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langchain/libs/community/langchain_community/llms/__init__.py

944 lines
23 KiB
Python

"""
**LLM** classes provide
access to the large language model (**LLM**) APIs and services.
**Class hierarchy:**
.. code-block::
BaseLanguageModel --> BaseLLM --> LLM --> <name> # Examples: AI21, HuggingFaceHub, OpenAI
**Main helpers:**
.. code-block::
LLMResult, PromptValue,
CallbackManagerForLLMRun, AsyncCallbackManagerForLLMRun,
CallbackManager, AsyncCallbackManager,
AIMessage, BaseMessage
""" # noqa: E501
from typing import Any, Callable, Dict, Type
from langchain_core.language_models.llms import BaseLLM
def _import_ai21() -> Any:
from langchain_community.llms.ai21 import AI21
return AI21
def _import_aleph_alpha() -> Any:
from langchain_community.llms.aleph_alpha import AlephAlpha
return AlephAlpha
def _import_amazon_api_gateway() -> Any:
from langchain_community.llms.amazon_api_gateway import AmazonAPIGateway
return AmazonAPIGateway
def _import_anthropic() -> Any:
from langchain_community.llms.anthropic import Anthropic
return Anthropic
def _import_anyscale() -> Any:
from langchain_community.llms.anyscale import Anyscale
return Anyscale
def _import_aphrodite() -> Any:
from langchain_community.llms.aphrodite import Aphrodite
return Aphrodite
def _import_arcee() -> Any:
from langchain_community.llms.arcee import Arcee
return Arcee
def _import_aviary() -> Any:
from langchain_community.llms.aviary import Aviary
return Aviary
def _import_azureml_endpoint() -> Any:
from langchain_community.llms.azureml_endpoint import AzureMLOnlineEndpoint
return AzureMLOnlineEndpoint
def _import_baichuan() -> Any:
from langchain_community.llms.baichuan import BaichuanLLM
return BaichuanLLM
def _import_baidu_qianfan_endpoint() -> Any:
from langchain_community.llms.baidu_qianfan_endpoint import QianfanLLMEndpoint
return QianfanLLMEndpoint
def _import_bananadev() -> Any:
from langchain_community.llms.bananadev import Banana
return Banana
def _import_baseten() -> Any:
from langchain_community.llms.baseten import Baseten
return Baseten
def _import_beam() -> Any:
from langchain_community.llms.beam import Beam
return Beam
def _import_bedrock() -> Any:
from langchain_community.llms.bedrock import Bedrock
return Bedrock
def _import_bittensor() -> Any:
from langchain_community.llms.bittensor import NIBittensorLLM
return NIBittensorLLM
def _import_cerebriumai() -> Any:
from langchain_community.llms.cerebriumai import CerebriumAI
return CerebriumAI
def _import_chatglm() -> Any:
from langchain_community.llms.chatglm import ChatGLM
return ChatGLM
def _import_clarifai() -> Any:
from langchain_community.llms.clarifai import Clarifai
return Clarifai
def _import_cohere() -> Any:
from langchain_community.llms.cohere import Cohere
return Cohere
def _import_ctransformers() -> Any:
from langchain_community.llms.ctransformers import CTransformers
return CTransformers
def _import_ctranslate2() -> Any:
from langchain_community.llms.ctranslate2 import CTranslate2
return CTranslate2
def _import_databricks() -> Any:
from langchain_community.llms.databricks import Databricks
return Databricks
def _import_databricks_chat() -> Any:
from langchain_community.chat_models.databricks import ChatDatabricks
return ChatDatabricks
def _import_deepinfra() -> Any:
from langchain_community.llms.deepinfra import DeepInfra
return DeepInfra
def _import_deepsparse() -> Any:
from langchain_community.llms.deepsparse import DeepSparse
return DeepSparse
def _import_edenai() -> Any:
from langchain_community.llms.edenai import EdenAI
return EdenAI
def _import_fake() -> Any:
from langchain_community.llms.fake import FakeListLLM
return FakeListLLM
def _import_fireworks() -> Any:
from langchain_community.llms.fireworks import Fireworks
return Fireworks
def _import_forefrontai() -> Any:
from langchain_community.llms.forefrontai import ForefrontAI
return ForefrontAI
def _import_gigachat() -> Any:
from langchain_community.llms.gigachat import GigaChat
return GigaChat
def _import_google_palm() -> Any:
from langchain_community.llms.google_palm import GooglePalm
return GooglePalm
def _import_gooseai() -> Any:
from langchain_community.llms.gooseai import GooseAI
return GooseAI
def _import_gpt4all() -> Any:
from langchain_community.llms.gpt4all import GPT4All
return GPT4All
def _import_gradient_ai() -> Any:
from langchain_community.llms.gradient_ai import GradientLLM
return GradientLLM
def _import_huggingface_endpoint() -> Any:
from langchain_community.llms.huggingface_endpoint import HuggingFaceEndpoint
return HuggingFaceEndpoint
def _import_huggingface_hub() -> Any:
from langchain_community.llms.huggingface_hub import HuggingFaceHub
return HuggingFaceHub
def _import_huggingface_pipeline() -> Any:
from langchain_community.llms.huggingface_pipeline import HuggingFacePipeline
return HuggingFacePipeline
def _import_huggingface_text_gen_inference() -> Any:
from langchain_community.llms.huggingface_text_gen_inference import (
HuggingFaceTextGenInference,
)
return HuggingFaceTextGenInference
def _import_human() -> Any:
from langchain_community.llms.human import HumanInputLLM
return HumanInputLLM
def _import_javelin_ai_gateway() -> Any:
from langchain_community.llms.javelin_ai_gateway import JavelinAIGateway
return JavelinAIGateway
def _import_koboldai() -> Any:
from langchain_community.llms.koboldai import KoboldApiLLM
return KoboldApiLLM
def _import_konko() -> Any:
from langchain_community.llms.konko import Konko
return Konko
def _import_llamacpp() -> Any:
from langchain_community.llms.llamacpp import LlamaCpp
return LlamaCpp
def _import_manifest() -> Any:
from langchain_community.llms.manifest import ManifestWrapper
return ManifestWrapper
def _import_minimax() -> Any:
from langchain_community.llms.minimax import Minimax
return Minimax
def _import_mlflow() -> Any:
from langchain_community.llms.mlflow import Mlflow
return Mlflow
def _import_mlflow_chat() -> Any:
from langchain_community.chat_models.mlflow import ChatMlflow
return ChatMlflow
def _import_mlflow_ai_gateway() -> Any:
from langchain_community.llms.mlflow_ai_gateway import MlflowAIGateway
return MlflowAIGateway
def _import_modal() -> Any:
from langchain_community.llms.modal import Modal
return Modal
def _import_mosaicml() -> Any:
from langchain_community.llms.mosaicml import MosaicML
return MosaicML
def _import_nlpcloud() -> Any:
from langchain_community.llms.nlpcloud import NLPCloud
return NLPCloud
def _import_oci_md_tgi() -> Any:
from langchain_community.llms.oci_data_science_model_deployment_endpoint import (
OCIModelDeploymentTGI,
)
return OCIModelDeploymentTGI
def _import_oci_md_vllm() -> Any:
from langchain_community.llms.oci_data_science_model_deployment_endpoint import (
OCIModelDeploymentVLLM,
)
return OCIModelDeploymentVLLM
def _import_oci_gen_ai() -> Any:
from langchain_community.llms.oci_generative_ai import OCIGenAI
return OCIGenAI
def _import_octoai_endpoint() -> Any:
from langchain_community.llms.octoai_endpoint import OctoAIEndpoint
return OctoAIEndpoint
def _import_ollama() -> Any:
from langchain_community.llms.ollama import Ollama
return Ollama
def _import_opaqueprompts() -> Any:
from langchain_community.llms.opaqueprompts import OpaquePrompts
return OpaquePrompts
def _import_azure_openai() -> Any:
from langchain_community.llms.openai import AzureOpenAI
return AzureOpenAI
def _import_openai() -> Any:
from langchain_community.llms.openai import OpenAI
return OpenAI
def _import_openai_chat() -> Any:
from langchain_community.llms.openai import OpenAIChat
return OpenAIChat
def _import_openllm() -> Any:
from langchain_community.llms.openllm import OpenLLM
return OpenLLM
def _import_openlm() -> Any:
from langchain_community.llms.openlm import OpenLM
return OpenLM
def _import_pai_eas_endpoint() -> Any:
from langchain_community.llms.pai_eas_endpoint import PaiEasEndpoint
return PaiEasEndpoint
def _import_petals() -> Any:
from langchain_community.llms.petals import Petals
return Petals
def _import_pipelineai() -> Any:
from langchain_community.llms.pipelineai import PipelineAI
return PipelineAI
def _import_predibase() -> Any:
from langchain_community.llms.predibase import Predibase
return Predibase
def _import_predictionguard() -> Any:
from langchain_community.llms.predictionguard import PredictionGuard
return PredictionGuard
def _import_promptlayer() -> Any:
from langchain_community.llms.promptlayer_openai import PromptLayerOpenAI
return PromptLayerOpenAI
def _import_promptlayer_chat() -> Any:
from langchain_community.llms.promptlayer_openai import PromptLayerOpenAIChat
return PromptLayerOpenAIChat
def _import_replicate() -> Any:
from langchain_community.llms.replicate import Replicate
return Replicate
def _import_rwkv() -> Any:
from langchain_community.llms.rwkv import RWKV
return RWKV
def _import_sagemaker_endpoint() -> Any:
from langchain_community.llms.sagemaker_endpoint import SagemakerEndpoint
return SagemakerEndpoint
def _import_self_hosted() -> Any:
from langchain_community.llms.self_hosted import SelfHostedPipeline
return SelfHostedPipeline
def _import_self_hosted_hugging_face() -> Any:
from langchain_community.llms.self_hosted_hugging_face import (
SelfHostedHuggingFaceLLM,
)
return SelfHostedHuggingFaceLLM
def _import_stochasticai() -> Any:
from langchain_community.llms.stochasticai import StochasticAI
return StochasticAI
def _import_symblai_nebula() -> Any:
from langchain_community.llms.symblai_nebula import Nebula
return Nebula
def _import_textgen() -> Any:
from langchain_community.llms.textgen import TextGen
return TextGen
def _import_titan_takeoff() -> Any:
from langchain_community.llms.titan_takeoff import TitanTakeoff
return TitanTakeoff
def _import_titan_takeoff_pro() -> Any:
from langchain_community.llms.titan_takeoff_pro import TitanTakeoffPro
return TitanTakeoffPro
def _import_together() -> Any:
from langchain_community.llms.together import Together
return Together
def _import_tongyi() -> Any:
from langchain_community.llms.tongyi import Tongyi
return Tongyi
def _import_vertex() -> Any:
from langchain_community.llms.vertexai import VertexAI
return VertexAI
def _import_vertex_model_garden() -> Any:
from langchain_community.llms.vertexai import VertexAIModelGarden
return VertexAIModelGarden
def _import_vllm() -> Any:
from langchain_community.llms.vllm import VLLM
return VLLM
def _import_vllm_openai() -> Any:
from langchain_community.llms.vllm import VLLMOpenAI
return VLLMOpenAI
def _import_watsonxllm() -> Any:
from langchain_community.llms.watsonxllm import WatsonxLLM
return WatsonxLLM
def _import_writer() -> Any:
from langchain_community.llms.writer import Writer
return Writer
def _import_xinference() -> Any:
from langchain_community.llms.xinference import Xinference
return Xinference
def _import_yandex_gpt() -> Any:
from langchain_community.llms.yandex import YandexGPT
return YandexGPT
def _import_volcengine_maas() -> Any:
from langchain_community.llms.volcengine_maas import VolcEngineMaasLLM
return VolcEngineMaasLLM
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 == "Aphrodite":
return _import_aphrodite()
elif name == "Arcee":
return _import_arcee()
elif name == "Aviary":
return _import_aviary()
elif name == "AzureMLOnlineEndpoint":
return _import_azureml_endpoint()
elif name == "Baichuan":
return _import_baichuan()
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 == "GigaChat":
return _import_gigachat()
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 == "Konko":
return _import_konko()
elif name == "LlamaCpp":
return _import_llamacpp()
elif name == "ManifestWrapper":
return _import_manifest()
elif name == "Minimax":
return _import_minimax()
elif name == "Mlflow":
return _import_mlflow()
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 == "OCIModelDeploymentTGI":
return _import_oci_md_tgi()
elif name == "OCIModelDeploymentVLLM":
return _import_oci_md_vllm()
elif name == "OCIGenAI":
return _import_oci_gen_ai()
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 == "PaiEasEndpoint":
return _import_pai_eas_endpoint()
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 == "TitanTakeoffPro":
return _import_titan_takeoff_pro()
elif name == "Together":
return _import_together()
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 == "WatsonxLLM":
return _import_watsonxllm()
elif name == "Writer":
return _import_writer()
elif name == "Xinference":
return _import_xinference()
elif name == "YandexGPT":
return _import_yandex_gpt()
elif name == "VolcEngineMaasLLM":
return _import_volcengine_maas()
elif name == "type_to_cls_dict":
# for backwards compatibility
type_to_cls_dict: Dict[str, Type[BaseLLM]] = {
k: v() for k, v in get_type_to_cls_dict().items()
}
return type_to_cls_dict
else:
raise AttributeError(f"Could not find: {name}")
__all__ = [
"AI21",
"AlephAlpha",
"AmazonAPIGateway",
"Anthropic",
"Anyscale",
"Aphrodite",
"Arcee",
"Aviary",
"AzureMLOnlineEndpoint",
"AzureOpenAI",
"Banana",
"Baseten",
"Beam",
"Bedrock",
"CTransformers",
"CTranslate2",
"CerebriumAI",
"ChatGLM",
"Clarifai",
"Cohere",
"Databricks",
"DeepInfra",
"DeepSparse",
"EdenAI",
"FakeListLLM",
"Fireworks",
"ForefrontAI",
"GigaChat",
"GPT4All",
"GooglePalm",
"GooseAI",
"GradientLLM",
"HuggingFaceEndpoint",
"HuggingFaceHub",
"HuggingFacePipeline",
"HuggingFaceTextGenInference",
"HumanInputLLM",
"KoboldApiLLM",
"Konko",
"LlamaCpp",
"TextGen",
"ManifestWrapper",
"Minimax",
"MlflowAIGateway",
"Modal",
"MosaicML",
"Nebula",
"NIBittensorLLM",
"NLPCloud",
"OCIModelDeploymentTGI",
"OCIModelDeploymentVLLM",
"OCIGenAI",
"Ollama",
"OpenAI",
"OpenAIChat",
"OpenLLM",
"OpenLM",
"PaiEasEndpoint",
"Petals",
"PipelineAI",
"Predibase",
"PredictionGuard",
"PromptLayerOpenAI",
"PromptLayerOpenAIChat",
"OpaquePrompts",
"RWKV",
"Replicate",
"SagemakerEndpoint",
"SelfHostedHuggingFaceLLM",
"SelfHostedPipeline",
"StochasticAI",
"TitanTakeoff",
"TitanTakeoffPro",
"Tongyi",
"VertexAI",
"VertexAIModelGarden",
"VLLM",
"VLLMOpenAI",
"WatsonxLLM",
"Writer",
"OctoAIEndpoint",
"Xinference",
"JavelinAIGateway",
"QianfanLLMEndpoint",
"YandexGPT",
"VolcEngineMaasLLM",
]
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,
"arcee": _import_arcee,
"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,
"databricks-chat": _import_databricks_chat,
"deepinfra": _import_deepinfra,
"deepsparse": _import_deepsparse,
"edenai": _import_edenai,
"fake-list": _import_fake,
"forefrontai": _import_forefrontai,
"giga-chat-model": _import_gigachat,
"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,
"konko": _import_konko,
"llamacpp": _import_llamacpp,
"textgen": _import_textgen,
"minimax": _import_minimax,
"mlflow": _import_mlflow,
"mlflow-chat": _import_mlflow_chat,
"mlflow-ai-gateway": _import_mlflow_ai_gateway,
"modal": _import_modal,
"mosaic": _import_mosaicml,
"nebula": _import_symblai_nebula,
"nibittensor": _import_bittensor,
"nlpcloud": _import_nlpcloud,
"oci_model_deployment_tgi_endpoint": _import_oci_md_tgi,
"oci_model_deployment_vllm_endpoint": _import_oci_md_vllm,
"oci_generative_ai": _import_oci_gen_ai,
"ollama": _import_ollama,
"openai": _import_openai,
"openlm": _import_openlm,
"pai_eas_endpoint": _import_pai_eas_endpoint,
"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,
"together": _import_together,
"tongyi": _import_tongyi,
"titan_takeoff": _import_titan_takeoff,
"titan_takeoff_pro": _import_titan_takeoff_pro,
"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,
"watsonxllm": _import_watsonxllm,
"writer": _import_writer,
"xinference": _import_xinference,
"javelin-ai-gateway": _import_javelin_ai_gateway,
"qianfan_endpoint": _import_baidu_qianfan_endpoint,
"yandex_gpt": _import_yandex_gpt,
"VolcEngineMaasLLM": _import_volcengine_maas,
}