From 2a5d59b3d7ccf45ee548c285d3f3ceab1ef2bc56 Mon Sep 17 00:00:00 2001
From: Leonid Ganeline <leo.gan.57@gmail.com>
Date: Wed, 26 Jun 2024 14:11:06 -0700
Subject: [PATCH] core[patch]: `callbacks` docstrings (#23375)

Added missed docstrings. Formatted docstrings to the consistent form.
---
 .../core/langchain_core/callbacks/__init__.py |   1 +
 libs/core/langchain_core/callbacks/base.py    | 391 ++++++++++++++++--
 libs/core/langchain_core/callbacks/file.py    |  71 +++-
 libs/core/langchain_core/callbacks/manager.py | 182 ++++++--
 libs/core/langchain_core/callbacks/stdout.py  |  57 ++-
 .../callbacks/streaming_stdout.py             | 103 ++++-
 6 files changed, 707 insertions(+), 98 deletions(-)

diff --git a/libs/core/langchain_core/callbacks/__init__.py b/libs/core/langchain_core/callbacks/__init__.py
index 65df88d69e5..43e2178a77b 100644
--- a/libs/core/langchain_core/callbacks/__init__.py
+++ b/libs/core/langchain_core/callbacks/__init__.py
@@ -6,6 +6,7 @@
 
     BaseCallbackHandler --> <name>CallbackHandler  # Example: AimCallbackHandler
 """
+
 from langchain_core.callbacks.base import (
     AsyncCallbackHandler,
     BaseCallbackHandler,
diff --git a/libs/core/langchain_core/callbacks/base.py b/libs/core/langchain_core/callbacks/base.py
index 900cb2fcffc..82059d2a477 100644
--- a/libs/core/langchain_core/callbacks/base.py
+++ b/libs/core/langchain_core/callbacks/base.py
@@ -1,4 +1,5 @@
-"""Base callback handler that can be used to handle callbacks in langchain."""
+"""Base callback handler for LangChain."""
+
 from __future__ import annotations
 
 from typing import TYPE_CHECKING, Any, Dict, List, Optional, Sequence, TypeVar, Union
@@ -54,7 +55,10 @@ class LLMManagerMixin:
         Args:
             token (str): The new token.
             chunk (GenerationChunk | ChatGenerationChunk): The new generated chunk,
-            containing content and other information.
+              containing content and other information.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments.
         """
 
     def on_llm_end(
@@ -65,7 +69,14 @@ class LLMManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run when LLM ends running."""
+        """Run when LLM ends running.
+
+        Args:
+            response (LLMResult): The response which was generated.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     def on_llm_error(
         self,
@@ -76,11 +87,12 @@ class LLMManagerMixin:
         **kwargs: Any,
     ) -> Any:
         """Run when LLM errors.
+
         Args:
             error (BaseException): The error that occurred.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
             kwargs (Any): Additional keyword arguments.
-                - response (LLMResult): The response which was generated before
-                    the error occurred.
         """
 
 
@@ -95,7 +107,13 @@ class ChainManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run when chain ends running."""
+        """Run when chain ends running.
+
+        Args:
+            outputs (Dict[str, Any]): The outputs of the chain.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments."""
 
     def on_chain_error(
         self,
@@ -105,7 +123,13 @@ class ChainManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run when chain errors."""
+        """Run when chain errors.
+
+        Args:
+            error (BaseException): The error that occurred.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments."""
 
     def on_agent_action(
         self,
@@ -115,7 +139,13 @@ class ChainManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run on agent action."""
+        """Run on agent action.
+
+        Args:
+            action (AgentAction): The agent action.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments."""
 
     def on_agent_finish(
         self,
@@ -125,7 +155,13 @@ class ChainManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run on agent end."""
+        """Run on the agent end.
+
+        Args:
+            finish (AgentFinish): The agent finish.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments."""
 
 
 class ToolManagerMixin:
@@ -139,7 +175,13 @@ class ToolManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run when tool ends running."""
+        """Run when the tool ends running.
+
+        Args:
+            output (Any): The output of the tool.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments."""
 
     def on_tool_error(
         self,
@@ -149,7 +191,13 @@ class ToolManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run when tool errors."""
+        """Run when tool errors.
+
+        Args:
+            error (BaseException): The error that occurred.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments."""
 
 
 class CallbackManagerMixin:
@@ -171,6 +219,15 @@ class CallbackManagerMixin:
         **ATTENTION**: This method is called for non-chat models (regular LLMs). If
             you're implementing a handler for a chat model,
             you should use on_chat_model_start instead.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized LLM.
+            prompts (List[str]): The prompts.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            kwargs (Any): Additional keyword arguments.
         """
 
     def on_chat_model_start(
@@ -188,6 +245,15 @@ class CallbackManagerMixin:
 
         **ATTENTION**: This method is called for chat models. If you're implementing
             a handler for a non-chat model, you should use on_llm_start instead.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized chat model.
+            messages (List[List[BaseMessage]]): The messages.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            kwargs (Any): Additional keyword arguments.
         """
         # NotImplementedError is thrown intentionally
         # Callback handler will fall back to on_llm_start if this is exception is thrown
@@ -206,7 +272,17 @@ class CallbackManagerMixin:
         metadata: Optional[Dict[str, Any]] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run when Retriever starts running."""
+        """Run when the Retriever starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized Retriever.
+            query (str): The query.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     def on_chain_start(
         self,
@@ -219,7 +295,17 @@ class CallbackManagerMixin:
         metadata: Optional[Dict[str, Any]] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run when chain starts running."""
+        """Run when a chain starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized chain.
+            inputs (Dict[str, Any]): The inputs.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     def on_tool_start(
         self,
@@ -233,7 +319,18 @@ class CallbackManagerMixin:
         inputs: Optional[Dict[str, Any]] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run when tool starts running."""
+        """Run when the tool starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized tool.
+            input_str (str): The input string.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            inputs (Optional[Dict[str, Any]]): The inputs.
+            kwargs (Any): Additional keyword arguments.
+        """
 
 
 class RunManagerMixin:
@@ -247,7 +344,14 @@ class RunManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run on arbitrary text."""
+        """Run on an arbitrary text.
+
+        Args:
+            text (str): The text.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     def on_retry(
         self,
@@ -257,7 +361,14 @@ class RunManagerMixin:
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run on a retry event."""
+        """Run on a retry event.
+
+        Args:
+            retry_state (RetryCallState): The retry state.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments.
+        """
 
 
 class BaseCallbackHandler(
@@ -268,11 +379,13 @@ class BaseCallbackHandler(
     CallbackManagerMixin,
     RunManagerMixin,
 ):
-    """Base callback handler that handles callbacks from LangChain."""
+    """Base callback handler for LangChain."""
 
     raise_error: bool = False
+    """Whether to raise an error if an exception occurs."""
 
     run_inline: bool = False
+    """Whether to run the callback inline."""
 
     @property
     def ignore_llm(self) -> bool:
@@ -306,7 +419,7 @@ class BaseCallbackHandler(
 
 
 class AsyncCallbackHandler(BaseCallbackHandler):
-    """Async callback handler that handles callbacks from LangChain."""
+    """Async callback handler for LangChain."""
 
     async def on_llm_start(
         self,
@@ -324,6 +437,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         **ATTENTION**: This method is called for non-chat models (regular LLMs). If
             you're implementing a handler for a chat model,
             you should use on_chat_model_start instead.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized LLM.
+            prompts (List[str]): The prompts.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            kwargs (Any): Additional keyword arguments.
         """
 
     async def on_chat_model_start(
@@ -341,6 +463,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
 
         **ATTENTION**: This method is called for chat models. If you're implementing
             a handler for a non-chat model, you should use on_llm_start instead.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized chat model.
+            messages (List[List[BaseMessage]]): The messages.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            kwargs (Any): Additional keyword arguments.
         """
         # NotImplementedError is thrown intentionally
         # Callback handler will fall back to on_llm_start if this is exception is thrown
@@ -358,7 +489,17 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run on new LLM token. Only available when streaming is enabled."""
+        """Run on new LLM token. Only available when streaming is enabled.
+
+        Args:
+            token (str): The new token.
+            chunk (GenerationChunk | ChatGenerationChunk): The new generated chunk,
+              containing content and other information.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_llm_end(
         self,
@@ -369,7 +510,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run when LLM ends running."""
+        """Run when LLM ends running.
+
+        Args:
+            response (LLMResult): The response which was generated.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_llm_error(
         self,
@@ -384,6 +533,9 @@ class AsyncCallbackHandler(BaseCallbackHandler):
 
         Args:
             error: The error that occurred.
+            run_id: The run ID. This is the ID of the current run.
+            parent_run_id: The parent run ID. This is the ID of the parent run.
+            tags: The tags.
             kwargs (Any): Additional keyword arguments.
                 - response (LLMResult): The response which was generated before
                     the error occurred.
@@ -400,7 +552,17 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         metadata: Optional[Dict[str, Any]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run when chain starts running."""
+        """Run when a chain starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized chain.
+            inputs (Dict[str, Any]): The inputs.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_chain_end(
         self,
@@ -411,7 +573,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run when chain ends running."""
+        """Run when a chain ends running.
+
+        Args:
+            outputs (Dict[str, Any]): The outputs of the chain.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_chain_error(
         self,
@@ -422,7 +592,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run when chain errors."""
+        """Run when chain errors.
+
+        Args:
+            error (BaseException): The error that occurred.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_tool_start(
         self,
@@ -436,7 +614,18 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         inputs: Optional[Dict[str, Any]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run when tool starts running."""
+        """Run when the tool starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized tool.
+            input_str (str): The input string.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            inputs (Optional[Dict[str, Any]]): The inputs.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_tool_end(
         self,
@@ -447,7 +636,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run when tool ends running."""
+        """Run when the tool ends running.
+
+        Args:
+            output (Any): The output of the tool.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_tool_error(
         self,
@@ -458,7 +655,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run when tool errors."""
+        """Run when tool errors.
+
+        Args:
+            error (BaseException): The error that occurred.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_text(
         self,
@@ -469,7 +674,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run on arbitrary text."""
+        """Run on an arbitrary text.
+
+        Args:
+            text (str): The text.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_retry(
         self,
@@ -479,7 +692,14 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> Any:
-        """Run on a retry event."""
+        """Run on a retry event.
+
+        Args:
+            retry_state (RetryCallState): The retry state.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_agent_action(
         self,
@@ -490,7 +710,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run on agent action."""
+        """Run on agent action.
+
+        Args:
+            action (AgentAction): The agent action.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_agent_finish(
         self,
@@ -501,7 +729,15 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run on agent end."""
+        """Run on the agent end.
+
+        Args:
+            finish (AgentFinish): The agent finish.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_retriever_start(
         self,
@@ -514,7 +750,17 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         metadata: Optional[Dict[str, Any]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run on retriever start."""
+        """Run on the retriever start.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized retriever.
+            query (str): The query.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            metadata (Optional[Dict[str, Any]]): The metadata.
+            kwargs (Any): Additional keyword arguments.
+        """
 
     async def on_retriever_end(
         self,
@@ -525,7 +771,14 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run on retriever end."""
+        """Run on the retriever end.
+
+        Args:
+            documents (Sequence[Document]): The documents retrieved.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments."""
 
     async def on_retriever_error(
         self,
@@ -536,14 +789,22 @@ class AsyncCallbackHandler(BaseCallbackHandler):
         tags: Optional[List[str]] = None,
         **kwargs: Any,
     ) -> None:
-        """Run on retriever error."""
+        """Run on retriever error.
+
+        Args:
+            error (BaseException): The error that occurred.
+            run_id (UUID): The run ID. This is the ID of the current run.
+            parent_run_id (UUID): The parent run ID. This is the ID of the parent run.
+            tags (Optional[List[str]]): The tags.
+            kwargs (Any): Additional keyword arguments.
+        """
 
 
 T = TypeVar("T", bound="BaseCallbackManager")
 
 
 class BaseCallbackManager(CallbackManagerMixin):
-    """Base callback manager that handles callbacks from LangChain."""
+    """Base callback manager for LangChain."""
 
     def __init__(
         self,
@@ -556,7 +817,18 @@ class BaseCallbackManager(CallbackManagerMixin):
         metadata: Optional[Dict[str, Any]] = None,
         inheritable_metadata: Optional[Dict[str, Any]] = None,
     ) -> None:
-        """Initialize callback manager."""
+        """Initialize callback manager.
+
+        Args:
+            handlers (List[BaseCallbackHandler]): The handlers.
+            inheritable_handlers (Optional[List[BaseCallbackHandler]]):
+              The inheritable handlers. Default is None.
+            parent_run_id (Optional[UUID]): The parent run ID. Default is None.
+            tags (Optional[List[str]]): The tags. Default is None.
+            inheritable_tags (Optional[List[str]]): The inheritable tags.
+                Default is None.
+            metadata (Optional[Dict[str, Any]]): The metadata. Default is None.
+        """
         self.handlers: List[BaseCallbackHandler] = handlers
         self.inheritable_handlers: List[BaseCallbackHandler] = (
             inheritable_handlers or []
@@ -585,31 +857,56 @@ class BaseCallbackManager(CallbackManagerMixin):
         return False
 
     def add_handler(self, handler: BaseCallbackHandler, inherit: bool = True) -> None:
-        """Add a handler to the callback manager."""
+        """Add a handler to the callback manager.
+
+        Args:
+            handler (BaseCallbackHandler): The handler to add.
+            inherit (bool): Whether to inherit the handler. Default is True.
+        """
         if handler not in self.handlers:
             self.handlers.append(handler)
         if inherit and handler not in self.inheritable_handlers:
             self.inheritable_handlers.append(handler)
 
     def remove_handler(self, handler: BaseCallbackHandler) -> None:
-        """Remove a handler from the callback manager."""
+        """Remove a handler from the callback manager.
+
+        Args:
+            handler (BaseCallbackHandler): The handler to remove.
+        """
         self.handlers.remove(handler)
         self.inheritable_handlers.remove(handler)
 
     def set_handlers(
         self, handlers: List[BaseCallbackHandler], inherit: bool = True
     ) -> None:
-        """Set handlers as the only handlers on the callback manager."""
+        """Set handlers as the only handlers on the callback manager.
+
+        Args:
+            handlers (List[BaseCallbackHandler]): The handlers to set.
+            inherit (bool): Whether to inherit the handlers. Default is True.
+        """
         self.handlers = []
         self.inheritable_handlers = []
         for handler in handlers:
             self.add_handler(handler, inherit=inherit)
 
     def set_handler(self, handler: BaseCallbackHandler, inherit: bool = True) -> None:
-        """Set handler as the only handler on the callback manager."""
+        """Set handler as the only handler on the callback manager.
+
+        Args:
+            handler (BaseCallbackHandler): The handler to set.
+            inherit (bool): Whether to inherit the handler. Default is True.
+        """
         self.set_handlers([handler], inherit=inherit)
 
     def add_tags(self, tags: List[str], inherit: bool = True) -> None:
+        """Add tags to the callback manager.
+
+        Args:
+            tags (List[str]): The tags to add.
+            inherit (bool): Whether to inherit the tags. Default is True.
+        """
         for tag in tags:
             if tag in self.tags:
                 self.remove_tags([tag])
@@ -618,16 +915,32 @@ class BaseCallbackManager(CallbackManagerMixin):
             self.inheritable_tags.extend(tags)
 
     def remove_tags(self, tags: List[str]) -> None:
+        """Remove tags from the callback manager.
+
+        Args:
+            tags (List[str]): The tags to remove.
+        """
         for tag in tags:
             self.tags.remove(tag)
             self.inheritable_tags.remove(tag)
 
     def add_metadata(self, metadata: Dict[str, Any], inherit: bool = True) -> None:
+        """Add metadata to the callback manager.
+
+        Args:
+            metadata (Dict[str, Any]): The metadata to add.
+            inherit (bool): Whether to inherit the metadata. Default is True.
+        """
         self.metadata.update(metadata)
         if inherit:
             self.inheritable_metadata.update(metadata)
 
     def remove_metadata(self, keys: List[str]) -> None:
+        """Remove metadata from the callback manager.
+
+        Args:
+            keys (List[str]): The keys to remove.
+        """
         for key in keys:
             self.metadata.pop(key)
             self.inheritable_metadata.pop(key)
diff --git a/libs/core/langchain_core/callbacks/file.py b/libs/core/langchain_core/callbacks/file.py
index daef5294504..c33bd4a441c 100644
--- a/libs/core/langchain_core/callbacks/file.py
+++ b/libs/core/langchain_core/callbacks/file.py
@@ -10,12 +10,23 @@ from langchain_core.utils.input import print_text
 
 
 class FileCallbackHandler(BaseCallbackHandler):
-    """Callback Handler that writes to a file."""
+    """Callback Handler that writes to a file.
+
+    Parameters:
+        file: The file to write to.
+        color: The color to use for the text.
+    """
 
     def __init__(
         self, filename: str, mode: str = "a", color: Optional[str] = None
     ) -> None:
-        """Initialize callback handler."""
+        """Initialize callback handler.
+
+        Args:
+            filename: The filename to write to.
+            mode: The mode to open the file in. Defaults to "a".
+            color: The color to use for the text. Defaults to None.
+        """
         self.file = cast(TextIO, open(filename, mode, encoding="utf-8"))
         self.color = color
 
@@ -26,7 +37,13 @@ class FileCallbackHandler(BaseCallbackHandler):
     def on_chain_start(
         self, serialized: Dict[str, Any], inputs: Dict[str, Any], **kwargs: Any
     ) -> None:
-        """Print out that we are entering a chain."""
+        """Print out that we are entering a chain.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized chain.
+            inputs (Dict[str, Any]): The inputs to the chain.
+            **kwargs (Any): Additional keyword arguments.
+        """
         class_name = serialized.get("name", serialized.get("id", ["<unknown>"])[-1])
         print_text(
             f"\n\n\033[1m> Entering new {class_name} chain...\033[0m",
@@ -35,13 +52,25 @@ class FileCallbackHandler(BaseCallbackHandler):
         )
 
     def on_chain_end(self, outputs: Dict[str, Any], **kwargs: Any) -> None:
-        """Print out that we finished a chain."""
+        """Print out that we finished a chain.
+
+        Args:
+            outputs (Dict[str, Any]): The outputs of the chain.
+            **kwargs (Any): Additional keyword arguments.
+        """
         print_text("\n\033[1m> Finished chain.\033[0m", end="\n", file=self.file)
 
     def on_agent_action(
         self, action: AgentAction, color: Optional[str] = None, **kwargs: Any
     ) -> Any:
-        """Run on agent action."""
+        """Run on agent action.
+
+        Args:
+            action (AgentAction): The agent action.
+            color (Optional[str], optional): The color to use for the text.
+                Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
+        """
         print_text(action.log, color=color or self.color, file=self.file)
 
     def on_tool_end(
@@ -52,7 +81,18 @@ class FileCallbackHandler(BaseCallbackHandler):
         llm_prefix: Optional[str] = None,
         **kwargs: Any,
     ) -> None:
-        """If not the final action, print out observation."""
+        """If not the final action, print out observation.
+
+        Args:
+           output (str): The output to print.
+           color (Optional[str], optional): The color to use for the text.
+                Defaults to None.
+           observation_prefix (Optional[str], optional): The observation prefix.
+            Defaults to None.
+           llm_prefix (Optional[str], optional): The LLM prefix.
+                Defaults to None.
+           **kwargs (Any): Additional keyword arguments.
+        """
         if observation_prefix is not None:
             print_text(f"\n{observation_prefix}", file=self.file)
         print_text(output, color=color or self.color, file=self.file)
@@ -62,11 +102,26 @@ class FileCallbackHandler(BaseCallbackHandler):
     def on_text(
         self, text: str, color: Optional[str] = None, end: str = "", **kwargs: Any
     ) -> None:
-        """Run when agent ends."""
+        """Run when the agent ends.
+
+        Args:
+           text (str): The text to print.
+           color (Optional[str], optional): The color to use for the text.
+            Defaults to None.
+           end (str, optional): The end character. Defaults to "".
+           **kwargs (Any): Additional keyword arguments.
+        """
         print_text(text, color=color or self.color, end=end, file=self.file)
 
     def on_agent_finish(
         self, finish: AgentFinish, color: Optional[str] = None, **kwargs: Any
     ) -> None:
-        """Run on agent end."""
+        """Run on the agent end.
+
+        Args:
+            finish (AgentFinish): The agent finish.
+            color (Optional[str], optional): The color to use for the text.
+                Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
+        """
         print_text(finish.log, color=color or self.color, end="\n", file=self.file)
diff --git a/libs/core/langchain_core/callbacks/manager.py b/libs/core/langchain_core/callbacks/manager.py
index 8d3ecb6c059..80d785ed120 100644
--- a/libs/core/langchain_core/callbacks/manager.py
+++ b/libs/core/langchain_core/callbacks/manager.py
@@ -77,7 +77,9 @@ def trace_as_chain_group(
     Args:
         group_name (str): The name of the chain group.
         callback_manager (CallbackManager, optional): The callback manager to use.
+            Defaults to None.
         inputs (Dict[str, Any], optional): The inputs to the chain group.
+            Defaults to None.
         project_name (str, optional): The name of the project.
             Defaults to None.
         example_id (str or UUID, optional): The ID of the example.
@@ -155,7 +157,9 @@ async def atrace_as_chain_group(
     Args:
         group_name (str): The name of the chain group.
         callback_manager (AsyncCallbackManager, optional): The async callback manager to use,
-            which manages tracing and other callback behavior.
+            which manages tracing and other callback behavior. Defaults to None.
+        inputs (Dict[str, Any], optional): The inputs to the chain group.
+            Defaults to None.
         project_name (str, optional): The name of the project.
             Defaults to None.
         example_id (str or UUID, optional): The ID of the example.
@@ -218,7 +222,13 @@ Func = TypeVar("Func", bound=Callable)
 
 def shielded(func: Func) -> Func:
     """
-    Makes so an awaitable method is always shielded from cancellation
+    Makes so an awaitable method is always shielded from cancellation.
+
+    Args:
+        func (Callable): The function to shield.
+
+    Returns:
+        Callable: The shielded function
     """
 
     @functools.wraps(func)
@@ -237,14 +247,14 @@ def handle_event(
 ) -> None:
     """Generic event handler for CallbackManager.
 
-    Note: This function is used by langserve to handle events.
+    Note: This function is used by LangServe to handle events.
 
     Args:
-        handlers: The list of handlers that will handle the event
-        event_name: The name of the event (e.g., "on_llm_start")
+        handlers: The list of handlers that will handle the event.
+        event_name: The name of the event (e.g., "on_llm_start").
         ignore_condition_name: Name of the attribute defined on handler
-            that if True will cause the handler to be skipped for the given event
-        *args: The arguments to pass to the event handler
+            that if True will cause the handler to be skipped for the given event.
+        *args: The arguments to pass to the event handler.
         **kwargs: The keyword arguments to pass to the event handler
     """
     coros: List[Coroutine[Any, Any, Any]] = []
@@ -394,17 +404,17 @@ async def ahandle_event(
     *args: Any,
     **kwargs: Any,
 ) -> None:
-    """Generic event handler for AsyncCallbackManager.
+    """Async generic event handler for AsyncCallbackManager.
 
-    Note: This function is used by langserve to handle events.
+    Note: This function is used by LangServe to handle events.
 
     Args:
-        handlers: The list of handlers that will handle the event
-        event_name: The name of the event (e.g., "on_llm_start")
+        handlers: The list of handlers that will handle the event.
+        event_name: The name of the event (e.g., "on_llm_start").
         ignore_condition_name: Name of the attribute defined on handler
-            that if True will cause the handler to be skipped for the given event
-        *args: The arguments to pass to the event handler
-        **kwargs: The keyword arguments to pass to the event handler
+            that if True will cause the handler to be skipped for the given event.
+        *args: The arguments to pass to the event handler.
+        **kwargs: The keyword arguments to pass to the event handler.
     """
     for handler in [h for h in handlers if h.run_inline]:
         await _ahandle_event_for_handler(
@@ -452,10 +462,13 @@ class BaseRunManager(RunManagerMixin):
                 The list of inheritable handlers.
             parent_run_id (UUID, optional): The ID of the parent run.
                 Defaults to None.
-            tags (Optional[List[str]]): The list of tags.
+            tags (Optional[List[str]]): The list of tags. Defaults to None.
             inheritable_tags (Optional[List[str]]): The list of inheritable tags.
+                Defaults to None.
             metadata (Optional[Dict[str, Any]]): The metadata.
+                Defaults to None.
             inheritable_metadata (Optional[Dict[str, Any]]): The inheritable metadata.
+                Defaults to None.
         """
         self.run_id = run_id
         self.handlers = handlers
@@ -492,10 +505,11 @@ class RunManager(BaseRunManager):
         text: str,
         **kwargs: Any,
     ) -> Any:
-        """Run when text is received.
+        """Run when a text is received.
 
         Args:
             text (str): The received text.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             Any: The result of the callback.
@@ -516,6 +530,12 @@ class RunManager(BaseRunManager):
         retry_state: RetryCallState,
         **kwargs: Any,
     ) -> None:
+        """Run when a retry is received.
+
+        Args:
+            retry_state (RetryCallState): The retry state.
+            **kwargs (Any): Additional keyword arguments.
+        """
         handle_event(
             self.handlers,
             "on_retry",
@@ -566,10 +586,11 @@ class AsyncRunManager(BaseRunManager, ABC):
         text: str,
         **kwargs: Any,
     ) -> Any:
-        """Run when text is received.
+        """Run when a text is received.
 
         Args:
             text (str): The received text.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             Any: The result of the callback.
@@ -590,6 +611,12 @@ class AsyncRunManager(BaseRunManager, ABC):
         retry_state: RetryCallState,
         **kwargs: Any,
     ) -> None:
+        """Async run when a retry is received.
+
+        Args:
+            retry_state (RetryCallState): The retry state.
+            **kwargs (Any): Additional keyword arguments.
+        """
         await ahandle_event(
             self.handlers,
             "on_retry",
@@ -638,6 +665,9 @@ class CallbackManagerForLLMRun(RunManager, LLMManagerMixin):
 
         Args:
             token (str): The new token.
+            chunk (Optional[Union[GenerationChunk, ChatGenerationChunk]], optional):
+                The chunk. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
         """
         handle_event(
             self.handlers,
@@ -656,6 +686,7 @@ class CallbackManagerForLLMRun(RunManager, LLMManagerMixin):
 
         Args:
             response (LLMResult): The LLM result.
+            **kwargs (Any): Additional keyword arguments.
         """
         handle_event(
             self.handlers,
@@ -725,6 +756,9 @@ class AsyncCallbackManagerForLLMRun(AsyncRunManager, LLMManagerMixin):
 
         Args:
             token (str): The new token.
+            chunk (Optional[Union[GenerationChunk, ChatGenerationChunk]], optional):
+                The chunk. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
         """
         await ahandle_event(
             self.handlers,
@@ -744,6 +778,7 @@ class AsyncCallbackManagerForLLMRun(AsyncRunManager, LLMManagerMixin):
 
         Args:
             response (LLMResult): The LLM result.
+            **kwargs (Any): Additional keyword arguments.
         """
         await ahandle_event(
             self.handlers,
@@ -793,6 +828,7 @@ class CallbackManagerForChainRun(ParentRunManager, ChainManagerMixin):
 
         Args:
             outputs (Union[Dict[str, Any], Any]): The outputs of the chain.
+            **kwargs (Any): Additional keyword arguments.
         """
         handle_event(
             self.handlers,
@@ -814,6 +850,7 @@ class CallbackManagerForChainRun(ParentRunManager, ChainManagerMixin):
 
         Args:
             error (Exception or KeyboardInterrupt): The error.
+            **kwargs (Any): Additional keyword arguments.
         """
         handle_event(
             self.handlers,
@@ -831,6 +868,7 @@ class CallbackManagerForChainRun(ParentRunManager, ChainManagerMixin):
 
         Args:
             action (AgentAction): The agent action.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             Any: The result of the callback.
@@ -851,6 +889,7 @@ class CallbackManagerForChainRun(ParentRunManager, ChainManagerMixin):
 
         Args:
             finish (AgentFinish): The agent finish.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             Any: The result of the callback.
@@ -891,10 +930,11 @@ class AsyncCallbackManagerForChainRun(AsyncParentRunManager, ChainManagerMixin):
     async def on_chain_end(
         self, outputs: Union[Dict[str, Any], Any], **kwargs: Any
     ) -> None:
-        """Run when chain ends running.
+        """Run when a chain ends running.
 
         Args:
             outputs (Union[Dict[str, Any], Any]): The outputs of the chain.
+            **kwargs (Any): Additional keyword arguments.
         """
         await ahandle_event(
             self.handlers,
@@ -917,6 +957,7 @@ class AsyncCallbackManagerForChainRun(AsyncParentRunManager, ChainManagerMixin):
 
         Args:
             error (Exception or KeyboardInterrupt): The error.
+            **kwargs (Any): Additional keyword arguments.
         """
         await ahandle_event(
             self.handlers,
@@ -935,6 +976,7 @@ class AsyncCallbackManagerForChainRun(AsyncParentRunManager, ChainManagerMixin):
 
         Args:
             action (AgentAction): The agent action.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             Any: The result of the callback.
@@ -956,6 +998,7 @@ class AsyncCallbackManagerForChainRun(AsyncParentRunManager, ChainManagerMixin):
 
         Args:
             finish (AgentFinish): The agent finish.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             Any: The result of the callback.
@@ -980,10 +1023,11 @@ class CallbackManagerForToolRun(ParentRunManager, ToolManagerMixin):
         output: Any,
         **kwargs: Any,
     ) -> None:
-        """Run when tool ends running.
+        """Run when the tool ends running.
 
         Args:
             output (Any): The output of the tool.
+            **kwargs (Any): Additional keyword arguments.
         """
         handle_event(
             self.handlers,
@@ -1005,6 +1049,7 @@ class CallbackManagerForToolRun(ParentRunManager, ToolManagerMixin):
 
         Args:
             error (Exception or KeyboardInterrupt): The error.
+            **kwargs (Any): Additional keyword arguments.
         """
         handle_event(
             self.handlers,
@@ -1040,10 +1085,11 @@ class AsyncCallbackManagerForToolRun(AsyncParentRunManager, ToolManagerMixin):
 
     @shielded
     async def on_tool_end(self, output: Any, **kwargs: Any) -> None:
-        """Run when tool ends running.
+        """Async run when the tool ends running.
 
         Args:
             output (Any): The output of the tool.
+            **kwargs (Any): Additional keyword arguments.
         """
         await ahandle_event(
             self.handlers,
@@ -1066,6 +1112,7 @@ class AsyncCallbackManagerForToolRun(AsyncParentRunManager, ToolManagerMixin):
 
         Args:
             error (Exception or KeyboardInterrupt): The error.
+            **kwargs (Any): Additional keyword arguments.
         """
         await ahandle_event(
             self.handlers,
@@ -1087,7 +1134,12 @@ class CallbackManagerForRetrieverRun(ParentRunManager, RetrieverManagerMixin):
         documents: Sequence[Document],
         **kwargs: Any,
     ) -> None:
-        """Run when retriever ends running."""
+        """Run when retriever ends running.
+
+        Args:
+            documents (Sequence[Document]): The retrieved documents.
+            **kwargs (Any): Additional keyword arguments.
+        """
         handle_event(
             self.handlers,
             "on_retriever_end",
@@ -1104,7 +1156,12 @@ class CallbackManagerForRetrieverRun(ParentRunManager, RetrieverManagerMixin):
         error: BaseException,
         **kwargs: Any,
     ) -> None:
-        """Run when retriever errors."""
+        """Run when retriever errors.
+
+        Args:
+            error (BaseException): The error.
+            **kwargs (Any): Additional keyword arguments.
+        """
         handle_event(
             self.handlers,
             "on_retriever_error",
@@ -1144,7 +1201,12 @@ class AsyncCallbackManagerForRetrieverRun(
     async def on_retriever_end(
         self, documents: Sequence[Document], **kwargs: Any
     ) -> None:
-        """Run when retriever ends running."""
+        """Run when the retriever ends running.
+
+        Args:
+            documents (Sequence[Document]): The retrieved documents.
+            **kwargs (Any): Additional keyword arguments.
+        """
         await ahandle_event(
             self.handlers,
             "on_retriever_end",
@@ -1162,7 +1224,12 @@ class AsyncCallbackManagerForRetrieverRun(
         error: BaseException,
         **kwargs: Any,
     ) -> None:
-        """Run when retriever errors."""
+        """Run when retriever errors.
+
+        Args:
+            error (BaseException): The error.
+            **kwargs (Any): Additional keyword arguments.
+        """
         await ahandle_event(
             self.handlers,
             "on_retriever_error",
@@ -1176,7 +1243,7 @@ class AsyncCallbackManagerForRetrieverRun(
 
 
 class CallbackManager(BaseCallbackManager):
-    """Callback manager that handles callbacks from LangChain."""
+    """Callback manager for LangChain."""
 
     def on_llm_start(
         self,
@@ -1191,6 +1258,7 @@ class CallbackManager(BaseCallbackManager):
             serialized (Dict[str, Any]): The serialized LLM.
             prompts (List[str]): The list of prompts.
             run_id (UUID, optional): The ID of the run. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             List[CallbackManagerForLLMRun]: A callback manager for each
@@ -1241,6 +1309,7 @@ class CallbackManager(BaseCallbackManager):
             serialized (Dict[str, Any]): The serialized LLM.
             messages (List[List[BaseMessage]]): The list of messages.
             run_id (UUID, optional): The ID of the run. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             List[CallbackManagerForLLMRun]: A callback manager for each
@@ -1295,6 +1364,7 @@ class CallbackManager(BaseCallbackManager):
             serialized (Dict[str, Any]): The serialized chain.
             inputs (Union[Dict[str, Any], Any]): The inputs to the chain.
             run_id (UUID, optional): The ID of the run. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             CallbackManagerForChainRun: The callback manager for the chain run.
@@ -1347,6 +1417,7 @@ class CallbackManager(BaseCallbackManager):
                 input is needed.
                 If provided, the inputs are expected to be formatted as a dict.
                 The keys will correspond to the named-arguments in the tool.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             CallbackManagerForToolRun: The callback manager for the tool run.
@@ -1387,7 +1458,15 @@ class CallbackManager(BaseCallbackManager):
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> CallbackManagerForRetrieverRun:
-        """Run when retriever starts running."""
+        """Run when the retriever starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized retriever.
+            query (str): The query.
+            run_id (UUID, optional): The ID of the run. Defaults to None.
+            parent_run_id (UUID, optional): The ID of the parent run. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
+        """
         if run_id is None:
             run_id = uuid.uuid4()
 
@@ -1470,6 +1549,16 @@ class CallbackManagerForChainGroup(CallbackManager):
         parent_run_manager: CallbackManagerForChainRun,
         **kwargs: Any,
     ) -> None:
+        """Initialize the callback manager.
+
+        Args:
+            handlers (List[BaseCallbackHandler]): The list of handlers.
+            inheritable_handlers (Optional[List[BaseCallbackHandler]]): The list of
+                inheritable handlers. Defaults to None.
+            parent_run_id (Optional[UUID]): The ID of the parent run. Defaults to None.
+            parent_run_manager (CallbackManagerForChainRun): The parent run manager.
+            **kwargs (Any): Additional keyword arguments.
+        """
         super().__init__(
             handlers,
             inheritable_handlers,
@@ -1480,6 +1569,7 @@ class CallbackManagerForChainGroup(CallbackManager):
         self.ended = False
 
     def copy(self) -> CallbackManagerForChainGroup:
+        """Copy the callback manager."""
         return self.__class__(
             handlers=self.handlers,
             inheritable_handlers=self.inheritable_handlers,
@@ -1496,6 +1586,7 @@ class CallbackManagerForChainGroup(CallbackManager):
 
         Args:
             outputs (Union[Dict[str, Any], Any]): The outputs of the chain.
+            **kwargs (Any): Additional keyword arguments.
         """
         self.ended = True
         return self.parent_run_manager.on_chain_end(outputs, **kwargs)
@@ -1509,6 +1600,7 @@ class CallbackManagerForChainGroup(CallbackManager):
 
         Args:
             error (Exception or KeyboardInterrupt): The error.
+            **kwargs (Any): Additional keyword arguments.
         """
         self.ended = True
         return self.parent_run_manager.on_chain_error(error, **kwargs)
@@ -1535,6 +1627,7 @@ class AsyncCallbackManager(BaseCallbackManager):
             serialized (Dict[str, Any]): The serialized LLM.
             prompts (List[str]): The list of prompts.
             run_id (UUID, optional): The ID of the run. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             List[AsyncCallbackManagerForLLMRun]: The list of async
@@ -1591,12 +1684,13 @@ class AsyncCallbackManager(BaseCallbackManager):
         run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> List[AsyncCallbackManagerForLLMRun]:
-        """Run when LLM starts running.
+        """Async run when LLM starts running.
 
         Args:
             serialized (Dict[str, Any]): The serialized LLM.
             messages (List[List[BaseMessage]]): The list of messages.
             run_id (UUID, optional): The ID of the run. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             List[AsyncCallbackManagerForLLMRun]: The list of
@@ -1651,12 +1745,13 @@ class AsyncCallbackManager(BaseCallbackManager):
         run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> AsyncCallbackManagerForChainRun:
-        """Run when chain starts running.
+        """Async run when chain starts running.
 
         Args:
             serialized (Dict[str, Any]): The serialized chain.
             inputs (Union[Dict[str, Any], Any]): The inputs to the chain.
             run_id (UUID, optional): The ID of the run. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             AsyncCallbackManagerForChainRun: The async callback manager
@@ -1697,7 +1792,7 @@ class AsyncCallbackManager(BaseCallbackManager):
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> AsyncCallbackManagerForToolRun:
-        """Run when tool starts running.
+        """Run when the tool starts running.
 
         Args:
             serialized (Dict[str, Any]): The serialized tool.
@@ -1705,6 +1800,7 @@ class AsyncCallbackManager(BaseCallbackManager):
             run_id (UUID, optional): The ID of the run. Defaults to None.
             parent_run_id (UUID, optional): The ID of the parent run.
                 Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
 
         Returns:
             AsyncCallbackManagerForToolRun: The async callback manager
@@ -1745,7 +1841,19 @@ class AsyncCallbackManager(BaseCallbackManager):
         parent_run_id: Optional[UUID] = None,
         **kwargs: Any,
     ) -> AsyncCallbackManagerForRetrieverRun:
-        """Run when retriever starts running."""
+        """Run when the retriever starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized retriever.
+            query (str): The query.
+            run_id (UUID, optional): The ID of the run. Defaults to None.
+            parent_run_id (UUID, optional): The ID of the parent run. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
+
+        Returns:
+            AsyncCallbackManagerForRetrieverRun: The async callback manager
+                for the retriever run.
+        """
         if run_id is None:
             run_id = uuid.uuid4()
 
@@ -1828,6 +1936,17 @@ class AsyncCallbackManagerForChainGroup(AsyncCallbackManager):
         parent_run_manager: AsyncCallbackManagerForChainRun,
         **kwargs: Any,
     ) -> None:
+        """Initialize the async callback manager.
+
+        Args:
+            handlers (List[BaseCallbackHandler]): The list of handlers.
+            inheritable_handlers (Optional[List[BaseCallbackHandler]]): The list of
+                inheritable handlers. Defaults to None.
+            parent_run_id (Optional[UUID]): The ID of the parent run. Defaults to None.
+            parent_run_manager (AsyncCallbackManagerForChainRun):
+                The parent run manager.
+            **kwargs (Any): Additional keyword arguments.
+        """
         super().__init__(
             handlers,
             inheritable_handlers,
@@ -1838,6 +1957,7 @@ class AsyncCallbackManagerForChainGroup(AsyncCallbackManager):
         self.ended = False
 
     def copy(self) -> AsyncCallbackManagerForChainGroup:
+        """Copy the async callback manager."""
         return self.__class__(
             handlers=self.handlers,
             inheritable_handlers=self.inheritable_handlers,
@@ -1856,6 +1976,7 @@ class AsyncCallbackManagerForChainGroup(AsyncCallbackManager):
 
         Args:
             outputs (Union[Dict[str, Any], Any]): The outputs of the chain.
+            **kwargs (Any): Additional keyword arguments.
         """
         self.ended = True
         await self.parent_run_manager.on_chain_end(outputs, **kwargs)
@@ -1869,6 +1990,7 @@ class AsyncCallbackManagerForChainGroup(AsyncCallbackManager):
 
         Args:
             error (Exception or KeyboardInterrupt): The error.
+            **kwargs (Any): Additional keyword arguments.
         """
         self.ended = True
         await self.parent_run_manager.on_chain_error(error, **kwargs)
diff --git a/libs/core/langchain_core/callbacks/stdout.py b/libs/core/langchain_core/callbacks/stdout.py
index 0408eb19845..011dc83fcb9 100644
--- a/libs/core/langchain_core/callbacks/stdout.py
+++ b/libs/core/langchain_core/callbacks/stdout.py
@@ -15,24 +15,45 @@ class StdOutCallbackHandler(BaseCallbackHandler):
     """Callback Handler that prints to std out."""
 
     def __init__(self, color: Optional[str] = None) -> None:
-        """Initialize callback handler."""
+        """Initialize callback handler.
+
+        Args:
+            color: The color to use for the text. Defaults to None.
+        """
         self.color = color
 
     def on_chain_start(
         self, serialized: Dict[str, Any], inputs: Dict[str, Any], **kwargs: Any
     ) -> None:
-        """Print out that we are entering a chain."""
+        """Print out that we are entering a chain.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized chain.
+            inputs (Dict[str, Any]): The inputs to the chain.
+            **kwargs (Any): Additional keyword arguments.
+        """
         class_name = serialized.get("name", serialized.get("id", ["<unknown>"])[-1])
         print(f"\n\n\033[1m> Entering new {class_name} chain...\033[0m")  # noqa: T201
 
     def on_chain_end(self, outputs: Dict[str, Any], **kwargs: Any) -> None:
-        """Print out that we finished a chain."""
+        """Print out that we finished a chain.
+
+        Args:
+            outputs (Dict[str, Any]): The outputs of the chain.
+            **kwargs (Any): Additional keyword arguments.
+        """
         print("\n\033[1m> Finished chain.\033[0m")  # noqa: T201
 
     def on_agent_action(
         self, action: AgentAction, color: Optional[str] = None, **kwargs: Any
     ) -> Any:
-        """Run on agent action."""
+        """Run on agent action.
+
+        Args:
+            action (AgentAction): The agent action.
+            color (Optional[str]): The color to use for the text. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
+        """
         print_text(action.log, color=color or self.color)
 
     def on_tool_end(
@@ -43,7 +64,16 @@ class StdOutCallbackHandler(BaseCallbackHandler):
         llm_prefix: Optional[str] = None,
         **kwargs: Any,
     ) -> None:
-        """If not the final action, print out observation."""
+        """If not the final action, print out observation.
+
+        Args:
+            output (Any): The output to print.
+            color (Optional[str]): The color to use for the text. Defaults to None.
+            observation_prefix (Optional[str]): The observation prefix.
+                Defaults to None.
+            llm_prefix (Optional[str]): The LLM prefix. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
+        """
         output = str(output)
         if observation_prefix is not None:
             print_text(f"\n{observation_prefix}")
@@ -58,11 +88,24 @@ class StdOutCallbackHandler(BaseCallbackHandler):
         end: str = "",
         **kwargs: Any,
     ) -> None:
-        """Run when agent ends."""
+        """Run when the agent ends.
+
+        Args:
+            text (str): The text to print.
+            color (Optional[str]): The color to use for the text. Defaults to None.
+            end (str): The end character to use. Defaults to "".
+            **kwargs (Any): Additional keyword arguments.
+        """
         print_text(text, color=color or self.color, end=end)
 
     def on_agent_finish(
         self, finish: AgentFinish, color: Optional[str] = None, **kwargs: Any
     ) -> None:
-        """Run on agent end."""
+        """Run on the agent end.
+
+        Args:
+            finish (AgentFinish): The agent finish.
+            color (Optional[str]): The color to use for the text. Defaults to None.
+            **kwargs (Any): Additional keyword arguments.
+        """
         print_text(finish.log, color=color or self.color, end="\n")
diff --git a/libs/core/langchain_core/callbacks/streaming_stdout.py b/libs/core/langchain_core/callbacks/streaming_stdout.py
index 4966aa2e11c..06973035a90 100644
--- a/libs/core/langchain_core/callbacks/streaming_stdout.py
+++ b/libs/core/langchain_core/callbacks/streaming_stdout.py
@@ -1,4 +1,5 @@
 """Callback Handler streams to stdout on new llm token."""
+
 from __future__ import annotations
 
 import sys
@@ -18,7 +19,13 @@ class StreamingStdOutCallbackHandler(BaseCallbackHandler):
     def on_llm_start(
         self, serialized: Dict[str, Any], prompts: List[str], **kwargs: Any
     ) -> None:
-        """Run when LLM starts running."""
+        """Run when LLM starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized LLM.
+            prompts (List[str]): The prompts to run.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_chat_model_start(
         self,
@@ -26,47 +33,115 @@ class StreamingStdOutCallbackHandler(BaseCallbackHandler):
         messages: List[List[BaseMessage]],
         **kwargs: Any,
     ) -> None:
-        """Run when LLM starts running."""
+        """Run when LLM starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized LLM.
+            messages (List[List[BaseMessage]]): The messages to run.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_llm_new_token(self, token: str, **kwargs: Any) -> None:
-        """Run on new LLM token. Only available when streaming is enabled."""
+        """Run on new LLM token. Only available when streaming is enabled.
+
+        Args:
+            token (str): The new token.
+            **kwargs (Any): Additional keyword arguments.
+        """
         sys.stdout.write(token)
         sys.stdout.flush()
 
     def on_llm_end(self, response: LLMResult, **kwargs: Any) -> None:
-        """Run when LLM ends running."""
+        """Run when LLM ends running.
+
+        Args:
+            response (LLMResult): The response from the LLM.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_llm_error(self, error: BaseException, **kwargs: Any) -> None:
-        """Run when LLM errors."""
+        """Run when LLM errors.
+
+        Args:
+            error (BaseException): The error that occurred.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_chain_start(
         self, serialized: Dict[str, Any], inputs: Dict[str, Any], **kwargs: Any
     ) -> None:
-        """Run when chain starts running."""
+        """Run when a chain starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized chain.
+            inputs (Dict[str, Any]): The inputs to the chain.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_chain_end(self, outputs: Dict[str, Any], **kwargs: Any) -> None:
-        """Run when chain ends running."""
+        """Run when a chain ends running.
+
+        Args:
+            outputs (Dict[str, Any]): The outputs of the chain.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_chain_error(self, error: BaseException, **kwargs: Any) -> None:
-        """Run when chain errors."""
+        """Run when chain errors.
+
+        Args:
+            error (BaseException): The error that occurred.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_tool_start(
         self, serialized: Dict[str, Any], input_str: str, **kwargs: Any
     ) -> None:
-        """Run when tool starts running."""
+        """Run when the tool starts running.
+
+        Args:
+            serialized (Dict[str, Any]): The serialized tool.
+            input_str (str): The input string.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_agent_action(self, action: AgentAction, **kwargs: Any) -> Any:
-        """Run on agent action."""
+        """Run on agent action.
+
+        Args:
+            action (AgentAction): The agent action.
+            **kwargs (Any): Additional keyword arguments.
+        """
         pass
 
     def on_tool_end(self, output: Any, **kwargs: Any) -> None:
-        """Run when tool ends running."""
+        """Run when tool ends running.
+
+        Args:
+            output (Any): The output of the tool.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_tool_error(self, error: BaseException, **kwargs: Any) -> None:
-        """Run when tool errors."""
+        """Run when tool errors.
+
+        Args:
+            error (BaseException): The error that occurred.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_text(self, text: str, **kwargs: Any) -> None:
-        """Run on arbitrary text."""
+        """Run on an arbitrary text.
+
+        Args:
+            text (str): The text to print.
+            **kwargs (Any): Additional keyword arguments.
+        """
 
     def on_agent_finish(self, finish: AgentFinish, **kwargs: Any) -> None:
-        """Run on agent end."""
+        """Run on the agent end.
+
+        Args:
+            finish (AgentFinish): The agent finish.
+            **kwargs (Any): Additional keyword arguments.
+        """