diff --git a/.readthedocs.yaml b/.readthedocs.yaml
index 44bd13c91bc..15bface37f4 100644
--- a/.readthedocs.yaml
+++ b/.readthedocs.yaml
@@ -9,6 +9,9 @@ build:
   os: ubuntu-22.04
   tools:
     python: "3.11"
+  jobs:
+    pre_build:
+      - python docs/api_reference/create_api_rst.py
 
 # Build documentation in the docs/ directory with Sphinx
 sphinx:
diff --git a/docs/api_reference/_static/js/mendablesearch.js b/docs/api_reference/_static/js/mendablesearch.js
deleted file mode 100644
index cde9615d5c8..00000000000
--- a/docs/api_reference/_static/js/mendablesearch.js
+++ /dev/null
@@ -1,57 +0,0 @@
-document.addEventListener('DOMContentLoaded', () => {
-  // Load the external dependencies
-  function loadScript(src, onLoadCallback) {
-    const script = document.createElement('script');
-    script.src = src;
-    script.onload = onLoadCallback;
-    document.head.appendChild(script);
-  }
-
-  function createRootElement() {
-    const rootElement = document.createElement('div');
-    rootElement.id = 'my-component-root';
-    document.body.appendChild(rootElement);
-    return rootElement;
-  }
-
-  
-
-  function initializeMendable() {
-    const rootElement = createRootElement();
-    const { MendableFloatingButton } = Mendable;
-    
-
-    const iconSpan1 = React.createElement('span', {
-    }, '🦜');
-
-    const iconSpan2 = React.createElement('span', {
-    }, '🔗');
-
-    const icon = React.createElement('p', {
-      style: { color: '#ffffff', fontSize: '22px',width: '48px', height: '48px', margin: '0px', padding: '0px', display: 'flex', alignItems: 'center', justifyContent: 'center', textAlign: 'center' },
-    }, [iconSpan1, iconSpan2]);
-    
-    const mendableFloatingButton = React.createElement(
-      MendableFloatingButton,
-      {
-        style: { darkMode: false, accentColor: '#010810' },
-        floatingButtonStyle: { color: '#ffffff', backgroundColor: '#010810' },
-        anon_key: '82842b36-3ea6-49b2-9fb8-52cfc4bde6bf', // Mendable Search Public ANON key, ok to be public
-        cmdShortcutKey:'j',
-        messageSettings: {
-          openSourcesInNewTab: false,
-          prettySources: true // Prettify the sources displayed now
-        },
-        icon: icon,
-      }
-    );
-
-    ReactDOM.render(mendableFloatingButton, rootElement);
-  }
-
-  loadScript('https://unpkg.com/react@17/umd/react.production.min.js', () => {
-    loadScript('https://unpkg.com/react-dom@17/umd/react-dom.production.min.js', () => {
-      loadScript('https://unpkg.com/@mendable/search@0.0.102/dist/umd/mendable.min.js', initializeMendable);
-    });
-  });
-});
diff --git a/docs/api_reference/agents.rst b/docs/api_reference/agents.rst
deleted file mode 100644
index 7f08eca213b..00000000000
--- a/docs/api_reference/agents.rst
+++ /dev/null
@@ -1,12 +0,0 @@
-Agents
-==============
-
-Reference guide for Agents and associated abstractions.
-
-.. toctree::
-   :maxdepth: 1
-   :glob:
-
-   modules/agents
-   modules/tools
-   modules/agent_toolkits
\ No newline at end of file
diff --git a/docs/api_reference/api_reference.rst b/docs/api_reference/api_reference.rst
new file mode 100644
index 00000000000..cdc4580b46f
--- /dev/null
+++ b/docs/api_reference/api_reference.rst
@@ -0,0 +1,1860 @@
+.. _api_reference:
+
+=============
+API Reference
+=============
+
+:mod:`langchain.agents`: Agents
+================================
+
+.. automodule:: langchain.agents
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: agents
+    :template: class.rst
+
+    agents.agent.Agent
+    agents.agent.AgentExecutor
+    agents.agent.AgentOutputParser
+    agents.agent.BaseMultiActionAgent
+    agents.agent.BaseSingleActionAgent
+    agents.agent.ExceptionTool
+    agents.agent.LLMSingleActionAgent
+    agents.agent_toolkits.azure_cognitive_services.toolkit.AzureCognitiveServicesToolkit
+    agents.agent_toolkits.base.BaseToolkit
+    agents.agent_toolkits.file_management.toolkit.FileManagementToolkit
+    agents.agent_toolkits.gmail.toolkit.GmailToolkit
+    agents.agent_toolkits.jira.toolkit.JiraToolkit
+    agents.agent_toolkits.json.toolkit.JsonToolkit
+    agents.agent_toolkits.nla.tool.NLATool
+    agents.agent_toolkits.nla.toolkit.NLAToolkit
+    agents.agent_toolkits.office365.toolkit.O365Toolkit
+    agents.agent_toolkits.openapi.planner.RequestsDeleteToolWithParsing
+    agents.agent_toolkits.openapi.planner.RequestsGetToolWithParsing
+    agents.agent_toolkits.openapi.planner.RequestsPatchToolWithParsing
+    agents.agent_toolkits.openapi.planner.RequestsPostToolWithParsing
+    agents.agent_toolkits.openapi.toolkit.OpenAPIToolkit
+    agents.agent_toolkits.openapi.toolkit.RequestsToolkit
+    agents.agent_toolkits.playwright.toolkit.PlayWrightBrowserToolkit
+    agents.agent_toolkits.powerbi.toolkit.PowerBIToolkit
+    agents.agent_toolkits.spark_sql.toolkit.SparkSQLToolkit
+    agents.agent_toolkits.sql.toolkit.SQLDatabaseToolkit
+    agents.agent_toolkits.vectorstore.toolkit.VectorStoreInfo
+    agents.agent_toolkits.vectorstore.toolkit.VectorStoreRouterToolkit
+    agents.agent_toolkits.vectorstore.toolkit.VectorStoreToolkit
+    agents.agent_toolkits.zapier.toolkit.ZapierToolkit
+    agents.agent_types.AgentType
+    agents.chat.base.ChatAgent
+    agents.chat.output_parser.ChatOutputParser
+    agents.conversational.base.ConversationalAgent
+    agents.conversational.output_parser.ConvoOutputParser
+    agents.conversational_chat.base.ConversationalChatAgent
+    agents.conversational_chat.output_parser.ConvoOutputParser
+    agents.mrkl.base.ChainConfig
+    agents.mrkl.base.MRKLChain
+    agents.mrkl.base.ZeroShotAgent
+    agents.mrkl.output_parser.MRKLOutputParser
+    agents.openai_functions_agent.base.OpenAIFunctionsAgent
+    agents.openai_functions_multi_agent.base.OpenAIMultiFunctionsAgent
+    agents.react.base.ReActChain
+    agents.react.base.ReActDocstoreAgent
+    agents.react.base.ReActTextWorldAgent
+    agents.react.output_parser.ReActOutputParser
+    agents.schema.AgentScratchPadChatPromptTemplate
+    agents.self_ask_with_search.base.SelfAskWithSearchAgent
+    agents.self_ask_with_search.base.SelfAskWithSearchChain
+    agents.self_ask_with_search.output_parser.SelfAskOutputParser
+    agents.structured_chat.base.StructuredChatAgent
+    agents.structured_chat.output_parser.StructuredChatOutputParser
+    agents.structured_chat.output_parser.StructuredChatOutputParserWithRetries
+    agents.tools.InvalidTool
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: agents
+
+    agents.agent_toolkits.csv.base.create_csv_agent
+    agents.agent_toolkits.json.base.create_json_agent
+    agents.agent_toolkits.openapi.base.create_openapi_agent
+    agents.agent_toolkits.openapi.planner.create_openapi_agent
+    agents.agent_toolkits.openapi.spec.dereference_refs
+    agents.agent_toolkits.openapi.spec.reduce_openapi_spec
+    agents.agent_toolkits.pandas.base.create_pandas_dataframe_agent
+    agents.agent_toolkits.powerbi.base.create_pbi_agent
+    agents.agent_toolkits.powerbi.chat_base.create_pbi_chat_agent
+    agents.agent_toolkits.python.base.create_python_agent
+    agents.agent_toolkits.spark.base.create_spark_dataframe_agent
+    agents.agent_toolkits.spark_sql.base.create_spark_sql_agent
+    agents.agent_toolkits.sql.base.create_sql_agent
+    agents.agent_toolkits.vectorstore.base.create_vectorstore_agent
+    agents.agent_toolkits.vectorstore.base.create_vectorstore_router_agent
+    agents.initialize.initialize_agent
+    agents.load_tools.get_all_tool_names
+    agents.load_tools.load_huggingface_tool
+    agents.load_tools.load_tools
+    agents.loading.load_agent
+    agents.loading.load_agent_from_config
+    agents.utils.validate_tools_single_input
+
+:mod:`langchain.base_language`: Base Language
+==============================================
+
+.. automodule:: langchain.base_language
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: base_language
+    :template: class.rst
+
+    base_language.BaseLanguageModel
+
+:mod:`langchain.cache`: Cache
+==============================
+
+.. automodule:: langchain.cache
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: cache
+    :template: class.rst
+
+    cache.BaseCache
+    cache.FullLLMCache
+    cache.GPTCache
+    cache.InMemoryCache
+    cache.MomentoCache
+    cache.RedisCache
+    cache.RedisSemanticCache
+    cache.SQLAlchemyCache
+    cache.SQLiteCache
+
+:mod:`langchain.callbacks`: Callbacks
+======================================
+
+.. automodule:: langchain.callbacks
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: callbacks
+    :template: class.rst
+
+    callbacks.aim_callback.AimCallbackHandler
+    callbacks.argilla_callback.ArgillaCallbackHandler
+    callbacks.arize_callback.ArizeCallbackHandler
+    callbacks.base.AsyncCallbackHandler
+    callbacks.base.BaseCallbackHandler
+    callbacks.base.BaseCallbackManager
+    callbacks.clearml_callback.ClearMLCallbackHandler
+    callbacks.comet_ml_callback.CometCallbackHandler
+    callbacks.file.FileCallbackHandler
+    callbacks.human.HumanApprovalCallbackHandler
+    callbacks.human.HumanRejectedException
+    callbacks.infino_callback.InfinoCallbackHandler
+    callbacks.manager.AsyncCallbackManager
+    callbacks.manager.AsyncCallbackManagerForChainRun
+    callbacks.manager.AsyncCallbackManagerForLLMRun
+    callbacks.manager.AsyncCallbackManagerForToolRun
+    callbacks.manager.AsyncRunManager
+    callbacks.manager.BaseRunManager
+    callbacks.manager.CallbackManager
+    callbacks.manager.CallbackManagerForChainRun
+    callbacks.manager.CallbackManagerForLLMRun
+    callbacks.manager.CallbackManagerForToolRun
+    callbacks.manager.RunManager
+    callbacks.mlflow_callback.MlflowCallbackHandler
+    callbacks.openai_info.OpenAICallbackHandler
+    callbacks.stdout.StdOutCallbackHandler
+    callbacks.streaming_aiter.AsyncIteratorCallbackHandler
+    callbacks.streaming_aiter_final_only.AsyncFinalIteratorCallbackHandler
+    callbacks.streaming_stdout.StreamingStdOutCallbackHandler
+    callbacks.streaming_stdout_final_only.FinalStreamingStdOutCallbackHandler
+    callbacks.streamlit.mutable_expander.ChildRecord
+    callbacks.streamlit.mutable_expander.ChildType
+    callbacks.streamlit.streamlit_callback_handler.LLMThoughtState
+    callbacks.streamlit.streamlit_callback_handler.StreamlitCallbackHandler
+    callbacks.streamlit.streamlit_callback_handler.ToolRecord
+    callbacks.tracers.base.BaseTracer
+    callbacks.tracers.base.TracerException
+    callbacks.tracers.evaluation.EvaluatorCallbackHandler
+    callbacks.tracers.langchain.LangChainTracer
+    callbacks.tracers.langchain_v1.LangChainTracerV1
+    callbacks.tracers.run_collector.RunCollectorCallbackHandler
+    callbacks.tracers.schemas.BaseRun
+    callbacks.tracers.schemas.ChainRun
+    callbacks.tracers.schemas.LLMRun
+    callbacks.tracers.schemas.Run
+    callbacks.tracers.schemas.ToolRun
+    callbacks.tracers.schemas.TracerSession
+    callbacks.tracers.schemas.TracerSessionBase
+    callbacks.tracers.schemas.TracerSessionV1
+    callbacks.tracers.schemas.TracerSessionV1Base
+    callbacks.tracers.schemas.TracerSessionV1Create
+    callbacks.tracers.stdout.ConsoleCallbackHandler
+    callbacks.tracers.wandb.WandbRunArgs
+    callbacks.tracers.wandb.WandbTracer
+    callbacks.wandb_callback.WandbCallbackHandler
+    callbacks.whylabs_callback.WhyLabsCallbackHandler
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: callbacks
+
+    callbacks.aim_callback.import_aim
+    callbacks.clearml_callback.import_clearml
+    callbacks.comet_ml_callback.import_comet_ml
+    callbacks.infino_callback.import_infino
+    callbacks.manager.env_var_is_set
+    callbacks.manager.get_openai_callback
+    callbacks.manager.trace_as_chain_group
+    callbacks.manager.tracing_enabled
+    callbacks.manager.tracing_v2_enabled
+    callbacks.manager.wandb_tracing_enabled
+    callbacks.mlflow_callback.analyze_text
+    callbacks.mlflow_callback.construct_html_from_prompt_and_generation
+    callbacks.mlflow_callback.import_mlflow
+    callbacks.openai_info.get_openai_token_cost_for_model
+    callbacks.openai_info.standardize_model_name
+    callbacks.streamlit.__init__.StreamlitCallbackHandler
+    callbacks.tracers.langchain.log_error_once
+    callbacks.tracers.langchain.wait_for_all_tracers
+    callbacks.tracers.langchain_v1.get_headers
+    callbacks.tracers.stdout.elapsed
+    callbacks.tracers.stdout.try_json_stringify
+    callbacks.utils.flatten_dict
+    callbacks.utils.hash_string
+    callbacks.utils.import_pandas
+    callbacks.utils.import_spacy
+    callbacks.utils.import_textstat
+    callbacks.utils.load_json
+    callbacks.wandb_callback.analyze_text
+    callbacks.wandb_callback.construct_html_from_prompt_and_generation
+    callbacks.wandb_callback.import_wandb
+    callbacks.wandb_callback.load_json_to_dict
+    callbacks.whylabs_callback.import_langkit
+
+:mod:`langchain.chains`: Chains
+================================
+
+.. automodule:: langchain.chains
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: chains
+    :template: class.rst
+
+    chains.api.base.APIChain
+    chains.api.openapi.chain.OpenAPIEndpointChain
+    chains.api.openapi.requests_chain.APIRequesterChain
+    chains.api.openapi.requests_chain.APIRequesterOutputParser
+    chains.api.openapi.response_chain.APIResponderChain
+    chains.api.openapi.response_chain.APIResponderOutputParser
+    chains.base.Chain
+    chains.combine_documents.base.AnalyzeDocumentChain
+    chains.combine_documents.base.BaseCombineDocumentsChain
+    chains.combine_documents.map_reduce.CombineDocsProtocol
+    chains.combine_documents.map_reduce.MapReduceDocumentsChain
+    chains.combine_documents.map_rerank.MapRerankDocumentsChain
+    chains.combine_documents.refine.RefineDocumentsChain
+    chains.combine_documents.stuff.StuffDocumentsChain
+    chains.constitutional_ai.base.ConstitutionalChain
+    chains.constitutional_ai.models.ConstitutionalPrinciple
+    chains.conversation.base.ConversationChain
+    chains.conversational_retrieval.base.BaseConversationalRetrievalChain
+    chains.conversational_retrieval.base.ChatVectorDBChain
+    chains.conversational_retrieval.base.ConversationalRetrievalChain
+    chains.flare.base.FlareChain
+    chains.flare.base.QuestionGeneratorChain
+    chains.flare.prompts.FinishedOutputParser
+    chains.graph_qa.base.GraphQAChain
+    chains.graph_qa.cypher.GraphCypherQAChain
+    chains.graph_qa.kuzu.KuzuQAChain
+    chains.graph_qa.nebulagraph.NebulaGraphQAChain
+    chains.hyde.base.HypotheticalDocumentEmbedder
+    chains.llm.LLMChain
+    chains.llm_bash.base.LLMBashChain
+    chains.llm_bash.prompt.BashOutputParser
+    chains.llm_checker.base.LLMCheckerChain
+    chains.llm_math.base.LLMMathChain
+    chains.llm_requests.LLMRequestsChain
+    chains.llm_summarization_checker.base.LLMSummarizationCheckerChain
+    chains.mapreduce.MapReduceChain
+    chains.moderation.OpenAIModerationChain
+    chains.natbot.base.NatBotChain
+    chains.natbot.crawler.ElementInViewPort
+    chains.openai_functions.citation_fuzzy_match.FactWithEvidence
+    chains.openai_functions.citation_fuzzy_match.QuestionAnswer
+    chains.openai_functions.openapi.SimpleRequestChain
+    chains.openai_functions.qa_with_structure.AnswerWithSources
+    chains.pal.base.PALChain
+    chains.prompt_selector.BasePromptSelector
+    chains.prompt_selector.ConditionalPromptSelector
+    chains.qa_generation.base.QAGenerationChain
+    chains.qa_with_sources.base.BaseQAWithSourcesChain
+    chains.qa_with_sources.base.QAWithSourcesChain
+    chains.qa_with_sources.loading.LoadingCallable
+    chains.qa_with_sources.retrieval.RetrievalQAWithSourcesChain
+    chains.qa_with_sources.vector_db.VectorDBQAWithSourcesChain
+    chains.query_constructor.base.StructuredQueryOutputParser
+    chains.query_constructor.ir.Comparator
+    chains.query_constructor.ir.Comparison
+    chains.query_constructor.ir.Expr
+    chains.query_constructor.ir.FilterDirective
+    chains.query_constructor.ir.Operation
+    chains.query_constructor.ir.Operator
+    chains.query_constructor.ir.StructuredQuery
+    chains.query_constructor.ir.Visitor
+    chains.query_constructor.parser.QueryTransformer
+    chains.query_constructor.schema.AttributeInfo
+    chains.question_answering.__init__.LoadingCallable
+    chains.retrieval_qa.base.BaseRetrievalQA
+    chains.retrieval_qa.base.RetrievalQA
+    chains.retrieval_qa.base.VectorDBQA
+    chains.router.base.MultiRouteChain
+    chains.router.base.Route
+    chains.router.base.RouterChain
+    chains.router.embedding_router.EmbeddingRouterChain
+    chains.router.llm_router.LLMRouterChain
+    chains.router.llm_router.RouterOutputParser
+    chains.router.multi_prompt.MultiPromptChain
+    chains.router.multi_retrieval_qa.MultiRetrievalQAChain
+    chains.sequential.SequentialChain
+    chains.sequential.SimpleSequentialChain
+    chains.sql_database.base.SQLDatabaseChain
+    chains.sql_database.base.SQLDatabaseSequentialChain
+    chains.summarize.__init__.LoadingCallable
+    chains.transform.TransformChain
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: chains
+
+    chains.combine_documents.base.format_document
+    chains.graph_qa.cypher.extract_cypher
+    chains.loading.load_chain
+    chains.loading.load_chain_from_config
+    chains.openai_functions.citation_fuzzy_match.create_citation_fuzzy_match_chain
+    chains.openai_functions.extraction.create_extraction_chain
+    chains.openai_functions.extraction.create_extraction_chain_pydantic
+    chains.openai_functions.openapi.get_openapi_chain
+    chains.openai_functions.openapi.openapi_spec_to_openai_fn
+    chains.openai_functions.qa_with_structure.create_qa_with_sources_chain
+    chains.openai_functions.qa_with_structure.create_qa_with_structure_chain
+    chains.openai_functions.tagging.create_tagging_chain
+    chains.openai_functions.tagging.create_tagging_chain_pydantic
+    chains.openai_functions.utils.get_llm_kwargs
+    chains.pal.math_prompt.solution
+    chains.pal.math_prompt.solution
+    chains.pal.math_prompt.solution
+    chains.pal.math_prompt.solution
+    chains.pal.math_prompt.solution
+    chains.pal.math_prompt.solution
+    chains.pal.math_prompt.solution
+    chains.pal.math_prompt.solution
+    chains.prompt_selector.is_chat_model
+    chains.prompt_selector.is_llm
+    chains.qa_with_sources.loading.load_qa_with_sources_chain
+    chains.query_constructor.base.load_query_constructor_chain
+    chains.query_constructor.parser.get_parser
+    chains.question_answering.__init__.load_qa_chain
+    chains.summarize.__init__.load_summarize_chain
+
+:mod:`langchain.chat_models`: Chat Models
+==========================================
+
+.. automodule:: langchain.chat_models
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: chat_models
+    :template: class.rst
+
+    chat_models.anthropic.ChatAnthropic
+    chat_models.azure_openai.AzureChatOpenAI
+    chat_models.base.BaseChatModel
+    chat_models.base.SimpleChatModel
+    chat_models.fake.FakeListChatModel
+    chat_models.google_palm.ChatGooglePalm
+    chat_models.google_palm.ChatGooglePalmError
+    chat_models.openai.ChatOpenAI
+    chat_models.promptlayer_openai.PromptLayerChatOpenAI
+    chat_models.vertexai.ChatVertexAI
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: chat_models
+
+    chat_models.google_palm.chat_with_retry
+
+:mod:`langchain.client`: Client
+================================
+
+.. automodule:: langchain.client
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: client
+    :template: class.rst
+
+    client.runner_utils.InputFormatError
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: client
+
+    client.runner_utils.run_llm
+    client.runner_utils.run_llm_or_chain
+    client.runner_utils.run_on_dataset
+    client.runner_utils.run_on_examples
+
+:mod:`langchain.docstore`: Docstore
+====================================
+
+.. automodule:: langchain.docstore
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: docstore
+    :template: class.rst
+
+    docstore.arbitrary_fn.DocstoreFn
+    docstore.base.AddableMixin
+    docstore.base.Docstore
+    docstore.in_memory.InMemoryDocstore
+    docstore.wikipedia.Wikipedia
+
+:mod:`langchain.document_loaders`: Document Loaders
+====================================================
+
+.. automodule:: langchain.document_loaders
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: document_loaders
+    :template: class.rst
+
+    document_loaders.acreom.AcreomLoader
+    document_loaders.airbyte_json.AirbyteJSONLoader
+    document_loaders.airtable.AirtableLoader
+    document_loaders.apify_dataset.ApifyDatasetLoader
+    document_loaders.arxiv.ArxivLoader
+    document_loaders.azlyrics.AZLyricsLoader
+    document_loaders.azure_blob_storage_container.AzureBlobStorageContainerLoader
+    document_loaders.azure_blob_storage_file.AzureBlobStorageFileLoader
+    document_loaders.base.BaseBlobParser
+    document_loaders.base.BaseLoader
+    document_loaders.bibtex.BibtexLoader
+    document_loaders.bigquery.BigQueryLoader
+    document_loaders.bilibili.BiliBiliLoader
+    document_loaders.blackboard.BlackboardLoader
+    document_loaders.blob_loaders.file_system.FileSystemBlobLoader
+    document_loaders.blob_loaders.schema.Blob
+    document_loaders.blob_loaders.schema.BlobLoader
+    document_loaders.blob_loaders.youtube_audio.YoutubeAudioLoader
+    document_loaders.blockchain.BlockchainDocumentLoader
+    document_loaders.blockchain.BlockchainType
+    document_loaders.chatgpt.ChatGPTLoader
+    document_loaders.college_confidential.CollegeConfidentialLoader
+    document_loaders.confluence.ConfluenceLoader
+    document_loaders.confluence.ContentFormat
+    document_loaders.conllu.CoNLLULoader
+    document_loaders.csv_loader.CSVLoader
+    document_loaders.csv_loader.UnstructuredCSVLoader
+    document_loaders.dataframe.DataFrameLoader
+    document_loaders.diffbot.DiffbotLoader
+    document_loaders.directory.DirectoryLoader
+    document_loaders.discord.DiscordChatLoader
+    document_loaders.docugami.DocugamiLoader
+    document_loaders.duckdb_loader.DuckDBLoader
+    document_loaders.email.OutlookMessageLoader
+    document_loaders.email.UnstructuredEmailLoader
+    document_loaders.embaas.BaseEmbaasLoader
+    document_loaders.embaas.EmbaasBlobLoader
+    document_loaders.embaas.EmbaasDocumentExtractionParameters
+    document_loaders.embaas.EmbaasDocumentExtractionPayload
+    document_loaders.embaas.EmbaasLoader
+    document_loaders.epub.UnstructuredEPubLoader
+    document_loaders.evernote.EverNoteLoader
+    document_loaders.excel.UnstructuredExcelLoader
+    document_loaders.facebook_chat.FacebookChatLoader
+    document_loaders.fauna.FaunaLoader
+    document_loaders.figma.FigmaFileLoader
+    document_loaders.gcs_directory.GCSDirectoryLoader
+    document_loaders.gcs_file.GCSFileLoader
+    document_loaders.generic.GenericLoader
+    document_loaders.git.GitLoader
+    document_loaders.gitbook.GitbookLoader
+    document_loaders.github.BaseGitHubLoader
+    document_loaders.github.GitHubIssuesLoader
+    document_loaders.googledrive.GoogleDriveLoader
+    document_loaders.gutenberg.GutenbergLoader
+    document_loaders.helpers.FileEncoding
+    document_loaders.hn.HNLoader
+    document_loaders.html.UnstructuredHTMLLoader
+    document_loaders.html_bs.BSHTMLLoader
+    document_loaders.hugging_face_dataset.HuggingFaceDatasetLoader
+    document_loaders.ifixit.IFixitLoader
+    document_loaders.image.UnstructuredImageLoader
+    document_loaders.image_captions.ImageCaptionLoader
+    document_loaders.imsdb.IMSDbLoader
+    document_loaders.iugu.IuguLoader
+    document_loaders.joplin.JoplinLoader
+    document_loaders.json_loader.JSONLoader
+    document_loaders.larksuite.LarkSuiteDocLoader
+    document_loaders.markdown.UnstructuredMarkdownLoader
+    document_loaders.mastodon.MastodonTootsLoader
+    document_loaders.max_compute.MaxComputeLoader
+    document_loaders.mediawikidump.MWDumpLoader
+    document_loaders.merge.MergedDataLoader
+    document_loaders.mhtml.MHTMLLoader
+    document_loaders.modern_treasury.ModernTreasuryLoader
+    document_loaders.notebook.NotebookLoader
+    document_loaders.notion.NotionDirectoryLoader
+    document_loaders.notiondb.NotionDBLoader
+    document_loaders.obsidian.ObsidianLoader
+    document_loaders.odt.UnstructuredODTLoader
+    document_loaders.onedrive.OneDriveLoader
+    document_loaders.onedrive_file.OneDriveFileLoader
+    document_loaders.open_city_data.OpenCityDataLoader
+    document_loaders.org_mode.UnstructuredOrgModeLoader
+    document_loaders.parsers.audio.OpenAIWhisperParser
+    document_loaders.parsers.generic.MimeTypeBasedParser
+    document_loaders.parsers.grobid.GrobidParser
+    document_loaders.parsers.grobid.ServerUnavailableException
+    document_loaders.parsers.html.bs4.BS4HTMLParser
+    document_loaders.parsers.language.code_segmenter.CodeSegmenter
+    document_loaders.parsers.language.javascript.JavaScriptSegmenter
+    document_loaders.parsers.language.language_parser.LanguageParser
+    document_loaders.parsers.language.python.PythonSegmenter
+    document_loaders.parsers.pdf.PDFMinerParser
+    document_loaders.parsers.pdf.PDFPlumberParser
+    document_loaders.parsers.pdf.PyMuPDFParser
+    document_loaders.parsers.pdf.PyPDFParser
+    document_loaders.parsers.pdf.PyPDFium2Parser
+    document_loaders.parsers.txt.TextParser
+    document_loaders.pdf.BasePDFLoader
+    document_loaders.pdf.MathpixPDFLoader
+    document_loaders.pdf.OnlinePDFLoader
+    document_loaders.pdf.PDFMinerLoader
+    document_loaders.pdf.PDFMinerPDFasHTMLLoader
+    document_loaders.pdf.PDFPlumberLoader
+    document_loaders.pdf.PyMuPDFLoader
+    document_loaders.pdf.PyPDFDirectoryLoader
+    document_loaders.pdf.PyPDFLoader
+    document_loaders.pdf.PyPDFium2Loader
+    document_loaders.pdf.UnstructuredPDFLoader
+    document_loaders.powerpoint.UnstructuredPowerPointLoader
+    document_loaders.psychic.PsychicLoader
+    document_loaders.pyspark_dataframe.PySparkDataFrameLoader
+    document_loaders.python.PythonLoader
+    document_loaders.readthedocs.ReadTheDocsLoader
+    document_loaders.recursive_url_loader.RecursiveUrlLoader
+    document_loaders.reddit.RedditPostsLoader
+    document_loaders.roam.RoamLoader
+    document_loaders.rst.UnstructuredRSTLoader
+    document_loaders.rtf.UnstructuredRTFLoader
+    document_loaders.s3_directory.S3DirectoryLoader
+    document_loaders.s3_file.S3FileLoader
+    document_loaders.sitemap.SitemapLoader
+    document_loaders.slack_directory.SlackDirectoryLoader
+    document_loaders.snowflake_loader.SnowflakeLoader
+    document_loaders.spreedly.SpreedlyLoader
+    document_loaders.srt.SRTLoader
+    document_loaders.stripe.StripeLoader
+    document_loaders.telegram.TelegramChatApiLoader
+    document_loaders.telegram.TelegramChatFileLoader
+    document_loaders.tencent_cos_directory.TencentCOSDirectoryLoader
+    document_loaders.tencent_cos_file.TencentCOSFileLoader
+    document_loaders.text.TextLoader
+    document_loaders.tomarkdown.ToMarkdownLoader
+    document_loaders.toml.TomlLoader
+    document_loaders.trello.TrelloLoader
+    document_loaders.twitter.TwitterTweetLoader
+    document_loaders.unstructured.UnstructuredAPIFileIOLoader
+    document_loaders.unstructured.UnstructuredAPIFileLoader
+    document_loaders.unstructured.UnstructuredBaseLoader
+    document_loaders.unstructured.UnstructuredFileIOLoader
+    document_loaders.unstructured.UnstructuredFileLoader
+    document_loaders.url.UnstructuredURLLoader
+    document_loaders.url_playwright.PlaywrightURLLoader
+    document_loaders.url_selenium.SeleniumURLLoader
+    document_loaders.weather.WeatherDataLoader
+    document_loaders.web_base.WebBaseLoader
+    document_loaders.whatsapp_chat.WhatsAppChatLoader
+    document_loaders.wikipedia.WikipediaLoader
+    document_loaders.word_document.Docx2txtLoader
+    document_loaders.word_document.UnstructuredWordDocumentLoader
+    document_loaders.xml.UnstructuredXMLLoader
+    document_loaders.youtube.GoogleApiYoutubeLoader
+    document_loaders.youtube.YoutubeLoader
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: document_loaders
+
+    document_loaders.chatgpt.concatenate_rows
+    document_loaders.facebook_chat.concatenate_rows
+    document_loaders.helpers.detect_file_encodings
+    document_loaders.notebook.concatenate_cells
+    document_loaders.notebook.remove_newlines
+    document_loaders.parsers.registry.get_parser
+    document_loaders.telegram.concatenate_rows
+    document_loaders.telegram.text_to_docs
+    document_loaders.unstructured.get_elements_from_api
+    document_loaders.unstructured.satisfies_min_unstructured_version
+    document_loaders.unstructured.validate_unstructured_version
+    document_loaders.whatsapp_chat.concatenate_rows
+
+:mod:`langchain.document_transformers`: Document Transformers
+==============================================================
+
+.. automodule:: langchain.document_transformers
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: document_transformers
+    :template: class.rst
+
+    document_transformers.EmbeddingsRedundantFilter
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: document_transformers
+
+    document_transformers.get_stateful_documents
+
+:mod:`langchain.embeddings`: Embeddings
+========================================
+
+.. automodule:: langchain.embeddings
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: embeddings
+    :template: class.rst
+
+    embeddings.aleph_alpha.AlephAlphaAsymmetricSemanticEmbedding
+    embeddings.aleph_alpha.AlephAlphaSymmetricSemanticEmbedding
+    embeddings.base.Embeddings
+    embeddings.bedrock.BedrockEmbeddings
+    embeddings.cohere.CohereEmbeddings
+    embeddings.dashscope.DashScopeEmbeddings
+    embeddings.deepinfra.DeepInfraEmbeddings
+    embeddings.elasticsearch.ElasticsearchEmbeddings
+    embeddings.embaas.EmbaasEmbeddings
+    embeddings.embaas.EmbaasEmbeddingsPayload
+    embeddings.fake.FakeEmbeddings
+    embeddings.google_palm.GooglePalmEmbeddings
+    embeddings.huggingface.HuggingFaceEmbeddings
+    embeddings.huggingface.HuggingFaceInstructEmbeddings
+    embeddings.huggingface_hub.HuggingFaceHubEmbeddings
+    embeddings.jina.JinaEmbeddings
+    embeddings.llamacpp.LlamaCppEmbeddings
+    embeddings.minimax.MiniMaxEmbeddings
+    embeddings.modelscope_hub.ModelScopeEmbeddings
+    embeddings.mosaicml.MosaicMLInstructorEmbeddings
+    embeddings.octoai_embeddings.OctoAIEmbeddings
+    embeddings.openai.OpenAIEmbeddings
+    embeddings.sagemaker_endpoint.EmbeddingsContentHandler
+    embeddings.sagemaker_endpoint.SagemakerEndpointEmbeddings
+    embeddings.self_hosted.SelfHostedEmbeddings
+    embeddings.self_hosted_hugging_face.SelfHostedHuggingFaceEmbeddings
+    embeddings.self_hosted_hugging_face.SelfHostedHuggingFaceInstructEmbeddings
+    embeddings.tensorflow_hub.TensorflowHubEmbeddings
+    embeddings.vertexai.VertexAIEmbeddings
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: embeddings
+
+    embeddings.dashscope.embed_with_retry
+    embeddings.google_palm.embed_with_retry
+    embeddings.minimax.embed_with_retry
+    embeddings.openai.embed_with_retry
+    embeddings.self_hosted_hugging_face.load_embedding_model
+
+:mod:`langchain.env`: Env
+==========================
+
+.. automodule:: langchain.env
+    :no-members:
+    :no-inherited-members:
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: env
+
+    env.get_runtime_environment
+
+:mod:`langchain.evaluation`: Evaluation
+========================================
+
+.. automodule:: langchain.evaluation
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: evaluation
+    :template: class.rst
+
+    evaluation.agents.trajectory_eval_chain.TrajectoryEval
+    evaluation.agents.trajectory_eval_chain.TrajectoryEvalChain
+    evaluation.agents.trajectory_eval_chain.TrajectoryOutputParser
+    evaluation.comparison.eval_chain.PairwiseStringEvalChain
+    evaluation.comparison.eval_chain.PairwiseStringResultOutputParser
+    evaluation.criteria.eval_chain.CriteriaEvalChain
+    evaluation.criteria.eval_chain.CriteriaResultOutputParser
+    evaluation.qa.eval_chain.ContextQAEvalChain
+    evaluation.qa.eval_chain.CotQAEvalChain
+    evaluation.qa.eval_chain.QAEvalChain
+    evaluation.qa.generate_chain.QAGenerateChain
+    evaluation.run_evaluators.base.RunEvaluatorChain
+    evaluation.run_evaluators.base.RunEvaluatorOutputParser
+    evaluation.run_evaluators.implementations.ChoicesOutputParser
+    evaluation.run_evaluators.implementations.CriteriaOutputParser
+    evaluation.run_evaluators.implementations.StringRunEvaluatorInputMapper
+    evaluation.run_evaluators.implementations.TrajectoryEvalOutputParser
+    evaluation.run_evaluators.implementations.TrajectoryInputMapper
+    evaluation.schema.PairwiseStringEvaluator
+    evaluation.schema.StringEvaluator
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: evaluation
+
+    evaluation.loading.load_dataset
+    evaluation.run_evaluators.implementations.get_criteria_evaluator
+    evaluation.run_evaluators.implementations.get_qa_evaluator
+    evaluation.run_evaluators.implementations.get_trajectory_evaluator
+
+:mod:`langchain.example_generator`: Example Generator
+======================================================
+
+.. automodule:: langchain.example_generator
+    :no-members:
+    :no-inherited-members:
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: example_generator
+
+    example_generator.generate_example
+
+:mod:`langchain.experimental`: Experimental
+============================================
+
+.. automodule:: langchain.experimental
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: experimental
+    :template: class.rst
+
+    experimental.autonomous_agents.autogpt.memory.AutoGPTMemory
+    experimental.autonomous_agents.autogpt.output_parser.AutoGPTAction
+    experimental.autonomous_agents.autogpt.output_parser.AutoGPTOutputParser
+    experimental.autonomous_agents.autogpt.output_parser.BaseAutoGPTOutputParser
+    experimental.autonomous_agents.autogpt.prompt.AutoGPTPrompt
+    experimental.autonomous_agents.baby_agi.baby_agi.BabyAGI
+    experimental.autonomous_agents.baby_agi.task_creation.TaskCreationChain
+    experimental.autonomous_agents.baby_agi.task_execution.TaskExecutionChain
+    experimental.autonomous_agents.baby_agi.task_prioritization.TaskPrioritizationChain
+    experimental.generative_agents.generative_agent.GenerativeAgent
+    experimental.generative_agents.memory.GenerativeAgentMemory
+    experimental.llms.jsonformer_decoder.JsonFormer
+    experimental.llms.rellm_decoder.RELLM
+    experimental.plan_and_execute.agent_executor.PlanAndExecute
+    experimental.plan_and_execute.executors.base.BaseExecutor
+    experimental.plan_and_execute.executors.base.ChainExecutor
+    experimental.plan_and_execute.planners.base.BasePlanner
+    experimental.plan_and_execute.planners.base.LLMPlanner
+    experimental.plan_and_execute.planners.chat_planner.PlanningOutputParser
+    experimental.plan_and_execute.schema.BaseStepContainer
+    experimental.plan_and_execute.schema.ListStepContainer
+    experimental.plan_and_execute.schema.Plan
+    experimental.plan_and_execute.schema.PlanOutputParser
+    experimental.plan_and_execute.schema.Step
+    experimental.plan_and_execute.schema.StepResponse
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: experimental
+
+    experimental.autonomous_agents.autogpt.output_parser.preprocess_json_input
+    experimental.autonomous_agents.autogpt.prompt_generator.get_prompt
+    experimental.llms.jsonformer_decoder.import_jsonformer
+    experimental.llms.rellm_decoder.import_rellm
+    experimental.plan_and_execute.executors.agent_executor.load_agent_executor
+    experimental.plan_and_execute.planners.chat_planner.load_chat_planner
+
+:mod:`langchain.formatting`: Formatting
+========================================
+
+.. automodule:: langchain.formatting
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: formatting
+    :template: class.rst
+
+    formatting.StrictFormatter
+
+:mod:`langchain.graphs`: Graphs
+================================
+
+.. automodule:: langchain.graphs
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: graphs
+    :template: class.rst
+
+    graphs.networkx_graph.KnowledgeTriple
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: graphs
+
+    graphs.networkx_graph.get_entities
+    graphs.networkx_graph.parse_triples
+
+:mod:`langchain.indexes`: Indexes
+==================================
+
+.. automodule:: langchain.indexes
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: indexes
+    :template: class.rst
+
+    indexes.graph.GraphIndexCreator
+    indexes.vectorstore.VectorStoreIndexWrapper
+    indexes.vectorstore.VectorstoreIndexCreator
+
+:mod:`langchain.input`: Input
+==============================
+
+.. automodule:: langchain.input
+    :no-members:
+    :no-inherited-members:
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: input
+
+    input.get_bolded_text
+    input.get_color_mapping
+    input.get_colored_text
+    input.print_text
+
+:mod:`langchain.llms`: LLMs
+============================
+
+.. automodule:: langchain.llms
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: llms
+    :template: class.rst
+
+    llms.ai21.AI21
+    llms.ai21.AI21PenaltyData
+    llms.aleph_alpha.AlephAlpha
+    llms.amazon_api_gateway.AmazonAPIGateway
+    llms.anthropic.Anthropic
+    llms.anyscale.Anyscale
+    llms.aviary.Aviary
+    llms.azureml_endpoint.AzureMLEndpointClient
+    llms.azureml_endpoint.AzureMLOnlineEndpoint
+    llms.azureml_endpoint.DollyContentFormatter
+    llms.azureml_endpoint.HFContentFormatter
+    llms.azureml_endpoint.OSSContentFormatter
+    llms.bananadev.Banana
+    llms.base.BaseLLM
+    llms.base.LLM
+    llms.baseten.Baseten
+    llms.beam.Beam
+    llms.bedrock.Bedrock
+    llms.cerebriumai.CerebriumAI
+    llms.clarifai.Clarifai
+    llms.cohere.Cohere
+    llms.ctransformers.CTransformers
+    llms.databricks.Databricks
+    llms.deepinfra.DeepInfra
+    llms.fake.FakeListLLM
+    llms.forefrontai.ForefrontAI
+    llms.google_palm.GooglePalm
+    llms.gooseai.GooseAI
+    llms.gpt4all.GPT4All
+    llms.huggingface_endpoint.HuggingFaceEndpoint
+    llms.huggingface_hub.HuggingFaceHub
+    llms.huggingface_pipeline.HuggingFacePipeline
+    llms.huggingface_text_gen_inference.HuggingFaceTextGenInference
+    llms.human.HumanInputLLM
+    llms.llamacpp.LlamaCpp
+    llms.manifest.ManifestWrapper
+    llms.modal.Modal
+    llms.mosaicml.MosaicML
+    llms.nlpcloud.NLPCloud
+    llms.octoai_endpoint.OctoAIEndpoint
+    llms.openai.AzureOpenAI
+    llms.openai.BaseOpenAI
+    llms.openai.OpenAI
+    llms.openai.OpenAIChat
+    llms.openllm.IdentifyingParams
+    llms.openllm.OpenLLM
+    llms.openlm.OpenLM
+    llms.petals.Petals
+    llms.pipelineai.PipelineAI
+    llms.predictionguard.PredictionGuard
+    llms.promptlayer_openai.PromptLayerOpenAI
+    llms.promptlayer_openai.PromptLayerOpenAIChat
+    llms.replicate.Replicate
+    llms.rwkv.RWKV
+    llms.sagemaker_endpoint.ContentHandlerBase
+    llms.sagemaker_endpoint.LLMContentHandler
+    llms.sagemaker_endpoint.SagemakerEndpoint
+    llms.self_hosted.SelfHostedPipeline
+    llms.self_hosted_hugging_face.SelfHostedHuggingFaceLLM
+    llms.stochasticai.StochasticAI
+    llms.textgen.TextGen
+    llms.vertexai.VertexAI
+    llms.writer.Writer
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: llms
+
+    llms.aviary.get_completions
+    llms.aviary.get_models
+    llms.base.get_prompts
+    llms.base.update_cache
+    llms.cohere.completion_with_retry
+    llms.databricks.get_default_api_token
+    llms.databricks.get_default_host
+    llms.databricks.get_repl_context
+    llms.google_palm.generate_with_retry
+    llms.loading.load_llm
+    llms.loading.load_llm_from_config
+    llms.openai.completion_with_retry
+    llms.openai.update_token_usage
+    llms.utils.enforce_stop_tokens
+    llms.vertexai.is_codey_model
+
+:mod:`langchain.load`: Load
+============================
+
+.. automodule:: langchain.load
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: load
+    :template: class.rst
+
+    load.serializable.BaseSerialized
+    load.serializable.Serializable
+    load.serializable.SerializedConstructor
+    load.serializable.SerializedNotImplemented
+    load.serializable.SerializedSecret
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: load
+
+    load.dump.default
+    load.dump.dumpd
+    load.dump.dumps
+    load.load.loads
+    load.serializable.to_json_not_implemented
+
+:mod:`langchain.math_utils`: Math Utils
+========================================
+
+.. automodule:: langchain.math_utils
+    :no-members:
+    :no-inherited-members:
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: math_utils
+
+    math_utils.cosine_similarity
+    math_utils.cosine_similarity_top_k
+
+:mod:`langchain.memory`: Memory
+================================
+
+.. automodule:: langchain.memory
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: memory
+    :template: class.rst
+
+    memory.buffer.ConversationBufferMemory
+    memory.buffer.ConversationStringBufferMemory
+    memory.buffer_window.ConversationBufferWindowMemory
+    memory.chat_memory.BaseChatMemory
+    memory.chat_message_histories.cassandra.CassandraChatMessageHistory
+    memory.chat_message_histories.cosmos_db.CosmosDBChatMessageHistory
+    memory.chat_message_histories.dynamodb.DynamoDBChatMessageHistory
+    memory.chat_message_histories.file.FileChatMessageHistory
+    memory.chat_message_histories.firestore.FirestoreChatMessageHistory
+    memory.chat_message_histories.in_memory.ChatMessageHistory
+    memory.chat_message_histories.momento.MomentoChatMessageHistory
+    memory.chat_message_histories.mongodb.MongoDBChatMessageHistory
+    memory.chat_message_histories.postgres.PostgresChatMessageHistory
+    memory.chat_message_histories.redis.RedisChatMessageHistory
+    memory.chat_message_histories.sql.SQLChatMessageHistory
+    memory.chat_message_histories.zep.ZepChatMessageHistory
+    memory.combined.CombinedMemory
+    memory.entity.BaseEntityStore
+    memory.entity.ConversationEntityMemory
+    memory.entity.InMemoryEntityStore
+    memory.entity.RedisEntityStore
+    memory.entity.SQLiteEntityStore
+    memory.kg.ConversationKGMemory
+    memory.motorhead_memory.MotorheadMemory
+    memory.readonly.ReadOnlySharedMemory
+    memory.simple.SimpleMemory
+    memory.summary.ConversationSummaryMemory
+    memory.summary.SummarizerMixin
+    memory.summary_buffer.ConversationSummaryBufferMemory
+    memory.token_buffer.ConversationTokenBufferMemory
+    memory.vectorstore.VectorStoreRetrieverMemory
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: memory
+
+    memory.chat_message_histories.sql.create_message_model
+    memory.utils.get_prompt_input_key
+
+:mod:`langchain.output_parsers`: Output Parsers
+================================================
+
+.. automodule:: langchain.output_parsers
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: output_parsers
+    :template: class.rst
+
+    output_parsers.boolean.BooleanOutputParser
+    output_parsers.combining.CombiningOutputParser
+    output_parsers.datetime.DatetimeOutputParser
+    output_parsers.enum.EnumOutputParser
+    output_parsers.fix.OutputFixingParser
+    output_parsers.list.CommaSeparatedListOutputParser
+    output_parsers.list.ListOutputParser
+    output_parsers.openai_functions.JsonKeyOutputFunctionsParser
+    output_parsers.openai_functions.JsonOutputFunctionsParser
+    output_parsers.openai_functions.OutputFunctionsParser
+    output_parsers.openai_functions.PydanticAttrOutputFunctionsParser
+    output_parsers.openai_functions.PydanticOutputFunctionsParser
+    output_parsers.pydantic.PydanticOutputParser
+    output_parsers.rail_parser.GuardrailsOutputParser
+    output_parsers.regex.RegexParser
+    output_parsers.regex_dict.RegexDictParser
+    output_parsers.retry.RetryOutputParser
+    output_parsers.retry.RetryWithErrorOutputParser
+    output_parsers.structured.ResponseSchema
+    output_parsers.structured.StructuredOutputParser
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: output_parsers
+
+    output_parsers.json.parse_and_check_json_markdown
+    output_parsers.json.parse_json_markdown
+    output_parsers.loading.load_output_parser
+
+:mod:`langchain.prompts`: Prompts
+==================================
+
+.. automodule:: langchain.prompts
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: prompts
+    :template: class.rst
+
+    prompts.base.BasePromptTemplate
+    prompts.base.StringPromptTemplate
+    prompts.base.StringPromptValue
+    prompts.chat.AIMessagePromptTemplate
+    prompts.chat.BaseChatPromptTemplate
+    prompts.chat.BaseMessagePromptTemplate
+    prompts.chat.BaseStringMessagePromptTemplate
+    prompts.chat.ChatMessagePromptTemplate
+    prompts.chat.ChatPromptTemplate
+    prompts.chat.ChatPromptValue
+    prompts.chat.HumanMessagePromptTemplate
+    prompts.chat.MessagesPlaceholder
+    prompts.chat.SystemMessagePromptTemplate
+    prompts.example_selector.base.BaseExampleSelector
+    prompts.example_selector.length_based.LengthBasedExampleSelector
+    prompts.example_selector.ngram_overlap.NGramOverlapExampleSelector
+    prompts.example_selector.semantic_similarity.MaxMarginalRelevanceExampleSelector
+    prompts.example_selector.semantic_similarity.SemanticSimilarityExampleSelector
+    prompts.few_shot.FewShotPromptTemplate
+    prompts.few_shot_with_templates.FewShotPromptWithTemplates
+    prompts.pipeline.PipelinePromptTemplate
+    prompts.prompt.PromptTemplate
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: prompts
+
+    prompts.base.check_valid_template
+    prompts.base.jinja2_formatter
+    prompts.base.validate_jinja2
+    prompts.example_selector.ngram_overlap.ngram_overlap_score
+    prompts.example_selector.semantic_similarity.sorted_values
+    prompts.loading.load_prompt
+    prompts.loading.load_prompt_from_config
+
+:mod:`langchain.requests`: Requests
+====================================
+
+.. automodule:: langchain.requests
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: requests
+    :template: class.rst
+
+    requests.Requests
+    requests.TextRequestsWrapper
+
+:mod:`langchain.retrievers`: Retrievers
+========================================
+
+.. automodule:: langchain.retrievers
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: retrievers
+    :template: class.rst
+
+    retrievers.arxiv.ArxivRetriever
+    retrievers.azure_cognitive_search.AzureCognitiveSearchRetriever
+    retrievers.chatgpt_plugin_retriever.ChatGPTPluginRetriever
+    retrievers.contextual_compression.ContextualCompressionRetriever
+    retrievers.databerry.DataberryRetriever
+    retrievers.docarray.DocArrayRetriever
+    retrievers.docarray.SearchType
+    retrievers.document_compressors.base.BaseDocumentCompressor
+    retrievers.document_compressors.base.DocumentCompressorPipeline
+    retrievers.document_compressors.chain_extract.LLMChainExtractor
+    retrievers.document_compressors.chain_extract.NoOutputParser
+    retrievers.document_compressors.chain_filter.LLMChainFilter
+    retrievers.document_compressors.cohere_rerank.CohereRerank
+    retrievers.document_compressors.embeddings_filter.EmbeddingsFilter
+    retrievers.elastic_search_bm25.ElasticSearchBM25Retriever
+    retrievers.kendra.AdditionalResultAttribute
+    retrievers.kendra.AdditionalResultAttributeValue
+    retrievers.kendra.AmazonKendraRetriever
+    retrievers.kendra.DocumentAttribute
+    retrievers.kendra.DocumentAttributeValue
+    retrievers.kendra.Highlight
+    retrievers.kendra.QueryResult
+    retrievers.kendra.QueryResultItem
+    retrievers.kendra.RetrieveResult
+    retrievers.kendra.RetrieveResultItem
+    retrievers.kendra.TextWithHighLights
+    retrievers.knn.KNNRetriever
+    retrievers.llama_index.LlamaIndexGraphRetriever
+    retrievers.llama_index.LlamaIndexRetriever
+    retrievers.merger_retriever.MergerRetriever
+    retrievers.metal.MetalRetriever
+    retrievers.milvus.MilvusRetriever
+    retrievers.multi_query.LineList
+    retrievers.multi_query.LineListOutputParser
+    retrievers.multi_query.MultiQueryRetriever
+    retrievers.pinecone_hybrid_search.PineconeHybridSearchRetriever
+    retrievers.pupmed.PubMedRetriever
+    retrievers.remote_retriever.RemoteLangChainRetriever
+    retrievers.self_query.base.SelfQueryRetriever
+    retrievers.self_query.chroma.ChromaTranslator
+    retrievers.self_query.myscale.MyScaleTranslator
+    retrievers.self_query.pinecone.PineconeTranslator
+    retrievers.self_query.qdrant.QdrantTranslator
+    retrievers.self_query.weaviate.WeaviateTranslator
+    retrievers.svm.SVMRetriever
+    retrievers.tfidf.TFIDFRetriever
+    retrievers.time_weighted_retriever.TimeWeightedVectorStoreRetriever
+    retrievers.vespa_retriever.VespaRetriever
+    retrievers.weaviate_hybrid_search.WeaviateHybridSearchRetriever
+    retrievers.wikipedia.WikipediaRetriever
+    retrievers.zep.ZepRetriever
+    retrievers.zilliz.ZillizRetriever
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: retrievers
+
+    retrievers.document_compressors.chain_extract.default_get_input
+    retrievers.document_compressors.chain_filter.default_get_input
+    retrievers.kendra.clean_excerpt
+    retrievers.kendra.combined_text
+    retrievers.knn.create_index
+    retrievers.milvus.MilvusRetreiver
+    retrievers.pinecone_hybrid_search.create_index
+    retrievers.pinecone_hybrid_search.hash_text
+    retrievers.self_query.myscale.DEFAULT_COMPOSER
+    retrievers.self_query.myscale.FUNCTION_COMPOSER
+    retrievers.svm.create_index
+    retrievers.zilliz.ZillizRetreiver
+
+:mod:`langchain.schema`: Schema
+================================
+
+.. automodule:: langchain.schema
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: schema
+    :template: class.rst
+
+    schema.AIMessage
+    schema.AgentFinish
+    schema.BaseChatMessageHistory
+    schema.BaseDocumentTransformer
+    schema.BaseLLMOutputParser
+    schema.BaseMemory
+    schema.BaseMessage
+    schema.BaseOutputParser
+    schema.BaseRetriever
+    schema.ChatGeneration
+    schema.ChatMessage
+    schema.ChatResult
+    schema.Document
+    schema.FunctionMessage
+    schema.Generation
+    schema.HumanMessage
+    schema.LLMResult
+    schema.NoOpOutputParser
+    schema.OutputParserException
+    schema.PromptValue
+    schema.RunInfo
+    schema.SystemMessage
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: schema
+
+    schema.get_buffer_string
+    schema.messages_from_dict
+    schema.messages_to_dict
+
+:mod:`langchain.server`: Server
+================================
+
+.. automodule:: langchain.server
+    :no-members:
+    :no-inherited-members:
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: server
+
+    server.main
+
+:mod:`langchain.sql_database`: Sql Database
+============================================
+
+.. automodule:: langchain.sql_database
+    :no-members:
+    :no-inherited-members:
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: sql_database
+
+    sql_database.truncate_word
+
+:mod:`langchain.text_splitter`: Text Splitter
+==============================================
+
+.. automodule:: langchain.text_splitter
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: text_splitter
+    :template: class.rst
+
+    text_splitter.CharacterTextSplitter
+    text_splitter.HeaderType
+    text_splitter.Language
+    text_splitter.LatexTextSplitter
+    text_splitter.LineType
+    text_splitter.MarkdownTextSplitter
+    text_splitter.NLTKTextSplitter
+    text_splitter.PythonCodeTextSplitter
+    text_splitter.RecursiveCharacterTextSplitter
+    text_splitter.SentenceTransformersTokenTextSplitter
+    text_splitter.SpacyTextSplitter
+    text_splitter.TextSplitter
+    text_splitter.TokenTextSplitter
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: text_splitter
+
+    text_splitter.split_text_on_tokens
+
+:mod:`langchain.tools`: Tools
+==============================
+
+.. automodule:: langchain.tools
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: tools
+    :template: class.rst
+
+    tools.arxiv.tool.ArxivQueryRun
+    tools.azure_cognitive_services.form_recognizer.AzureCogsFormRecognizerTool
+    tools.azure_cognitive_services.image_analysis.AzureCogsImageAnalysisTool
+    tools.azure_cognitive_services.speech2text.AzureCogsSpeech2TextTool
+    tools.azure_cognitive_services.text2speech.AzureCogsText2SpeechTool
+    tools.base.BaseTool
+    tools.base.ChildTool
+    tools.base.SchemaAnnotationError
+    tools.base.StructuredTool
+    tools.base.Tool
+    tools.base.ToolException
+    tools.base.ToolMetaclass
+    tools.bing_search.tool.BingSearchResults
+    tools.bing_search.tool.BingSearchRun
+    tools.brave_search.tool.BraveSearch
+    tools.convert_to_openai.FunctionDescription
+    tools.ddg_search.tool.DuckDuckGoSearchResults
+    tools.ddg_search.tool.DuckDuckGoSearchRun
+    tools.file_management.copy.CopyFileTool
+    tools.file_management.copy.FileCopyInput
+    tools.file_management.delete.DeleteFileTool
+    tools.file_management.delete.FileDeleteInput
+    tools.file_management.file_search.FileSearchInput
+    tools.file_management.file_search.FileSearchTool
+    tools.file_management.list_dir.DirectoryListingInput
+    tools.file_management.list_dir.ListDirectoryTool
+    tools.file_management.move.FileMoveInput
+    tools.file_management.move.MoveFileTool
+    tools.file_management.read.ReadFileInput
+    tools.file_management.read.ReadFileTool
+    tools.file_management.utils.BaseFileToolMixin
+    tools.file_management.utils.FileValidationError
+    tools.file_management.write.WriteFileInput
+    tools.file_management.write.WriteFileTool
+    tools.gmail.base.GmailBaseTool
+    tools.gmail.create_draft.CreateDraftSchema
+    tools.gmail.create_draft.GmailCreateDraft
+    tools.gmail.get_message.GmailGetMessage
+    tools.gmail.get_message.SearchArgsSchema
+    tools.gmail.get_thread.GetThreadSchema
+    tools.gmail.get_thread.GmailGetThread
+    tools.gmail.search.GmailSearch
+    tools.gmail.search.Resource
+    tools.gmail.search.SearchArgsSchema
+    tools.gmail.send_message.GmailSendMessage
+    tools.gmail.send_message.SendMessageSchema
+    tools.google_places.tool.GooglePlacesSchema
+    tools.google_places.tool.GooglePlacesTool
+    tools.google_search.tool.GoogleSearchResults
+    tools.google_search.tool.GoogleSearchRun
+    tools.google_serper.tool.GoogleSerperResults
+    tools.google_serper.tool.GoogleSerperRun
+    tools.graphql.tool.BaseGraphQLTool
+    tools.human.tool.HumanInputRun
+    tools.ifttt.IFTTTWebhook
+    tools.jira.tool.JiraAction
+    tools.json.tool.JsonGetValueTool
+    tools.json.tool.JsonListKeysTool
+    tools.json.tool.JsonSpec
+    tools.metaphor_search.tool.MetaphorSearchResults
+    tools.office365.base.O365BaseTool
+    tools.office365.create_draft_message.CreateDraftMessageSchema
+    tools.office365.create_draft_message.O365CreateDraftMessage
+    tools.office365.events_search.O365SearchEvents
+    tools.office365.events_search.SearchEventsInput
+    tools.office365.messages_search.O365SearchEmails
+    tools.office365.messages_search.SearchEmailsInput
+    tools.office365.send_event.O365SendEvent
+    tools.office365.send_event.SendEventSchema
+    tools.office365.send_message.O365SendMessage
+    tools.office365.send_message.SendMessageSchema
+    tools.openapi.utils.api_models.APIOperation
+    tools.openapi.utils.api_models.APIProperty
+    tools.openapi.utils.api_models.APIPropertyBase
+    tools.openapi.utils.api_models.APIPropertyLocation
+    tools.openapi.utils.api_models.APIRequestBody
+    tools.openapi.utils.api_models.APIRequestBodyProperty
+    tools.openweathermap.tool.OpenWeatherMapQueryRun
+    tools.playwright.base.BaseBrowserTool
+    tools.playwright.click.ClickTool
+    tools.playwright.click.ClickToolInput
+    tools.playwright.current_page.CurrentWebPageTool
+    tools.playwright.extract_hyperlinks.ExtractHyperlinksTool
+    tools.playwright.extract_hyperlinks.ExtractHyperlinksToolInput
+    tools.playwright.extract_text.ExtractTextTool
+    tools.playwright.get_elements.GetElementsTool
+    tools.playwright.get_elements.GetElementsToolInput
+    tools.playwright.navigate.NavigateTool
+    tools.playwright.navigate.NavigateToolInput
+    tools.playwright.navigate_back.NavigateBackTool
+    tools.plugin.AIPlugin
+    tools.plugin.AIPluginTool
+    tools.plugin.AIPluginToolSchema
+    tools.plugin.ApiConfig
+    tools.powerbi.tool.InfoPowerBITool
+    tools.powerbi.tool.ListPowerBITool
+    tools.powerbi.tool.QueryPowerBITool
+    tools.pubmed.tool.PubmedQueryRun
+    tools.python.tool.PythonAstREPLTool
+    tools.python.tool.PythonREPLTool
+    tools.requests.tool.BaseRequestsTool
+    tools.requests.tool.RequestsDeleteTool
+    tools.requests.tool.RequestsGetTool
+    tools.requests.tool.RequestsPatchTool
+    tools.requests.tool.RequestsPostTool
+    tools.requests.tool.RequestsPutTool
+    tools.scenexplain.tool.SceneXplainInput
+    tools.scenexplain.tool.SceneXplainTool
+    tools.searx_search.tool.SearxSearchResults
+    tools.searx_search.tool.SearxSearchRun
+    tools.shell.tool.ShellInput
+    tools.shell.tool.ShellTool
+    tools.sleep.tool.SleepInput
+    tools.sleep.tool.SleepTool
+    tools.spark_sql.tool.BaseSparkSQLTool
+    tools.spark_sql.tool.InfoSparkSQLTool
+    tools.spark_sql.tool.ListSparkSQLTool
+    tools.spark_sql.tool.QueryCheckerTool
+    tools.spark_sql.tool.QuerySparkSQLTool
+    tools.sql_database.tool.BaseSQLDatabaseTool
+    tools.sql_database.tool.InfoSQLDatabaseTool
+    tools.sql_database.tool.ListSQLDatabaseTool
+    tools.sql_database.tool.QuerySQLCheckerTool
+    tools.sql_database.tool.QuerySQLDataBaseTool
+    tools.steamship_image_generation.tool.ModelName
+    tools.steamship_image_generation.tool.SteamshipImageGenerationTool
+    tools.vectorstore.tool.BaseVectorStoreTool
+    tools.vectorstore.tool.VectorStoreQATool
+    tools.vectorstore.tool.VectorStoreQAWithSourcesTool
+    tools.wikipedia.tool.WikipediaQueryRun
+    tools.wolfram_alpha.tool.WolframAlphaQueryRun
+    tools.youtube.search.YouTubeSearchTool
+    tools.zapier.tool.ZapierNLAListActions
+    tools.zapier.tool.ZapierNLARunAction
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: tools
+
+    tools.azure_cognitive_services.utils.detect_file_src_type
+    tools.azure_cognitive_services.utils.download_audio_from_url
+    tools.base.create_schema_from_function
+    tools.base.tool
+    tools.convert_to_openai.format_tool_to_openai_function
+    tools.ddg_search.tool.DuckDuckGoSearchTool
+    tools.file_management.utils.get_validated_relative_path
+    tools.file_management.utils.is_relative_to
+    tools.gmail.utils.build_resource_service
+    tools.gmail.utils.clean_email_body
+    tools.gmail.utils.get_gmail_credentials
+    tools.gmail.utils.import_google
+    tools.gmail.utils.import_googleapiclient_resource_builder
+    tools.gmail.utils.import_installed_app_flow
+    tools.interaction.tool.StdInInquireTool
+    tools.office365.utils.authenticate
+    tools.office365.utils.clean_body
+    tools.playwright.base.lazy_import_playwright_browsers
+    tools.playwright.utils.create_async_playwright_browser
+    tools.playwright.utils.create_sync_playwright_browser
+    tools.playwright.utils.get_current_page
+    tools.playwright.utils.run_async
+    tools.plugin.marshal_spec
+    tools.python.tool.sanitize_input
+    tools.steamship_image_generation.utils.make_image_public
+
+:mod:`langchain.utilities`: Utilities
+======================================
+
+.. automodule:: langchain.utilities
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: utilities
+    :template: class.rst
+
+    utilities.apify.ApifyWrapper
+    utilities.arxiv.ArxivAPIWrapper
+    utilities.awslambda.LambdaWrapper
+    utilities.bibtex.BibtexparserWrapper
+    utilities.bing_search.BingSearchAPIWrapper
+    utilities.brave_search.BraveSearchWrapper
+    utilities.duckduckgo_search.DuckDuckGoSearchAPIWrapper
+    utilities.google_places_api.GooglePlacesAPIWrapper
+    utilities.google_search.GoogleSearchAPIWrapper
+    utilities.google_serper.GoogleSerperAPIWrapper
+    utilities.graphql.GraphQLAPIWrapper
+    utilities.jira.JiraAPIWrapper
+    utilities.metaphor_search.MetaphorSearchAPIWrapper
+    utilities.openapi.HTTPVerb
+    utilities.openapi.OpenAPISpec
+    utilities.openweathermap.OpenWeatherMapAPIWrapper
+    utilities.powerbi.PowerBIDataset
+    utilities.pupmed.PubMedAPIWrapper
+    utilities.python.PythonREPL
+    utilities.scenexplain.SceneXplainAPIWrapper
+    utilities.searx_search.SearxResults
+    utilities.searx_search.SearxSearchWrapper
+    utilities.serpapi.SerpAPIWrapper
+    utilities.twilio.TwilioAPIWrapper
+    utilities.wikipedia.WikipediaAPIWrapper
+    utilities.wolfram_alpha.WolframAlphaAPIWrapper
+    utilities.zapier.ZapierNLAWrapper
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: utilities
+
+    utilities.loading.try_load_from_hub
+    utilities.powerbi.fix_table_name
+    utilities.powerbi.json_to_md
+    utilities.vertexai.init_vertexai
+    utilities.vertexai.raise_vertex_import_error
+
+:mod:`langchain.utils`: Utils
+==============================
+
+.. automodule:: langchain.utils
+    :no-members:
+    :no-inherited-members:
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: utils
+
+    utils.comma_list
+    utils.get_from_dict_or_env
+    utils.get_from_env
+    utils.guard_import
+    utils.mock_now
+    utils.raise_for_status_with_text
+    utils.stringify_dict
+    utils.stringify_value
+    utils.xor_args
+
+:mod:`langchain.vectorstores`: Vectorstores
+============================================
+
+.. automodule:: langchain.vectorstores
+    :no-members:
+    :no-inherited-members:
+
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: vectorstores
+    :template: class.rst
+
+    vectorstores.alibabacloud_opensearch.AlibabaCloudOpenSearch
+    vectorstores.analyticdb.AnalyticDB
+    vectorstores.annoy.Annoy
+    vectorstores.atlas.AtlasDB
+    vectorstores.awadb.AwaDB
+    vectorstores.azuresearch.AzureSearch
+    vectorstores.azuresearch.AzureSearchVectorStoreRetriever
+    vectorstores.base.VectorStore
+    vectorstores.base.VectorStoreRetriever
+    vectorstores.cassandra.Cassandra
+    vectorstores.chroma.Chroma
+    vectorstores.clarifai.Clarifai
+    vectorstores.clickhouse.Clickhouse
+    vectorstores.clickhouse.ClickhouseSettings
+    vectorstores.deeplake.DeepLake
+    vectorstores.docarray.base.DocArrayIndex
+    vectorstores.docarray.hnsw.DocArrayHnswSearch
+    vectorstores.docarray.in_memory.DocArrayInMemorySearch
+    vectorstores.elastic_vector_search.ElasticKnnSearch
+    vectorstores.elastic_vector_search.ElasticVectorSearch
+    vectorstores.faiss.FAISS
+    vectorstores.hologres.Hologres
+    vectorstores.lancedb.LanceDB
+    vectorstores.matching_engine.MatchingEngine
+    vectorstores.milvus.Milvus
+    vectorstores.mongodb_atlas.MongoDBAtlasVectorSearch
+    vectorstores.myscale.MyScale
+    vectorstores.myscale.MyScaleSettings
+    vectorstores.opensearch_vector_search.OpenSearchVectorSearch
+    vectorstores.pgvector.BaseModel
+    vectorstores.pgvector.CollectionStore
+    vectorstores.pgvector.DistanceStrategy
+    vectorstores.pgvector.EmbeddingStore
+    vectorstores.pgvector.PGVector
+    vectorstores.pinecone.Pinecone
+    vectorstores.qdrant.Qdrant
+    vectorstores.redis.Redis
+    vectorstores.redis.RedisVectorStoreRetriever
+    vectorstores.rocksetdb.Rockset
+    vectorstores.singlestoredb.DistanceStrategy
+    vectorstores.singlestoredb.SingleStoreDB
+    vectorstores.singlestoredb.SingleStoreDBRetriever
+    vectorstores.sklearn.BaseSerializer
+    vectorstores.sklearn.BsonSerializer
+    vectorstores.sklearn.JsonSerializer
+    vectorstores.sklearn.ParquetSerializer
+    vectorstores.sklearn.SKLearnVectorStore
+    vectorstores.sklearn.SKLearnVectorStoreException
+    vectorstores.starrocks.StarRocks
+    vectorstores.starrocks.StarRocksSettings
+    vectorstores.supabase.SupabaseVectorStore
+    vectorstores.tair.Tair
+    vectorstores.tigris.Tigris
+    vectorstores.typesense.Typesense
+    vectorstores.vectara.Vectara
+    vectorstores.vectara.VectaraRetriever
+    vectorstores.weaviate.Weaviate
+    vectorstores.zilliz.Zilliz
+
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: vectorstores
+
+    vectorstores.alibabacloud_opensearch.create_metadata
+    vectorstores.annoy.dependable_annoy_import
+    vectorstores.clickhouse.has_mul_sub_str
+    vectorstores.faiss.dependable_faiss_import
+    vectorstores.myscale.has_mul_sub_str
+    vectorstores.starrocks.debug_output
+    vectorstores.starrocks.get_named_result
+    vectorstores.starrocks.has_mul_sub_str
+    vectorstores.utils.maximal_marginal_relevance
+
diff --git a/docs/api_reference/conf.py b/docs/api_reference/conf.py
index 86b58632cac..d978c7ab4e0 100644
--- a/docs/api_reference/conf.py
+++ b/docs/api_reference/conf.py
@@ -11,12 +11,13 @@
 # add these directories to sys.path here. If the directory is relative to the
 # documentation root, use os.path.abspath to make it absolute, like shown here.
 #
-# import os
-# import sys
-# sys.path.insert(0, os.path.abspath('.'))
+import os
+import sys
 
 import toml
 
+sys.path.insert(0, os.path.abspath("."))
+
 with open("../../pyproject.toml") as f:
     data = toml.load(f)
 
@@ -45,11 +46,9 @@ extensions = [
     "sphinx.ext.napoleon",
     "sphinx.ext.viewcode",
     "sphinxcontrib.autodoc_pydantic",
-    "myst_nb",
     "sphinx_copybutton",
     "sphinx_panels",
     "IPython.sphinxext.ipython_console_highlighting",
-    "sphinx_tabs.tabs",
 ]
 source_suffix = [".rst"]
 
@@ -59,24 +58,22 @@ autodoc_pydantic_config_members = False
 autodoc_pydantic_model_show_config_summary = False
 autodoc_pydantic_model_show_validator_members = False
 autodoc_pydantic_model_show_validator_summary = False
-autodoc_pydantic_model_show_field_summary = False
-autodoc_pydantic_model_members = False
-autodoc_pydantic_model_undoc_members = False
-autodoc_pydantic_model_hide_paramlist = False
 autodoc_pydantic_model_signature_prefix = "class"
-autodoc_pydantic_field_signature_prefix = "attribute"
-autodoc_pydantic_model_summary_list_order = "bysource"
-autodoc_member_order = "bysource"
+autodoc_pydantic_field_signature_prefix = "param"
+autodoc_member_order = "groupwise"
+autoclass_content = "both"
+autodoc_typehints_format = "short"
+
 autodoc_default_options = {
     "members": True,
     "show-inheritance": True,
-    "undoc_members": True,
-    "inherited_members": "BaseModel",
+    "inherited-members": "BaseModel",
+    "undoc-members": True,
+    "special-members": "__call__",
 }
-autodoc_typehints = "description"
-
+# autodoc_typehints = "description"
 # Add any paths that contain templates here, relative to this directory.
-templates_path = ["_templates"]
+templates_path = ["templates"]
 
 # List of patterns, relative to source directory, that match files and
 # directories to ignore when looking for source files.
@@ -89,14 +86,16 @@ exclude_patterns = ["_build", "Thumbs.db", ".DS_Store"]
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 #
-html_theme = "sphinx_rtd_theme"
+html_theme = "scikit-learn-modern"
+html_theme_path = ["themes"]
 
-html_theme_options = {
-    "path_to_docs": "docs",
-    "repository_url": "https://github.com/hwchase17/langchain",
-    "use_repository_button": True,
-    # "style_nav_header_background": "white"
+# redirects dictionary maps from old links to new links
+html_additional_pages = {}
+redirects = {
+    "index": "api_reference",
 }
+for old_link in redirects:
+    html_additional_pages[old_link] = "redirects.html"
 
 html_context = {
     "display_github": True,  # Integrate GitHub
@@ -104,6 +103,7 @@ html_context = {
     "github_repo": "langchain",  # Repo name
     "github_version": "master",  # Version
     "conf_py_path": "/docs/api_reference",  # Path in the checkout to the docs root
+    "redirects": redirects,
 }
 
 # Add any paths that contain custom static files (such as style sheets) here,
@@ -116,10 +116,9 @@ html_static_path = ["_static"]
 html_css_files = [
     "css/custom.css",
 ]
+html_use_index = False
 
-html_js_files = [
-    "js/mendablesearch.js",
-]
-
-nb_execution_mode = "off"
 myst_enable_extensions = ["colon_fence"]
+
+# generate autosummary even if no references
+autosummary_generate = True
diff --git a/docs/api_reference/create_api_rst.py b/docs/api_reference/create_api_rst.py
new file mode 100644
index 00000000000..af7119979b0
--- /dev/null
+++ b/docs/api_reference/create_api_rst.py
@@ -0,0 +1,94 @@
+"""Script for auto-generating api_reference.rst"""
+import glob
+import re
+from pathlib import Path
+
+ROOT_DIR = Path(__file__).parents[2].absolute()
+PKG_DIR = ROOT_DIR / "langchain"
+WRITE_FILE = Path(__file__).parent / "api_reference.rst"
+
+
+def load_members() -> dict:
+    members: dict = {}
+    for py in glob.glob(str(PKG_DIR) + "/**/*.py", recursive=True):
+        module = py[len(str(PKG_DIR)) + 1 :].replace(".py", "").replace("/", ".")
+        top_level = module.split(".")[0]
+        if top_level not in members:
+            members[top_level] = {"classes": [], "functions": []}
+        with open(py, "r") as f:
+            for line in f.readlines():
+                cls = re.findall(r"^class ([^_].*)\(", line)
+                members[top_level]["classes"].extend([module + "." + c for c in cls])
+                func = re.findall(r"^def ([^_].*)\(", line)
+                members[top_level]["functions"].extend([module + "." + f for f in func])
+    return members
+
+
+def construct_doc(members: dict) -> str:
+    full_doc = """\
+.. _api_reference:
+
+=============
+API Reference
+=============
+
+"""
+    for module, _members in sorted(members.items(), key=lambda kv: kv[0]):
+        classes = _members["classes"]
+        functions = _members["functions"]
+        if not (classes or functions):
+            continue
+
+        module_title = module.replace("_", " ").title()
+        if module_title == "Llms":
+            module_title = "LLMs"
+        section = f":mod:`langchain.{module}`: {module_title}"
+        full_doc += f"""\
+{section}
+{'=' * (len(section) + 1)}
+
+.. automodule:: langchain.{module}
+    :no-members:
+    :no-inherited-members:
+
+"""
+
+        if classes:
+            cstring = "\n    ".join(sorted(classes))
+            full_doc += f"""\
+Classes
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: {module}
+    :template: class.rst
+
+    {cstring}
+
+"""
+        if functions:
+            fstring = "\n    ".join(sorted(functions))
+            full_doc += f"""\
+Functions
+--------------
+.. currentmodule:: langchain
+
+.. autosummary::
+    :toctree: {module}
+
+    {fstring}
+
+"""
+    return full_doc
+
+
+def main() -> None:
+    members = load_members()
+    full_doc = construct_doc(members)
+    with open(WRITE_FILE, "w") as f:
+        f.write(full_doc)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/docs/api_reference/data_connection.rst b/docs/api_reference/data_connection.rst
deleted file mode 100644
index 5abe59fce86..00000000000
--- a/docs/api_reference/data_connection.rst
+++ /dev/null
@@ -1,13 +0,0 @@
-Data connection
-==============
-LangChain has a number of modules that help you load, structure, store, and retrieve documents.
-
-.. toctree::
-   :maxdepth: 1
-   :glob:
-
-   modules/document_loaders
-   modules/document_transformers
-   modules/embeddings
-   modules/vectorstores
-   modules/retrievers
diff --git a/docs/api_reference/index.rst b/docs/api_reference/index.rst
index 365ecac60de..5efdf7ee10a 100644
--- a/docs/api_reference/index.rst
+++ b/docs/api_reference/index.rst
@@ -1,29 +1,8 @@
-API Reference
-==========================
-
-| Full documentation on all methods, classes, and APIs in the LangChain Python package.
+=============
+LangChain API
+=============
 
 .. toctree::
-   :maxdepth: 1
-   :caption: Abstractions
+    :maxdepth: 2
 
-   ./modules/base_classes.rst
-
-
-.. toctree::
-   :maxdepth: 1
-   :caption: Core
-
-   ./model_io.rst
-   ./data_connection.rst
-   ./modules/chains.rst
-   ./agents.rst
-   ./modules/memory.rst
-   ./modules/callbacks.rst
-
-.. toctree::
-   :maxdepth: 1
-   :caption: Additional
-
-   ./modules/utilities.rst
-   ./modules/experimental.rst
+    api_reference.rst
diff --git a/docs/api_reference/model_io.rst b/docs/api_reference/model_io.rst
deleted file mode 100644
index 0fcc2fd5268..00000000000
--- a/docs/api_reference/model_io.rst
+++ /dev/null
@@ -1,12 +0,0 @@
-Model I/O
-==============
-
-LangChain provides interfaces and integrations for working with language models.
-
-.. toctree::
-   :maxdepth: 1
-   :glob:
-
-   ./prompts.rst
-   ./models.rst
-   ./modules/output_parsers.rst
diff --git a/docs/api_reference/models.rst b/docs/api_reference/models.rst
deleted file mode 100644
index dccec0c028a..00000000000
--- a/docs/api_reference/models.rst
+++ /dev/null
@@ -1,11 +0,0 @@
-Models
-==============
-
-LangChain provides interfaces and integrations for a number of different types of models.
-
-.. toctree::
-   :maxdepth: 1
-   :glob:
-
-   modules/llms
-   modules/chat_models
diff --git a/docs/api_reference/modules/agent_toolkits.rst b/docs/api_reference/modules/agent_toolkits.rst
deleted file mode 100644
index d3e15a40a69..00000000000
--- a/docs/api_reference/modules/agent_toolkits.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Agent Toolkits
-===============================
-
-.. automodule:: langchain.agents.agent_toolkits
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/agents.rst b/docs/api_reference/modules/agents.rst
deleted file mode 100644
index e75860307ca..00000000000
--- a/docs/api_reference/modules/agents.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Agents
-===============================
-
-.. automodule:: langchain.agents
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/base_classes.rst b/docs/api_reference/modules/base_classes.rst
deleted file mode 100644
index 68ac243675c..00000000000
--- a/docs/api_reference/modules/base_classes.rst
+++ /dev/null
@@ -1,5 +0,0 @@
-Base classes
-========================
-
-.. automodule:: langchain.schema
-   :inherited-members:
diff --git a/docs/api_reference/modules/callbacks.rst b/docs/api_reference/modules/callbacks.rst
deleted file mode 100644
index 24140bd8a20..00000000000
--- a/docs/api_reference/modules/callbacks.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Callbacks
-=======================
-
-.. automodule:: langchain.callbacks
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/chains.rst b/docs/api_reference/modules/chains.rst
deleted file mode 100644
index 3689a4d6acc..00000000000
--- a/docs/api_reference/modules/chains.rst
+++ /dev/null
@@ -1,8 +0,0 @@
-Chains
-=======================
-
-.. automodule:: langchain.chains
-   :members:
-   :undoc-members:
-   :inherited-members: BaseModel
-
diff --git a/docs/api_reference/modules/chat_models.rst b/docs/api_reference/modules/chat_models.rst
deleted file mode 100644
index 3d2e8104605..00000000000
--- a/docs/api_reference/modules/chat_models.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Chat Models
-===============================
-
-.. automodule:: langchain.chat_models
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/document_loaders.rst b/docs/api_reference/modules/document_loaders.rst
deleted file mode 100644
index c6abddb300b..00000000000
--- a/docs/api_reference/modules/document_loaders.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Document Loaders
-===============================
-
-.. automodule:: langchain.document_loaders
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/document_transformers.rst b/docs/api_reference/modules/document_transformers.rst
deleted file mode 100644
index 43c8a7ee3c3..00000000000
--- a/docs/api_reference/modules/document_transformers.rst
+++ /dev/null
@@ -1,13 +0,0 @@
-Document Transformers
-===============================
-
-.. automodule:: langchain.document_transformers
-   :members:
-   :undoc-members:
-
-Text Splitters
-------------------------------
-
-.. automodule:: langchain.text_splitter
-   :members:
-   :undoc-members:
diff --git a/docs/api_reference/modules/embeddings.rst b/docs/api_reference/modules/embeddings.rst
deleted file mode 100644
index 4b8ecedbe22..00000000000
--- a/docs/api_reference/modules/embeddings.rst
+++ /dev/null
@@ -1,5 +0,0 @@
-Embeddings
-===========================
-
-.. automodule:: langchain.embeddings
-   :members:
diff --git a/docs/api_reference/modules/example_selector.rst b/docs/api_reference/modules/example_selector.rst
deleted file mode 100644
index ae02d764e2a..00000000000
--- a/docs/api_reference/modules/example_selector.rst
+++ /dev/null
@@ -1,5 +0,0 @@
-Example Selector
-=========================================
-
-.. automodule:: langchain.prompts.example_selector
-   :members:
diff --git a/docs/api_reference/modules/experimental.rst b/docs/api_reference/modules/experimental.rst
deleted file mode 100644
index 7d4b2f517a0..00000000000
--- a/docs/api_reference/modules/experimental.rst
+++ /dev/null
@@ -1,28 +0,0 @@
-====================
-Experimental
-====================
-
-This module contains experimental modules and reproductions of existing work using LangChain primitives.
-
-Autonomous agents
-------------------
-
-Here, we document the BabyAGI and AutoGPT classes from the langchain.experimental module.
-
-.. autoclass:: langchain.experimental.BabyAGI
-   :members:
-
-.. autoclass:: langchain.experimental.AutoGPT
-   :members:
-
-
-Generative agents
-------------------
-
-Here, we document the GenerativeAgent and GenerativeAgentMemory classes from the langchain.experimental module.
-
-.. autoclass:: langchain.experimental.GenerativeAgent
-   :members:
-
-.. autoclass:: langchain.experimental.GenerativeAgentMemory
-   :members:
diff --git a/docs/api_reference/modules/llms.rst b/docs/api_reference/modules/llms.rst
deleted file mode 100644
index d62a39e1405..00000000000
--- a/docs/api_reference/modules/llms.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-LLMs
-=======================
-
-.. automodule:: langchain.llms
-   :members:
-   :inherited-members:
-   :special-members: __call__
diff --git a/docs/api_reference/modules/memory.rst b/docs/api_reference/modules/memory.rst
deleted file mode 100644
index 3a00e5d39e5..00000000000
--- a/docs/api_reference/modules/memory.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Memory
-===============================
-
-.. automodule:: langchain.memory
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/output_parsers.rst b/docs/api_reference/modules/output_parsers.rst
deleted file mode 100644
index 0f368d5db0a..00000000000
--- a/docs/api_reference/modules/output_parsers.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Output Parsers
-===============================
-
-.. automodule:: langchain.output_parsers
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/prompts.rst b/docs/api_reference/modules/prompts.rst
deleted file mode 100644
index 5248f2e41b2..00000000000
--- a/docs/api_reference/modules/prompts.rst
+++ /dev/null
@@ -1,6 +0,0 @@
-Prompt Templates
-========================
-
-.. automodule:: langchain.prompts
-   :members:
-   :undoc-members:
diff --git a/docs/api_reference/modules/retrievers.rst b/docs/api_reference/modules/retrievers.rst
deleted file mode 100644
index 5c6975b54ad..00000000000
--- a/docs/api_reference/modules/retrievers.rst
+++ /dev/null
@@ -1,14 +0,0 @@
-Retrievers
-===============================
-
-.. automodule:: langchain.retrievers
-   :members:
-   :undoc-members:
-
-Document compressors
--------------------------------
-
-.. automodule:: langchain.retrievers.document_compressors
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/tools.rst b/docs/api_reference/modules/tools.rst
deleted file mode 100644
index 458d3b79942..00000000000
--- a/docs/api_reference/modules/tools.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Tools
-===============================
-
-.. automodule:: langchain.tools
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/utilities.rst b/docs/api_reference/modules/utilities.rst
deleted file mode 100644
index 40a37ce496f..00000000000
--- a/docs/api_reference/modules/utilities.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-Utilities
-===============================
-
-.. automodule:: langchain.utilities
-   :members:
-   :undoc-members:
-
diff --git a/docs/api_reference/modules/vectorstores.rst b/docs/api_reference/modules/vectorstores.rst
deleted file mode 100644
index 329c18e4efc..00000000000
--- a/docs/api_reference/modules/vectorstores.rst
+++ /dev/null
@@ -1,6 +0,0 @@
-Vector Stores
-=============================
-
-.. automodule:: langchain.vectorstores
-   :members:
-   :undoc-members:
\ No newline at end of file
diff --git a/docs/api_reference/prompts.rst b/docs/api_reference/prompts.rst
deleted file mode 100644
index 12a62e94589..00000000000
--- a/docs/api_reference/prompts.rst
+++ /dev/null
@@ -1,11 +0,0 @@
-Prompts
-==============
-
-The reference guides here all relate to objects for working with Prompts.
-
-.. toctree::
-   :maxdepth: 1
-   :glob:
-
-   modules/prompts
-   modules/example_selector
diff --git a/docs/api_reference/templates/COPYRIGHT.txt b/docs/api_reference/templates/COPYRIGHT.txt
new file mode 100644
index 00000000000..d4cc36d6b27
--- /dev/null
+++ b/docs/api_reference/templates/COPYRIGHT.txt
@@ -0,0 +1,27 @@
+Copyright (c) 2007-2023 The scikit-learn developers.
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+* Redistributions of source code must retain the above copyright notice, this
+  list of conditions and the following disclaimer.
+
+* Redistributions in binary form must reproduce the above copyright notice,
+  this list of conditions and the following disclaimer in the documentation
+  and/or other materials provided with the distribution.
+
+* Neither the name of the copyright holder nor the names of its
+  contributors may be used to endorse or promote products derived from
+  this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/docs/api_reference/templates/class.rst b/docs/api_reference/templates/class.rst
new file mode 100644
index 00000000000..ffc7ec809f1
--- /dev/null
+++ b/docs/api_reference/templates/class.rst
@@ -0,0 +1,28 @@
+:mod:`{{module}}`.{{objname}}
+{{ underline }}==============
+
+.. currentmodule:: {{ module }}
+
+.. autoclass:: {{ objname }}
+
+   {% block methods %}
+   {% if methods %}
+   .. rubric:: {{ _('Methods') }}
+
+   .. autosummary::
+   {% for item in methods %}
+      ~{{ name }}.{{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
+
+   {% block attributes %}
+   {% if attributes %}
+   .. rubric:: {{ _('Attributes') }}
+
+   .. autosummary::
+   {% for item in attributes %}
+      ~{{ name }}.{{ item }}
+   {%- endfor %}
+   {% endif %}
+   {% endblock %}
diff --git a/docs/api_reference/templates/redirects.html b/docs/api_reference/templates/redirects.html
new file mode 100644
index 00000000000..6cca53544d5
--- /dev/null
+++ b/docs/api_reference/templates/redirects.html
@@ -0,0 +1,15 @@
+{% set redirect = pathto(redirects[pagename]) %}
+<!DOCTYPE html>
+<html>
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <meta http-equiv="Refresh" content="0; url={{ redirect }}" />
+    <meta name="Description" content="scikit-learn: machine learning in Python">
+    <link rel="canonical" href="{{ redirect }}" />
+    <title>scikit-learn: machine learning in Python</title>
+  </head>
+  <body>
+    <p>You will be automatically redirected to the <a href="{{ redirect }}">new location of this page</a>.</p>
+  </body>
+</html>
diff --git a/docs/api_reference/themes/COPYRIGHT.txt b/docs/api_reference/themes/COPYRIGHT.txt
new file mode 100644
index 00000000000..d4cc36d6b27
--- /dev/null
+++ b/docs/api_reference/themes/COPYRIGHT.txt
@@ -0,0 +1,27 @@
+Copyright (c) 2007-2023 The scikit-learn developers.
+All rights reserved.
+
+Redistribution and use in source and binary forms, with or without
+modification, are permitted provided that the following conditions are met:
+
+* Redistributions of source code must retain the above copyright notice, this
+  list of conditions and the following disclaimer.
+
+* Redistributions in binary form must reproduce the above copyright notice,
+  this list of conditions and the following disclaimer in the documentation
+  and/or other materials provided with the distribution.
+
+* Neither the name of the copyright holder nor the names of its
+  contributors may be used to endorse or promote products derived from
+  this software without specific prior written permission.
+
+THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
+AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
+IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
+DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
+FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
+DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
+SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
+CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
+OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
diff --git a/docs/api_reference/themes/scikit-learn-modern/javascript.html b/docs/api_reference/themes/scikit-learn-modern/javascript.html
new file mode 100644
index 00000000000..15f2ff64956
--- /dev/null
+++ b/docs/api_reference/themes/scikit-learn-modern/javascript.html
@@ -0,0 +1,67 @@
+<script>
+$(document).ready(function() {
+    /* Add a [>>>] button on the top-right corner of code samples to hide
+     * the >>> and ... prompts and the output and thus make the code
+     * copyable. */
+    var div = $('.highlight-python .highlight,' +
+                '.highlight-python3 .highlight,' +
+                '.highlight-pycon .highlight,' +
+		'.highlight-default .highlight')
+    var pre = div.find('pre');
+
+    // get the styles from the current theme
+    pre.parent().parent().css('position', 'relative');
+    var hide_text = 'Hide prompts and outputs';
+    var show_text = 'Show prompts and outputs';
+
+    // create and add the button to all the code blocks that contain >>>
+    div.each(function(index) {
+        var jthis = $(this);
+        if (jthis.find('.gp').length > 0) {
+            var button = $('<span class="copybutton">&gt;&gt;&gt;</span>');
+            button.attr('title', hide_text);
+            button.data('hidden', 'false');
+            jthis.prepend(button);
+        }
+        // tracebacks (.gt) contain bare text elements that need to be
+        // wrapped in a span to work with .nextUntil() (see later)
+        jthis.find('pre:has(.gt)').contents().filter(function() {
+            return ((this.nodeType == 3) && (this.data.trim().length > 0));
+        }).wrap('<span>');
+    });
+
+    // define the behavior of the button when it's clicked
+    $('.copybutton').click(function(e){
+        e.preventDefault();
+        var button = $(this);
+        if (button.data('hidden') === 'false') {
+            // hide the code output
+            button.parent().find('.go, .gp, .gt').hide();
+            button.next('pre').find('.gt').nextUntil('.gp, .go').css('visibility', 'hidden');
+            button.css('text-decoration', 'line-through');
+            button.attr('title', show_text);
+            button.data('hidden', 'true');
+        } else {
+            // show the code output
+            button.parent().find('.go, .gp, .gt').show();
+            button.next('pre').find('.gt').nextUntil('.gp, .go').css('visibility', 'visible');
+            button.css('text-decoration', 'none');
+            button.attr('title', hide_text);
+            button.data('hidden', 'false');
+        }
+    });
+
+	/*** Add permalink buttons next to glossary terms ***/
+	$('dl.glossary > dt[id]').append(function() {
+		return ('<a class="headerlink" href="#' +
+			    this.getAttribute('id') +
+			    '" title="Permalink to this term">¶</a>');
+	});
+});
+
+</script>
+{%- if pagename != 'index' and pagename != 'documentation' %}
+    {% if theme_mathjax_path %}
+<script id="MathJax-script" async src="{{ theme_mathjax_path }}"></script>
+    {% endif %}
+{%- endif %}
diff --git a/docs/api_reference/themes/scikit-learn-modern/layout.html b/docs/api_reference/themes/scikit-learn-modern/layout.html
new file mode 100644
index 00000000000..e22cbefc54a
--- /dev/null
+++ b/docs/api_reference/themes/scikit-learn-modern/layout.html
@@ -0,0 +1,142 @@
+{# TEMPLATE VAR SETTINGS #}
+{%- set url_root = pathto('', 1) %}
+{%- if url_root == '#' %}{% set url_root = '' %}{% endif %}
+{%- if not embedded and docstitle %}
+  {%- set titlesuffix = " &mdash; "|safe + docstitle|e %}
+{%- else %}
+  {%- set titlesuffix = "" %}
+{%- endif %}
+{%- set lang_attr = 'en' %}
+
+<!DOCTYPE html>
+<!--[if IE 8]><html class="no-js lt-ie9" lang="{{ lang_attr }}" > <![endif]-->
+<!--[if gt IE 8]><!--> <html class="no-js" lang="{{ lang_attr }}" > <!--<![endif]-->
+<head>
+  <meta charset="utf-8">
+  {{ metatags }}
+  <meta name="viewport" content="width=device-width, initial-scale=1.0">
+
+  {% block htmltitle %}
+  <title>{{ title|striptags|e }}{{ titlesuffix }}</title>
+  {% endblock %}
+  <link rel="canonical" href="http://scikit-learn.org/stable/{{pagename}}.html" />
+
+  {% if favicon_url %}
+  <link rel="shortcut icon" href="{{ favicon_url|e }}"/>
+  {% endif %}
+
+  <link rel="stylesheet" href="{{ pathto('_static/css/vendor/bootstrap.min.css', 1) }}" type="text/css" />
+  {%- for css in css_files %}
+    {%- if css|attr("rel") %}
+  <link rel="{{ css.rel }}" href="{{ pathto(css.filename, 1) }}" type="text/css"{% if css.title is not none %} title="{{ css.title }}"{% endif %} />
+    {%- else %}
+  <link rel="stylesheet" href="{{ pathto(css, 1) }}" type="text/css" />
+    {%- endif %}
+  {%- endfor %}
+  <link rel="stylesheet" href="{{ pathto('_static/' + style, 1) }}" type="text/css" />
+<script id="documentation_options" data-url_root="{{ pathto('', 1) }}" src="{{ pathto('_static/documentation_options.js', 1) }}"></script>
+<script src="{{ pathto('_static/jquery.js', 1) }}"></script>
+{%- block extrahead %} {% endblock %}
+</head>
+<body>
+{% include "nav.html" %}
+{%- block content %}
+<div class="d-flex" id="sk-doc-wrapper">
+    <input type="checkbox" name="sk-toggle-checkbox" id="sk-toggle-checkbox">
+    <label id="sk-sidemenu-toggle" class="sk-btn-toggle-toc btn sk-btn-primary" for="sk-toggle-checkbox">Toggle Menu</label>
+    <div id="sk-sidebar-wrapper" class="border-right">
+      <div class="sk-sidebar-toc-wrapper">
+        <div class="btn-group w-100 mb-2" role="group" aria-label="rellinks">
+          {%- if prev %}
+            <a href="{{ prev.link|e }}" role="button" class="btn sk-btn-rellink py-1" sk-rellink-tooltip="{{ prev.title|striptags }}">Prev</a>
+          {%- else %}
+            <a href="#" role="button" class="btn sk-btn-rellink py-1 disabled"">Prev</a>
+          {%- endif %}
+          {%- if parents -%}
+            <a href="{{ parents[-1].link|e }}" role="button" class="btn sk-btn-rellink py-1" sk-rellink-tooltip="{{ parents[-1].title|striptags }}">Up</a>
+          {%- else %}
+            <a href="#" role="button" class="btn sk-btn-rellink disabled py-1">Up</a>
+          {%- endif %}
+          {%- if next %}
+            <a href="{{ next.link|e }}" role="button" class="btn sk-btn-rellink py-1" sk-rellink-tooltip="{{ next.title|striptags }}">Next</a>
+          {%- else %}
+            <a href="#" role="button" class="btn sk-btn-rellink py-1 disabled"">Next</a>
+          {%- endif %}
+        </div>
+        {%- if pagename != "install" %}
+        <div class="alert alert-warning p-1 mb-2" role="alert">
+          <p class="text-center mb-0">
+          <strong>LangChain {{ release }}</strong><br/>
+          </p>
+        </div>
+        {%- endif %}
+            {%- if meta and meta['parenttoc']|tobool %}
+            <div class="sk-sidebar-toc">
+            {% set nav = get_nav_object(maxdepth=3, collapse=True, numbered=True) %}
+              <ul>
+              {% for main_nav_item in nav %}
+              {% if main_nav_item.active %}
+              <li>
+                <a href="{{ main_nav_item.url }}" class="sk-toc-active">{{ main_nav_item.title }}</a>
+              </li>
+              <ul>
+              {% for nav_item in main_nav_item.children %}
+                <li>
+                  <a href="{{ nav_item.url }}" class="{% if nav_item.active %}sk-toc-active{% endif %}">{{ nav_item.title }}</a>
+                  {% if nav_item.children %}
+                  <ul>
+                    {% for inner_child in nav_item.children %}
+                      <li class="sk-toctree-l3">
+                        <a href="{{ inner_child.url }}">{{ inner_child.title }}</a>
+                      </li>
+                    {% endfor %}
+                  </ul>
+                  {% endif %}
+                </li>
+              {% endfor %}
+              </ul>
+              {% endif %}
+              {% endfor %}
+              </ul>
+            </div>
+            {%- elif meta and meta['globalsidebartoc']|tobool %}
+            <div class="sk-sidebar-toc sk-sidebar-global-toc">
+              {{ toctree(maxdepth=2, titles_only=True) }}
+            </div>
+            {%- else %}
+            <div class="sk-sidebar-toc">
+              {{ toc }}
+            </div>
+            {%- endif %}
+      </div>
+    </div>
+    <div id="sk-page-content-wrapper">
+      <div class="sk-page-content container-fluid body px-md-3" role="main">
+        {% block body %}{% endblock %}
+      </div>
+    <div class="container">
+      <footer class="sk-content-footer">
+        {%- if pagename != 'index' %}
+        {%- if show_copyright %}
+          {%- if hasdoc('copyright') %}
+            {% trans path=pathto('copyright'), copyright=copyright|e %}&copy; {{ copyright }}.{% endtrans %}
+          {%- else %}
+            {% trans copyright=copyright|e %}&copy; {{ copyright }}.{% endtrans %}
+          {%- endif %}
+        {%- endif %}
+        {%- if last_updated %}
+          {% trans last_updated=last_updated|e %}Last updated on {{ last_updated }}.{% endtrans %}
+        {%- endif %}
+        {%- if show_source and has_source and sourcename %}
+          <a href="{{ pathto('_sources/' + sourcename, true)|e }}" rel="nofollow">{{ _('Show this page source') }}</a>
+        {%- endif %}
+        {%- endif %}
+      </footer>
+    </div>
+  </div>
+</div>
+{%- endblock %}
+<script src="{{ pathto('_static/js/vendor/bootstrap.min.js', 1) }}"></script>
+{% include "javascript.html" %}
+</body>
+</html>
diff --git a/docs/api_reference/themes/scikit-learn-modern/nav.html b/docs/api_reference/themes/scikit-learn-modern/nav.html
new file mode 100644
index 00000000000..b033e4ec85d
--- /dev/null
+++ b/docs/api_reference/themes/scikit-learn-modern/nav.html
@@ -0,0 +1,85 @@
+{%- if pagename != 'index' and pagename != 'documentation' %}
+  {%- set nav_bar_class = "sk-docs-navbar" %}
+  {%- set top_container_cls = "sk-docs-container" %}
+{%- else %}
+  {%- set nav_bar_class = "sk-landing-navbar" %}
+  {%- set top_container_cls = "sk-landing-container" %}
+{%- endif %}
+
+{% if theme_link_to_live_contributing_page|tobool %}
+{# Link to development page for live builds #}
+  {%- set development_link = "https://scikit-learn.org/dev/developers/index.html" %}
+{# Open on a new development page in new window/tab for live builds #}
+  {%- set development_attrs = 'target="_blank" rel="noopener noreferrer"' %}
+{%- else %}
+  {%- set development_link = pathto('developers/index') %}
+  {%- set development_attrs = '' %}
+{%- endif %}
+
+{# title, link, link_attrs #}
+{%- set drop_down_navigation = [
+  ('Getting Started', pathto('getting_started'), ''),
+  ('Tutorial', pathto('tutorial/index'), ''),
+  ("What's new", pathto('whats_new/v' + version), ''),
+  ('Glossary', pathto('glossary'), ''),
+  ('Development', development_link, development_attrs),
+  ('FAQ', pathto('faq'), ''),
+  ('Support', pathto('support'), ''),
+  ('Related packages', pathto('related_projects'), ''),
+  ('Roadmap', pathto('roadmap'), ''),
+  ('Governance', pathto('governance'), ''),
+  ('About us', pathto('about'), ''),
+  ('GitHub', 'https://github.com/scikit-learn/scikit-learn', ''),
+  ('Other Versions and Download', 'https://scikit-learn.org/dev/versions.html', '')]
+-%}
+
+<nav id="navbar" class="{{ nav_bar_class }} navbar navbar-expand-md navbar-light bg-light py-0">
+  <div class="container-fluid {{ top_container_cls }} px-0">
+    {%- if logo_url %}
+      <a class="navbar-brand py-0" href="{{ pathto('index') }}">
+        <img
+          class="sk-brand-img"
+          src="{{ logo_url|e }}"
+          alt="logo"/>
+      </a>
+    {%- endif %}
+    <button
+      id="sk-navbar-toggler"
+      class="navbar-toggler"
+      type="button"
+      data-toggle="collapse"
+      data-target="#navbarSupportedContent"
+      aria-controls="navbarSupportedContent"
+      aria-expanded="false"
+      aria-label="Toggle navigation"
+    >
+      <span class="navbar-toggler-icon"></span>
+    </button>
+
+    <div class="sk-navbar-collapse collapse navbar-collapse" id="navbarSupportedContent">
+      <ul class="navbar-nav mr-auto">
+        <li class="nav-item">
+          <a class="sk-nav-link nav-link" href="{{ pathto('api_reference') }}">API</a>
+        </li>
+        <li class="nav-item">
+          <a class="sk-nav-link nav-link" target="_blank" rel="noopener noreferrer" href="https://python.langchain.com/">Python Docs</a>
+        </li>
+        {%- for title, link, link_attrs in drop_down_navigation %}
+        <li class="nav-item">
+          <a class="sk-nav-link nav-link nav-more-item-mobile-items" href="{{ link }}" {{ link_attrs }}>{{ title }}</a>
+        </li>
+        {%- endfor %}
+      </ul>
+      {%- if pagename != "search"%}
+      <div id="searchbox" role="search">
+          <div class="searchformwrapper">
+          <form class="search" action="{{ pathto('search') }}" method="get">
+            <input class="sk-search-text-input" type="text" name="q" aria-labelledby="searchlabel" />
+            <input class="sk-search-text-btn" type="submit" value="{{ _('Go') }}" />
+          </form>
+          </div>
+      </div>
+      {%- endif %}
+    </div>
+  </div>
+</nav>
diff --git a/docs/api_reference/themes/scikit-learn-modern/search.html b/docs/api_reference/themes/scikit-learn-modern/search.html
new file mode 100644
index 00000000000..a1ededafb52
--- /dev/null
+++ b/docs/api_reference/themes/scikit-learn-modern/search.html
@@ -0,0 +1,16 @@
+{%- extends "basic/search.html" %}
+{% block extrahead %}
+  <script type="text/javascript" src="{{ pathto('_static/underscore.js', 1) }}"></script>
+  <script type="text/javascript" src="{{ pathto('searchindex.js', 1) }}" defer></script>
+  <script type="text/javascript" src="{{ pathto('_static/doctools.js', 1) }}"></script>
+  <script type="text/javascript" src="{{ pathto('_static/language_data.js', 1) }}"></script>
+  <script type="text/javascript" src="{{ pathto('_static/searchtools.js', 1) }}"></script>
+  <!-- <script type="text/javascript" src="{{ pathto('_static/sphinx_highlight.js', 1) }}"></script> -->
+  <script type="text/javascript">
+    $(document).ready(function() {
+      if (!Search.out) {
+        Search.init();
+      }
+    });
+  </script>
+{% endblock %}
diff --git a/docs/api_reference/themes/scikit-learn-modern/static/css/theme.css b/docs/api_reference/themes/scikit-learn-modern/static/css/theme.css
new file mode 100644
index 00000000000..42d716828c0
--- /dev/null
+++ b/docs/api_reference/themes/scikit-learn-modern/static/css/theme.css
@@ -0,0 +1,1395 @@
+/* Elements */
+a {
+  color: #2878A2;
+  word-wrap: break-word;
+}
+
+a:focus {
+  outline: none;
+}
+
+/* Anchor links */
+
+a.headerlink {
+  color: #c60f0f;
+  font-size: 0.8em;
+  padding: 0 4px 0 4px;
+  text-decoration: none;
+  visibility: hidden;
+}
+
+a.headerlink:hover {
+  background-color: #c60f0f;
+  color: white;
+}
+
+p {
+  word-break: break-word;
+  hyphens: auto;
+}
+
+input:focus {
+  outline: none;
+}
+
+code {
+  color: #222;
+  background-color: #ecf0f3;
+  border-radius: 0.2rem;
+  padding: 0.15rem;
+  word-break: normal;
+}
+
+nav {
+  z-index: 3;
+}
+
+h1 code, h2 code, h3 code, h4 code, h5 code, h6 code {
+  background-color: transparent;
+}
+
+h4 .section-number, h5 .section-number, h6 .section-number {
+  display: none;
+}
+
+h1:hover a.headerlink,
+h2:hover a.headerlink,
+h3:hover a.headerlink,
+h4:hover a.headerlink,
+h5:hover a.headerlink,
+h6:hover a.headerlink,
+dt:hover a.headerlink {
+  visibility: visible;
+}
+
+strong {
+  font-weight: bold;
+}
+
+a code {
+  color: inherit;
+}
+
+a code {
+  background-color: transparent;
+  font-weight: bold;
+  color: #2878A2;
+  border-radius: 0;
+  padding: 0;
+  white-space: nowrap;
+}
+
+img {
+   max-width: 100%;
+}
+
+span.highlighted {
+    background-color: #fbe54e;
+}
+
+div.highlight {
+  border: 1px solid #ddd;
+  margin-bottom: 1rem;
+}
+
+div.highlight pre {
+  padding: 0.2rem 0.5rem;
+  margin-bottom: 0;
+  line-height: 1.2rem;
+}
+
+div.highlight a {
+  text-decoration: underline;
+}
+
+.versionmodified {
+  font-style: italic;
+}
+
+a.sk-landing-btn {
+  background-color: #ff9c34;
+  color: black;
+  cursor: pointer;
+  font-size: 1.1rem;
+  font-weight: 500;
+}
+
+a.sk-landing-btn:hover {
+  background-color: #45bf7b;
+}
+
+.sk-donate-btn {
+  cursor: pointer;
+}
+
+.sk-page-content div.logo {
+  float: left;
+  width: 200px;
+}
+
+@media screen and (min-width: 992px) {
+  .sk-page-content {
+    padding-left: 2rem!important;
+    padding-right: 2rem!important;
+  }
+}
+
+@media screen and (min-width: 1200px) {
+  .sk-px-xl-4 {
+    padding-left: 1.3rem!important;
+    padding-right: 1.3rem!important;
+  }
+}
+
+/* clearfix */
+
+div.clearer {
+  clear: both;
+}
+
+/* details / summary */
+
+div.sk-page-content details {
+    margin: 4ex 0pt;
+}
+
+div.sk-page-content summary.btn {
+    display: list-item;
+    padding: 6px 20px;
+    border: 1pt solid #999;
+}
+
+div.sk-page-content details div.card {
+    padding: 0pt .5ex;
+    margin: 1ex 0pt;
+    border: 1px solid #e9ecef;
+    border-left-width: .25rem;
+    border-radius: .25rem;
+    background: rgb(250, 252, 253)
+}
+
+div.sk-page-content summary {
+  position: relative; /* Needed for the tooltips */
+}
+
+div.sk-page-content summary .tooltiptext {
+  visibility: hidden;
+  width: 120px;
+  background-color: black;
+  color: #fff;
+  text-align: center;
+  border-radius: 6px;
+  padding: 5px 0;
+  position: absolute;
+  z-index: 1;
+  bottom: 150%;
+  left: 50%;
+  margin-left: -60px;
+}
+
+div.sk-page-content summary .tooltiptext::after {
+  content: "";
+  position: absolute;
+  top: 100%;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px;
+  border-style: solid;
+  border-color: black transparent transparent transparent;
+}
+
+div.sk-page-content summary:hover .tooltiptext {
+  visibility: visible;
+}
+
+/* Button */
+
+.sk-btn-primary {
+  background-color: #30799C;
+  border-color: #30799C;
+  color: white;
+}
+
+.sk-btn-primary:hover,
+.sk-btn-primary:active {
+  background-color: #3499cd;
+  border-color: #3499cd;
+}
+
+/* Quote */
+
+.quote {
+  text-align: right;
+  line-height: 1.5em;
+  font-style: italic;
+  margin: 2em 3em 1em 3em;
+}
+
+.line-block {
+  display: block;
+  margin-top: 1em;
+  margin-bottom: 1em;
+}
+
+/* Search */
+
+#search-results {
+  margin-top: 1rem;
+}
+
+#searchbox {
+  padding-top: 0.1rem;
+}
+
+.sk-search-text-input {
+  width: 12rem;
+}
+
+.sk-search-text-btn {
+  padding-left: 0.2rem;
+  padding-right: 0.2rem;
+}
+
+ul.search li div.context {
+  color: #888;
+  margin: 0.1rem 0 0 0;
+  text-align: left;
+}
+
+@media screen and (min-width: 768px) {
+  ul.search li div.context {
+    margin-left: 1rem;
+  }
+
+  .sk-search-text-input {
+    width: 5rem;
+  }
+}
+
+@media screen and (min-width: 806px) {
+  .sk-search-text-input {
+    width: 7rem;
+  }
+}
+
+@media screen and (min-width: 820px) {
+  .sk-search-text-input {
+    width: 8rem;
+  }
+}
+
+@media screen and (min-width: 886px) {
+  .sk-search-text-input {
+    width: 12rem;
+  }
+}
+
+ul.search li a {
+  font-weight: bold;
+}
+/* navbar */
+
+img.sk-brand-img {
+  height: 48px;
+}
+
+.navbar-light .navbar-nav a.nav-link, a.sk-dropdown-item  {
+  color: rgba(77, 77, 77, 1);
+  font-weight: 500;
+}
+
+.navbar-light .navbar-nav a.nav-link:hover, a.sk-dropdown-item:hover {
+  color: rgba(246, 126, 0, 1);
+}
+
+a.sk-nav-dropdown-item:active {
+  color: white;
+  background-color: rgba(246, 126, 0, 1);
+}
+
+.nav-more-item-mobile-items {
+  display: inherit;
+}
+
+.nav-more-item-dropdown {
+  display: none;
+}
+
+@media screen and (min-width: 768px) {
+  .nav-more-item-dropdown {
+    display: inherit;
+  }
+
+  .nav-more-item-mobile-items {
+    display: none;
+  }
+}
+/* LANDING PAGE STYLE */
+
+div.sk-landing-container {
+  max-width: 1400px;
+}
+
+div.sk-landing-container .text-white {
+    text-shadow: 0px 0px 8px rgb(42, 98, 128);
+}
+
+ul.sk-landing-header-body {
+  margin-top: auto;
+  margin-bottom: auto;
+  font-size: 1.2rem;
+  font-weight: 500;
+}
+
+div.sk-landing-bg-more-info dd {
+  padding-left: 0;
+}
+
+div.sk-landing-bg {
+  background-image: linear-gradient(160deg, rgba(42,98,128,1) 0%, rgba(52,153,205,1) 17%, rgba(255,243,211,1) 59%, rgba(255,178,96,1) 100%);
+}
+
+div.sk-landing-bg-more-info {
+  background-color: #f8f8f8;
+  font-size: 0.96rem;
+}
+
+.sk-card-title {
+  font-weight: 700;
+}
+
+.sk-landing-header {
+  font-size: 3.2rem;
+}
+
+.sk-landing-subheader {
+  letter-spacing: 0.17rem;
+}
+
+.sk-landing-call-header {
+  color: #E07200;
+  font-weight: 700;
+}
+
+img.sk-index-img {
+  max-height: 240px;
+  margin: auto;
+  margin-bottom: 1em;
+  width: auto;
+}
+
+@media screen and (min-width: 768px) {
+  img.sk-index-img {
+    width: 100%
+  }
+}
+
+img.sk-who-uses-carousel-img {
+  max-height: 100px;
+  max-width: 50%;
+}
+
+div#carouselExampleSlidesOnly {
+  min-height: 200px;
+}
+
+ul.sk-landing-call-list li {
+  margin-bottom: 0.25rem;
+}
+
+img.sk-footer-funding-logo {
+  max-height: 36px;
+  max-width: 80px;
+  margin: 0 8px;
+  margin-bottom: 8px;
+}
+
+a.sk-footer-funding-link:hover {
+  text-decoration: none;
+}
+/* DOCS STYLE */
+
+.navbar > .sk-docs-container {
+  max-width: 1400px;
+  margin: 0 auto;
+}
+
+#sk-sidebar-wrapper {
+  height: 100%;
+  overflow-y: hidden;
+  overflow-x: hidden;
+  position: fixed;
+  margin-left: -240px;
+  width: 240px;
+  -webkit-transition: margin 0.25s ease-out, opacity 0.25s ease-out;
+  -moz-transition: margin 0.25s ease-out, opacity 0.25s ease-out;
+  -o-transition: margin 0.25s ease-out, opacity 0.25s ease-out;
+  transition: margin 0.25s ease-out, opacity 0.25s ease-out;
+  background-color: white;
+  opacity: 0;
+  top: 0;
+  padding: 0 0.5rem 0.5rem 0.5rem;
+  z-index: 2;
+}
+
+#sk-toggle-checkbox {
+  display: none;
+}
+
+#sk-toggle-checkbox:checked ~ #sk-sidebar-wrapper {
+  margin-left: 0;
+  opacity: 1;
+}
+
+#sk-doc-wrapper {
+  max-width: 1400px;
+  margin: 0 auto;
+}
+
+#sk-page-content-wrapper {
+  width: 100%;
+}
+
+/* Enables section links to be visible when anchor-linked */
+section[id]::before {
+  display: block;
+  height: 52px;
+  margin-top: -52px;
+  visibility: hidden;
+  content: "";
+}
+
+div.sk-page-content {
+  background-color: white;
+  position: relative;
+  margin-top: 0.5rem;
+}
+
+div.sk-page-content {
+  table-layout: fixed;
+  max-width: 100%;
+}
+
+div.section h2,
+div.section h3,
+div.section h4,
+div.section h5,
+div.section h6 {
+  margin-top: 1rem;
+}
+
+.sk-btn-toggle-toc {
+  position: fixed;
+  bottom: 0;
+  margin: 0;
+  border-radius: 0;
+  border-top-right-radius: 0.5rem;
+  z-index: 3;
+  cursor: pointer;
+}
+
+div.sk-page-content {
+  margin-top: 52px;
+}
+
+@media screen and (min-width: 1400px) {
+  .sk-btn-toggle-toc {
+    border-top-left-radius: 0.5rem;
+  }
+}
+
+.sk-btn-toggle-toc:hover {
+  color: white;
+  background-color: #297ca7;
+}
+
+footer.sk-content-footer {
+  padding: 1rem 0;
+  color: #999;
+  text-align: right;
+}
+
+nav.sk-docs-navbar {
+  width: 100%;
+  z-index: 3;
+  -webkit-transition: top .2s ease-in-out;
+  -moz-transition: top .2s ease-in-out .05s;
+  -o-transition: top .2s ease-in-out .05s;
+  transition: top .2s ease-in-out .05s;
+  position: fixed;
+  max-height: 100vh;
+  overflow-y: auto;
+  align-items: initial;
+}
+
+div.sk-navbar-collapse {
+  padding-bottom: 4rem;
+}
+
+@media screen and (min-width: 768px) {
+
+  nav.sk-docs-navbar {
+    overflow-y: visible;
+    max-height: none;
+  }
+
+  div.sk-navbar-collapse {
+    padding-bottom: 0;
+  }
+
+  #sk-page-content-wrapper {
+    padding-left: 240px;
+    max-width: 1240px;
+    margin-left: auto;
+    margin-right: auto;
+  }
+
+  #sk-sidebar-wrapper {
+    margin-left: 0;
+    opacity: 1;
+  }
+
+  #sk-toggle-checkbox:checked ~ #sk-sidebar-wrapper {
+    margin-left: -240px;
+    opacity: 0;
+  }
+
+  #sk-toggle-checkbox:checked ~ #sk-page-content-wrapper {
+    padding-left: 0;
+    margin-left: auto;
+    margin-right: auto;
+  }
+}
+
+.centered {
+  text-align: center;
+}
+
+dl.citation > dd > ol > li {
+  display: inline;
+}
+
+dl.citation > dd > ol {
+  margin-bottom: 0;
+}
+
+/* docs index */
+
+div.sk-documentation-index-card {
+  border-left: 0.15rem solid #ff9c34;
+}
+div.sk-documentation-index-card:hover {
+  box-shadow: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);
+}
+
+a.sk-documentation-index-anchor:hover {
+  text-decoration: none;
+  color: #2878A2;
+}
+
+.sk-documentation-index-header {
+  background-color: #cde8ef;
+  padding: 0.5rem;
+  border-radius: 0 1rem;
+  text-align: center;
+  font-size: 2rem;
+  font-weight: 500;
+}
+
+/* toc  */
+
+.sk-toc-active {
+  font-weight: bold;
+}
+
+div.sk-sidebar-toc-wrapper {
+  font-size: 0.9rem;
+  width: 252px;
+  overflow-x: hidden;
+  overflow-y: scroll;
+  height: 100vh;
+  padding-right: 1.75rem;
+  padding-top: 52px;
+
+  /* Hide scrollbar for IE and Edge */
+  -ms-overflow-style: none;
+
+  /* Hide scrollbar for Firefox */
+  scrollbar-width: none;
+}
+
+div.sk-sidebar-toc-wrapper::-webkit-scrollbar {
+  display: none;
+}
+
+div.sk-sidebar-toc-wrapper::after {
+  display: block;
+  content: "";
+  height: 3rem;
+  visibility: hidden;
+}
+
+div.sk-sidebar-toc > ul > li > a{
+  font-weight: bold;
+}
+
+div.sk-sidebar-toc > ul,
+div.sk-sidebar-toc ul ul {
+  list-style: none;
+  margin-left: 0;
+  padding-left: 0;
+}
+
+div.sk-sidebar-toc ul ul ul {
+  margin-left: 1rem;
+}
+
+
+div.sk-sidebar-toc ul li ul li ul{
+  display: none;
+}
+
+div.sk-sidebar-toc span {
+  white-space: pre;
+}
+
+div.sk-sidebar-global-toc ul ul {
+  padding-left: 0.75rem;
+}
+/* content styling element style */
+
+div.sk-page-content h1 {
+  background-color: #cde8ef;
+  padding: 0.5rem;
+  margin-top: calc(max(2.5rem, 1vh));
+  border-radius: 0 1rem;
+  text-align: center;
+  font-size: 2rem;
+  word-wrap: break-word;
+}
+
+div.sk-page-content h2 {
+  padding: 0.5rem;
+  background-color: #BED4EB;
+  border-radius: 0.3rem;
+  font-size: 1.5rem;
+  margin-top: calc(max(2rem, .7vh));
+  margin-bottom: 1rem;
+  word-wrap: break-word;
+}
+
+div.sk-page-content h3 {
+  padding: 0.3rem;
+  background-color: #eee;
+  border-radius: 0.3rem;
+  font-size: 1.2rem;
+  word-wrap: break-word;
+  margin-top: 1.5rem;
+}
+
+div.sk-page-content h4 {
+  padding: 0.2rem;
+  background-color: #F4F4F4;
+  border-radius: 0.3rem;
+  font-size: 1.2rem;
+  word-wrap: break-word;
+}
+
+div.sk-page-content h1 code,
+div.sk-page-content h2 code,
+div.sk-page-content h3 code,
+div.sk-page-content h4 code {
+  white-space: normal;
+}
+
+/* longtables */
+
+table.longtable p {
+    -moz-hyphens: none;
+    -ms-hyphens: none;
+    -webkit-hyphens: none;
+    hyphens: none;
+    line-height: 1.1em;
+    margin-bottom: 0;
+}
+
+table.longtable td, table.longtable th {
+  border-top: 1px solid #ddd;
+  border-bottom: 1px solid #ddd;
+  padding-right: 0.5rem;
+  white-space:nowrap;
+}
+
+table.longtable tr.row-odd {
+  background-color: #F0F7FA;
+}
+
+/* api docs */
+
+.class > dt, .function > dt, .method > dt {
+  padding: 0.5rem;
+  background-color: #f8f8f8;
+  font-weight: normal;
+  border: 1px solid rgba(0, 0, 0, 0.125);
+  border-left: 2px solid #ff9c34;
+  overflow: auto;
+  margin-bottom: 1rem;
+}
+
+.class > dt::after, .function > dt::after, .method > dt::after {
+  overflow: auto;
+}
+
+span.descname {
+  font-weight: bold;
+  background-color: transparent;
+  padding: 0;
+  font-family: monospace;
+}
+
+span.descclassname {
+  background-color: transparent;
+  font-family: monospace;
+}
+
+.viewcode-link {
+  float: right;
+}
+
+dl.field-list {
+  display: flex;
+  flex-wrap: wrap;
+  overflow-x: scroll;
+}
+
+dl.field-list > dt {
+  flex-basis: 100%;
+  font-weight: bold;
+  word-break: break-word;
+}
+
+dl.field-list > dd {
+  flex-basis: 100%;
+  margin-bottom: 0;
+}
+
+@media screen and (min-width: 768px) {
+  dl.field-list > dt {
+    flex-basis: 110px;
+  }
+  dl.field-list > dd {
+    flex: 1 0 calc(100% - 110px);
+    max-width: calc(100% - 110px);
+  }
+
+}
+
+dt.field-odd, dt.field-even {
+  background-color: #F0F7FA;
+  padding-left: 0.25rem;
+}
+
+.field-odd, .field-even {
+  margin-top: 0;
+  border-bottom: 1px solid #ddd;
+  border-top: 1px solid #ddd;
+  box-sizing: border-box;
+}
+
+.classifier {
+  font-style: italic;
+}
+
+.classifier::before {
+  font-style: normal;
+  margin: 0 0.3em;
+  content: ":";
+  display: inline-block;
+}
+
+dd {
+  padding-left: 1rem;
+}
+
+dl.class > dd {
+  padding-left: 0;
+}
+
+@media screen and (min-width: 768px) {
+  dl.class > dd {
+    padding-left: 1rem;
+  }
+}
+
+.rubric {
+  font-weight: bold;
+  margin-top: 1rem;
+}
+
+ul.simple li p, ol.simple li p {
+  margin-bottom: 0;
+}
+
+ul.simple, ol.simple {
+  padding-left: 1.5rem;
+}
+
+/* info boxes */
+
+div.topic {
+  padding: 0.5rem;
+  background-color: #eee;
+  margin-bottom: 1rem;
+  border-radius: 0.25rem;
+  border: 1px solid #CCC;
+}
+
+div.topic p {
+  margin-bottom: 0.25rem;
+}
+
+div.topic dd {
+  margin-bottom: 0.25rem;
+}
+
+p.topic-title {
+  font-weight: bold;
+  margin-bottom: 0.5rem;
+}
+
+div.topic > ul.simple {
+  margin-bottom: 0.25rem;
+}
+
+p.admonition-title {
+  margin-right: 0.5rem;
+  font-weight: bold;
+  display: inline;
+}
+
+p.admonition-title:after {
+  content: ":";
+}
+
+div.admonition p.admonition-title + p, div.deprecated p {
+  display: inline;
+}
+
+div.admonition, div.deprecated,
+div.versionchanged {
+  margin-top: 0.5rem;
+  padding: 0.5rem;
+  border-radius: 0.5rem;
+  margin-bottom: 0.5rem;
+  border: 1px solid #ddd;
+}
+
+div.versionadded {
+  margin: 1rem 0;
+}
+
+div.admonition {
+  background-color: #eee;
+}
+
+div.admonition p:last-child,
+div.admonition dl:last-child,
+div.admonition dd:last-child,
+div.deprecated p:last-child,
+div.versionchanged p:last-child,
+div.versionadded p:last-child{
+  margin-bottom: 0
+}
+
+div.deprecated {
+  color: #b94a48;
+  background-color: #F3E5E5;
+  border-color: #eed3d7;
+}
+
+div.seealso {
+  background-color: #FFFBE8;
+  border-color: #fbeed5;
+  color: #AF8A4B;
+}
+
+div.versionchanged {
+  background-color: #FFFBE8;
+  border-color: #fbeed5;
+}
+
+dt.label {
+  float: left;
+  padding-right: 0.5rem;
+}
+
+/* copy button */
+div.highlight:hover span.copybutton {
+  background-color: #3F556B;
+  color: white;
+}
+
+div.highlight:hover span.copybutton:hover {
+    background-color: #20252B;
+}
+
+div.body img {
+    max-width: 100%;
+    height: unset!important; /* Needed because sphinx sets the height */
+}
+
+div.body dd > p {
+    hyphens: none;
+}
+
+img.align-center, figure.align-center,
+.figure.align-center, object.align-center {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+  margin-bottom: 1rem;
+  text-align: center;
+}
+
+img.align-right, figure.align-right,
+.figure.align-right, object.align-right {
+  clear: right;
+  float: right;
+  margin-left: 1em;
+}
+
+/* copybutton */
+
+.copybutton {
+  cursor: pointer;
+  position: absolute;
+  top: 0px;
+  right: 0px;
+  border: 1px solid rgb(221, 221, 221);
+  color: rgb(221, 221, 221);
+  font-family: monospace;
+  padding-left: 0.2rem;
+  padding-right: 0.2rem;
+}
+
+div.highlight:hover span.copybutton::after {
+  background: #3F556B;
+  border-radius: 0.25rem;
+  color: white;
+  content: attr(title);
+  padding: 0.25rem;
+  position: absolute;
+  z-index: 98;
+  width: 100px;
+  font-size: 0.7rem;
+  top: 0;
+  right: 0;
+}
+
+/* world */
+
+img.avatar {
+  width: 100%;
+}
+
+/* table */
+table.align-default {
+  margin-left: auto;
+  margin-right: auto;
+}
+
+table.docutils tr:nth-child(odd) {
+  background-color: #F0F7FA;
+}
+
+table.docutils tr {
+  border-style: solid none solid none;
+  border-width: 1px 0;
+  border-color: #ddd;
+}
+
+table.docutils td, table.docutils th {
+  padding: 0.125rem 0.5rem 0.125rem 0.25rem;
+}
+
+table.docutils {
+  margin-bottom: 1rem;
+  line-height: 1rem;
+  max-width: 100%;
+  display: block;
+  overflow-x: scroll;
+}
+
+table.docutils p {
+  margin-bottom: 0;
+}
+
+table.docutils p {
+  white-space: pre-wrap;
+  word-wrap: break-word;
+  word-break: initial;
+}
+
+/* gallery */
+
+div.sphx-glr-thumbcontainer {
+  min-height: 250px;
+  font-size: 0.9rem;
+}
+
+.sphx-glr-example-title > :target::before {
+  display: block;
+  content: "";
+  margin-top: -150px;
+  height: 150px;
+  visibility: hidden;
+}
+
+.sphx-glr-script-out .highlight pre {
+  padding: 1ex;
+}
+
+.sphx-glr-script-out div.highlight {
+  padding: 0;
+}
+
+
+@media screen and (min-width: 1540px) {
+  .sphx-glr-download-link-note {
+    position: absolute;
+    position: absolute;
+    left: 98%;
+    width: 20ex;
+  }
+}
+
+/* Pandas dataframe css */
+/* Taken from: https://github.com/spatialaudio/nbsphinx/blob/fb3ba670fc1ba5f54d4c487573dbc1b4ecf7e9ff/src/nbsphinx.py#L587-L619 */
+/* FIXME: to be removed when sphinx-gallery >= 5.0 will be released */
+
+table.dataframe {
+  border: none !important;
+  border-collapse: collapse;
+  border-spacing: 0;
+  border-color: transparent;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+table.dataframe thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+table.dataframe tr,
+table.dataframe th,
+table.dataframe td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+table.dataframe th {
+  font-weight: bold;
+}
+table.dataframe tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+table.dataframe tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+
+/* rellinks */
+
+.sk-btn-rellink {
+  background-color: #3cad6e;
+  border-color: #3cad6e;
+  color: white;
+  cursor: pointer;
+  font-size: 0.8rem;
+  font-weight: bold;
+}
+
+.sk-btn-rellink:hover {
+  color: black;
+  border: 1px solid black;
+}
+
+[sk-rellink-tooltip] {
+  position: relative;
+  cursor: pointer;
+}
+
+[sk-rellink-tooltip]::before {
+  visibility: hidden;
+  position: absolute;
+  padding: 0.5rem;
+  overflow: hidden;
+  background-color: #3cad6e;
+  border: 1px solid #3cad6e;
+  white-space: pre;
+  content: attr(sk-rellink-tooltip);
+  text-align: left;
+  width: 222px;
+  top: 100%;
+  left: -78px;
+  border: 1px solid black;
+}
+
+[sk-rellink-tooltip]:first-child::before {
+  left: 0;
+}
+
+[sk-rellink-tooltip]:last-child::before {
+  left: -144px;
+}
+
+[sk-rellink-tooltip]:hover::before {
+  visibility: visible;
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/* authors */
+.sk-authors-container {
+  display: flex;
+  flex-wrap: wrap;
+  justify-content: center;
+}
+
+.sk-authors-container > div {
+  width: 100px;
+  margin: 5px;
+  font-size: 0.9rem;
+}
+
+
+/* testimonial */
+
+div.testimonial h2 {
+  background-color: transparent;
+  color: #008EB2;
+  padding: 0;
+  height: 26px;
+  line-height: 1.1em;
+  font-size: 22px;
+  font-weight: bold;
+  text-align: left;
+}
+
+div.testimonial p {
+  color: #1c1c1c;
+}
+
+div.testimonial span.testimonial-author p {
+  font-size: 0.8em;
+  font-style: italic;
+  color: #808080;
+}
+
+div.testimonial p {
+  color: #1c1c1c;
+}
+
+/* Installation quickstart */
+/* This quickstart installation is a hack of the awesome
+   https://spacy.io/usage/#quickstart page.
+   See the original javascript implementation
+   https://github.com/ines/quickstart */
+
+/* style input radio and checkbox */
+
+div.install > input {
+  -moz-appearance: none;
+  -webkit-appearance: none;
+  appearance: none;
+  opacity: 0;
+}
+
+/* Style the button */
+div.install > label {
+  display: inline-block;
+  margin-top: 12px;
+  padding: 5px 11px;
+  background-color: #fff3cd;
+  border: none;
+  border-radius: 3px;
+  color: black;
+}
+
+div.install > label:hover {
+  cursor: pointer;
+}
+
+/* Style the button when the checkbox is checked */
+div.install > input:checked + label {
+  background-color: #ff9c34;
+  color: white;
+}
+
+/* Hide expandable content by default */
+.sk-expandable {
+  display: none;
+}
+
+div.highlight span.sk-expandable:before {
+  content: "$ ";
+}
+
+/* Show hidden content when the checkbox is checked */
+/* for conda */
+#quickstart-conda:checked  ~* [data-packager="conda"] {
+  display: block;
+}
+
+#quickstart-conda:checked ~ #quickstart-venv ~ label[for="quickstart-venv"] {
+  display: none;
+}
+
+/* for pip */
+#quickstart-pip:checked ~* [data-packager="pip"] {
+  display: block;
+}
+
+#quickstart-pip:checked ~ label[for="quickstart-venv"]:before  {
+  content: "Use pip virtualenv";
+}
+
+#quickstart-win:not(:checked) ~* [data-os="windows"] {
+  display: none;
+}
+#quickstart-lin:not(:checked) ~* [data-os="linux"] {
+  display: none;
+}
+#quickstart-mac:not(:checked) ~* [data-os="mac"] {
+  display: none;
+}
+
+#quickstart-venv:not(:checked) ~* [data-venv=""] {
+  display: none;
+}
+
+#quickstart-venv:checked ~* [data-venv="no"] {
+  display: none;
+}
+
+/* Algorithm cheet-sheet */
+
+div.sk-page-content img.map {
+  position: absolute;
+  max-width: none;
+  transform-origin: left top;
+  -webkit-transform: scale(0.5);
+      -ms-transform: scale(0.5);
+          transform: scale(0.5);
+}
+
+/* sponsors and testimonials */
+
+div.sk-sponsor-div, div.sk-testimonial-div {
+  display: flex;
+  flex-wrap: wrap;
+  -webkit-flex-align: center;
+  -ms-flex-align: center;
+  -webkit-align-items: center;
+  align-items: center;
+}
+
+div.sk-sponsor-div-box, div.sk-testimonial-div-box {
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new file mode 100644
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diff --git a/docs/api_reference/themes/scikit-learn-modern/theme.conf b/docs/api_reference/themes/scikit-learn-modern/theme.conf
new file mode 100644
index 00000000000..c0c23771cc3
--- /dev/null
+++ b/docs/api_reference/themes/scikit-learn-modern/theme.conf
@@ -0,0 +1,8 @@
+[theme]
+inherit = basic
+pygments_style = default
+stylesheet = css/theme.css
+
+[options]
+link_to_live_contributing_page = false
+mathjax_path =
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 0c8d1cc7268..a2dcff0f7d3 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -11,5 +11,4 @@ myst_nb
 sphinx_copybutton
 pydata-sphinx-theme==0.13.1
 nbdoc
-urllib3<2
-sphinx_tabs
\ No newline at end of file
+urllib3<2
\ No newline at end of file
diff --git a/langchain/cache.py b/langchain/cache.py
index db1718e6ffb..14720c119fb 100644
--- a/langchain/cache.py
+++ b/langchain/cache.py
@@ -262,7 +262,9 @@ class RedisSemanticCache(BaseCache):
             score_threshold (float, 0.2):
 
         Example:
+
         .. code-block:: python
+
             import langchain
 
             from langchain.cache import RedisSemanticCache
diff --git a/langchain/retrievers/docarray.py b/langchain/retrievers/docarray.py
index ee0896a9123..5c99f8a2f34 100644
--- a/langchain/retrievers/docarray.py
+++ b/langchain/retrievers/docarray.py
@@ -24,7 +24,7 @@ class DocArrayRetriever(BaseRetriever, BaseModel):
     InMemoryExactNNIndex, HnswDocumentIndex, QdrantDocumentIndex,
     ElasticDocIndex, and WeaviateDocumentIndex.
 
-    Attributes:
+    Args:
         index: One of the above-mentioned index instances
         embeddings: Embedding model to represent text as vectors
         search_field: Field to consider for searching in the documents.
diff --git a/langchain/retrievers/pinecone_hybrid_search.py b/langchain/retrievers/pinecone_hybrid_search.py
index ea6c3efcbcc..c6cd0c0ad55 100644
--- a/langchain/retrievers/pinecone_hybrid_search.py
+++ b/langchain/retrievers/pinecone_hybrid_search.py
@@ -95,6 +95,7 @@ def create_index(
 
 class PineconeHybridSearchRetriever(BaseRetriever, BaseModel):
     embeddings: Embeddings
+    """description"""
     sparse_encoder: Any
     index: Any
     top_k: int = 4
diff --git a/langchain/retrievers/vespa_retriever.py b/langchain/retrievers/vespa_retriever.py
index cd6cd62e770..7f0d0045eb6 100644
--- a/langchain/retrievers/vespa_retriever.py
+++ b/langchain/retrievers/vespa_retriever.py
@@ -20,6 +20,15 @@ class VespaRetriever(BaseRetriever):
         content_field: str,
         metadata_fields: Optional[Sequence[str]] = None,
     ):
+        """
+
+        Args:
+            app: Vespa client.
+            body: query body.
+            content_field: result field with document contents.
+            metadata_fields: result fields to include in document metadata.
+
+        """
         self._application = app
         self._query_body = body
         self._content_field = content_field
diff --git a/langchain/text_splitter.py b/langchain/text_splitter.py
index 5fe995c95b9..6b77fc53504 100644
--- a/langchain/text_splitter.py
+++ b/langchain/text_splitter.py
@@ -70,7 +70,7 @@ class TextSplitter(BaseDocumentTransformer, ABC):
             chunk_size: Maximum size of chunks to return
             chunk_overlap: Overlap in characters between chunks
             length_function: Function that measures the length of given chunks
-            keep_separator: Whether or not to keep the separator in the chunks
+            keep_separator: Whether to keep the separator in the chunks
             add_start_index: If `True`, includes chunk's start index in metadata
         """
         if chunk_overlap > chunk_size:
diff --git a/langchain/vectorstores/milvus.py b/langchain/vectorstores/milvus.py
index 1f051605e3d..562e650923f 100644
--- a/langchain/vectorstores/milvus.py
+++ b/langchain/vectorstores/milvus.py
@@ -49,6 +49,45 @@ class Milvus(VectorStore):
 
         IF USING L2/IP metric IT IS HIGHLY SUGGESTED TO NORMALIZE YOUR DATA.
 
+        Args:
+            embedding_function (Embeddings): Function used to embed the text.
+            collection_name (str): Which Milvus collection to use. Defaults to
+                "LangChainCollection".
+            connection_args (Optional[dict[str, any]]): The connection args used for
+                this class comes in the form of a dict, here are a few of the options:
+                address (str): The actual address of Milvus
+                    instance. Example address: "localhost:19530"
+                uri (str): The uri of Milvus instance. Example uri:
+                    "http://randomwebsite:19530",
+                    "tcp:foobarsite:19530",
+                    "https://ok.s3.south.com:19530".
+                host (str): The host of Milvus instance. Default at "localhost",
+                    PyMilvus will fill in the default host if only port is provided.
+                port (str/int): The port of Milvus instance. Default at 19530, PyMilvus
+                    will fill in the default port if only host is provided.
+                user (str): Use which user to connect to Milvus instance. If user and
+                    password are provided, we will add related header in every RPC call.
+                password (str): Required when user is provided. The password
+                    corresponding to the user.
+                secure (bool): Default is false. If set to true, tls will be enabled.
+                client_key_path (str): If use tls two-way authentication, need to
+                    write the client.key path.
+                client_pem_path (str): If use tls two-way authentication, need to
+                    write the client.pem path.
+                ca_pem_path (str): If use tls two-way authentication, need to write
+                    the ca.pem path.
+                server_pem_path (str): If use tls one-way authentication, need to
+                    write the server.pem path.
+                server_name (str): If use tls, need to write the common name.
+            consistency_level (str): The consistency level to use for a collection.
+                Defaults to "Session".
+            index_params (Optional[dict]): Which index params to use. Defaults to
+                HNSW/AUTOINDEX depending on service.
+            search_params (Optional[dict]): Which search params to use. Defaults to
+                default of index.
+            drop_old (Optional[bool]): Whether to drop the current collection. Defaults
+                to False.
+
         The connection args used for this class comes in the form of a dict,
         here are a few of the options:
             address (str): The actual address of Milvus
@@ -76,20 +115,6 @@ class Milvus(VectorStore):
                 write the server.pem path.
             server_name (str): If use tls, need to write the common name.
 
-        Args:
-            embedding_function (Embeddings): Function used to embed the text.
-            collection_name (str): Which Milvus collection to use. Defaults to
-                "LangChainCollection".
-            connection_args (Optional[dict[str, any]]): The arguments for connection to
-                Milvus/Zilliz instance. Defaults to DEFAULT_MILVUS_CONNECTION.
-            consistency_level (str): The consistency level to use for a collection.
-                Defaults to "Session".
-            index_params (Optional[dict]): Which index params to use. Defaults to
-                HNSW/AUTOINDEX depending on service.
-            search_params (Optional[dict]): Which search params to use. Defaults to
-                default of index.
-            drop_old (Optional[bool]): Whether to drop the current collection. Defaults
-                to False.
         """
         try:
             from pymilvus import Collection, utility