint,
-    "self_hosted": SelfHostedPipeline,
-    "self_hosted_hugging_face": SelfHostedHuggingFaceLLM,
-    "stochasticai": StochasticAI,
-    "tongyi": Tongyi,
-    "titan_takeoff": TitanTakeoff,
-    "vertexai": VertexAI,
-    "vertexai_model_garden": VertexAIModelGarden,
-    "openllm": OpenLLM,
-    "openllm_client": OpenLLM,
-    "vllm": VLLM,
-    "vllm_openai": VLLMOpenAI,
-    "writer": Writer,
-    "xinference": Xinference,
-    "javelin-ai-gateway": JavelinAIGateway,
-    "qianfan_endpoint": QianfanLLMEndpoint,
-}
+
+def get_type_to_cls_dict() -> Dict[str, Callable[[], Type[BaseLLM]]]:
+    return {
+        "ai21": _import_ai21,
+        "aleph_alpha": _import_aleph_alpha,
+        "amazon_api_gateway": _import_amazon_api_gateway,
+        "amazon_bedrock": _import_bedrock,
+        "anthropic": _import_anthropic,
+        "anyscale": _import_anyscale,
+        "aviary": _import_aviary,
+        "azure": _import_azure_openai,
+        "azureml_endpoint": _import_azureml_endpoint,
+        "bananadev": _import_bananadev,
+        "baseten": _import_baseten,
+        "beam": _import_beam,
+        "cerebriumai": _import_cerebriumai,
+        "chat_glm": _import_chatglm,
+        "clarifai": _import_clarifai,
+        "cohere": _import_cohere,
+        "ctransformers": _import_ctransformers,
+        "ctranslate2": _import_ctranslate2,
+        "databricks": _import_databricks,
+        "deepinfra": _import_deepinfra,
+        "deepsparse": _import_deepsparse,
+        "edenai": _import_edenai,
+        "fake-list": _import_fake,
+        "forefrontai": _import_forefrontai,
+        "google_palm": _import_google_palm,
+        "gooseai": _import_gooseai,
+        "gradient": _import_gradient_ai,
+        "gpt4all": _import_gpt4all,
+        "huggingface_endpoint": _import_huggingface_endpoint,
+        "huggingface_hub": _import_huggingface_hub,
+        "huggingface_pipeline": _import_huggingface_pipeline,
+        "huggingface_textgen_inference": _import_huggingface_text_gen_inference,
+        "human-input": _import_human,
+        "koboldai": _import_koboldai,
+        "llamacpp": _import_llamacpp,
+        "textgen": _import_textgen,
+        "minimax": _import_minimax,
+        "mlflow-ai-gateway": _import_mlflow_ai_gateway,
+        "modal": _import_modal,
+        "mosaic": _import_mosaicml,
+        "nebula": _import_symblai_nebula,
+        "nibittensor": _import_bittensor,
+        "nlpcloud": _import_nlpcloud,
+        "ollama": _import_ollama,
+        "openai": _import_openai,
+        "openlm": _import_openlm,
+        "petals": _import_petals,
+        "pipelineai": _import_pipelineai,
+        "predibase": _import_predibase,
+        "opaqueprompts": _import_opaqueprompts,
+        "replicate": _import_replicate,
+        "rwkv": _import_rwkv,
+        "sagemaker_endpoint": _import_sagemaker_endpoint,
+        "self_hosted": _import_self_hosted,
+        "self_hosted_hugging_face": _import_self_hosted_hugging_face,
+        "stochasticai": _import_stochasticai,
+        "tongyi": _import_tongyi,
+        "titan_takeoff": _import_titan_takeoff,
+        "vertexai": _import_vertex,
+        "vertexai_model_garden": _import_vertex_model_garden,
+        "openllm": _import_openllm,
+        "openllm_client": _import_openllm,
+        "vllm": _import_vllm,
+        "vllm_openai": _import_vllm_openai,
+        "writer": _import_writer,
+        "xinference": _import_xinference,
+        "javelin-ai-gateway": _import_javelin_ai_gateway,
+        "qianfan_endpoint": _import_baidu_qianfan_endpoint,
+    }
diff --git a/libs/langchain/langchain/llms/loading.py b/libs/langchain/langchain/llms/loading.py
index d960390818..024a0f23ad 100644
--- a/libs/langchain/langchain/llms/loading.py
+++ b/libs/langchain/langchain/llms/loading.py
@@ -5,7 +5,7 @@ from typing import Union
 
 import yaml
 
-from langchain.llms import type_to_cls_dict
+from langchain.llms import get_type_to_cls_dict
 from langchain.llms.base import BaseLLM
 
 
@@ -15,10 +15,12 @@ def load_llm_from_config(config: dict) -> BaseLLM:
         raise ValueError("Must specify an LLM Type in config")
     config_type = config.pop("_type")
 
+    type_to_cls_dict = get_type_to_cls_dict()
+
     if config_type not in type_to_cls_dict:
         raise ValueError(f"Loading {config_type} LLM not supported")
 
-    llm_cls = type_to_cls_dict[config_type]
+    llm_cls = type_to_cls_dict[config_type]()
     return llm_cls(**config)
 
 
diff --git a/libs/langchain/langchain/llms/promptlayer_openai.py b/libs/langchain/langchain/llms/promptlayer_openai.py
index 4e1089cc06..bbeffbf66b 100644
--- a/libs/langchain/langchain/llms/promptlayer_openai.py
+++ b/libs/langchain/langchain/llms/promptlayer_openai.py
@@ -5,7 +5,7 @@ from langchain.callbacks.manager import (
     AsyncCallbackManagerForLLMRun,
     CallbackManagerForLLMRun,
 )
-from langchain.llms import OpenAI, OpenAIChat
+from langchain.llms.openai import OpenAI, OpenAIChat
 from langchain.schema import LLMResult
 
 
diff --git a/libs/langchain/tests/unit_tests/chains/test_llm.py b/libs/langchain/tests/unit_tests/chains/test_llm.py
index 66b42e7033..54b1e58bcd 100644
--- a/libs/langchain/tests/unit_tests/chains/test_llm.py
+++ b/libs/langchain/tests/unit_tests/chains/test_llm.py
@@ -27,7 +27,7 @@ def fake_llm_chain() -> LLMChain:
     return LLMChain(prompt=prompt, llm=FakeLLM(), output_key="text1")
 
 
-@patch("langchain.llms.loading.type_to_cls_dict", {"fake": FakeLLM})
+@patch("langchain.llms.loading.get_type_to_cls_dict", lambda: {"fake": lambda: FakeLLM})
 def test_serialization(fake_llm_chain: LLMChain) -> None:
     """Test serialization."""
     with TemporaryDirectory() as temp_dir:
diff --git a/libs/langchain/tests/unit_tests/llms/test_imports.py b/libs/langchain/tests/unit_tests/llms/test_imports.py
new file mode 100644
index 0000000000..b10c2df575
--- /dev/null
+++ b/libs/langchain/tests/unit_tests/llms/test_imports.py
@@ -0,0 +1,8 @@
+from langchain import llms
+from langchain.llms.base import BaseLLM
+
+
+def test_all_imports() -> None:
+    """Simple test to make sure all things can be imported."""
+    for cls in llms.__all__:
+        assert issubclass(getattr(llms, cls), BaseLLM)
diff --git a/libs/langchain/tests/unit_tests/llms/test_loading.py b/libs/langchain/tests/unit_tests/llms/test_loading.py
index e478a0b0b3..b736efcacc 100644
--- a/libs/langchain/tests/unit_tests/llms/test_loading.py
+++ b/libs/langchain/tests/unit_tests/llms/test_loading.py
@@ -6,7 +6,7 @@ from langchain.llms.loading import load_llm
 from tests.unit_tests.llms.fake_llm import FakeLLM
 
 
-@patch("langchain.llms.loading.type_to_cls_dict", {"fake": FakeLLM})
+@patch("langchain.llms.loading.get_type_to_cls_dict", lambda: {"fake": lambda: FakeLLM})
 def test_saving_loading_round_trip(tmp_path: Path) -> None:
     """Test saving/loading a Fake LLM."""
     fake_llm = FakeLLM()