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microsoft--semantic-kernel/python/semantic_kernel/contents/chat_history.py
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Python

# Copyright (c) Microsoft. All rights reserved.
import logging
from collections.abc import Generator, Iterable
from functools import singledispatchmethod
from html import unescape
from typing import Any, TypeVar
from xml.etree.ElementTree import Element, tostring # nosec
from defusedxml.ElementTree import XML, ParseError
from pydantic import Field, field_validator, model_validator
from semantic_kernel.contents.chat_message_content import ChatMessageContent
from semantic_kernel.contents.const import CHAT_HISTORY_TAG, CHAT_MESSAGE_CONTENT_TAG
from semantic_kernel.contents.function_result_content import FunctionResultContent
from semantic_kernel.contents.kernel_content import KernelContent
from semantic_kernel.contents.utils.author_role import AuthorRole
from semantic_kernel.exceptions import ContentInitializationError, ContentSerializationError
from semantic_kernel.kernel_pydantic import KernelBaseModel
logger = logging.getLogger(__name__)
_T = TypeVar("_T", bound="ChatHistory")
class ChatHistory(KernelBaseModel):
"""This class holds the history of chat messages from a chat conversation.
Note: the system_message is added to the messages as a ChatMessageContent instance with role=AuthorRole.SYSTEM,
but updating it will not update the messages list.
Args:
messages: The messages to add to the chat history.
system_message: A system message to add to the chat history, optional.
if passed, it is added to the messages
as a ChatMessageContent instance with role=AuthorRole.SYSTEM
before any other messages.
"""
messages: list[ChatMessageContent] = Field(default_factory=list, kw_only=False)
system_message: str | None = Field(default=None, kw_only=False, repr=False)
@model_validator(mode="before")
@classmethod
def _parse_system_message(cls, data: Any) -> Any:
"""Parse the system_message and add it to the messages."""
if isinstance(data, dict) and (system_message := data.pop("system_message", None)):
msg = ChatMessageContent(role=AuthorRole.SYSTEM, content=system_message)
if "messages" in data:
data["messages"] = [msg] + data["messages"]
else:
data["messages"] = [msg]
return data
@field_validator("messages", mode="before")
@classmethod
def _validate_messages(cls, messages: list[ChatMessageContent]) -> list[ChatMessageContent]:
if not messages:
return messages
out_msgs: list[ChatMessageContent] = []
for message in messages:
if isinstance(message, dict):
out_msgs.append(ChatMessageContent.model_validate(message))
else:
out_msgs.append(message)
return out_msgs
@singledispatchmethod
def add_system_message(self, content: str | list[KernelContent], **kwargs) -> None:
"""Add a system message to the chat history.
Args:
content: The content of the system message, can be a string or a
list of KernelContent instances that are turned into a single ChatMessageContent.
**kwargs: Additional keyword arguments.
"""
raise NotImplementedError
@add_system_message.register
def _(self, content: str, **kwargs: Any) -> None:
"""Add a system message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.SYSTEM, content=content, **kwargs))
@add_system_message.register(list)
def _(self, content: list[KernelContent], **kwargs: Any) -> None:
"""Add a system message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.SYSTEM, items=content, **kwargs))
@singledispatchmethod
def add_developer_message(self, content: str | list[KernelContent], **kwargs) -> None:
"""Add a system message to the chat history.
Args:
content: The content of the developer message, can be a string or a
list of KernelContent instances that are turned into a single ChatMessageContent.
**kwargs: Additional keyword arguments.
"""
raise NotImplementedError
@add_developer_message.register
def _(self, content: str, **kwargs: Any) -> None:
"""Add a system message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.DEVELOPER, content=content, **kwargs))
@add_developer_message.register(list)
def _(self, content: list[KernelContent], **kwargs: Any) -> None:
"""Add a system message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.DEVELOPER, items=content, **kwargs))
@singledispatchmethod
def add_user_message(self, content: str | list[KernelContent], **kwargs: Any) -> None:
"""Add a user message to the chat history.
Args:
content: The content of the user message, can be a string or a
list of KernelContent instances that are turned into a single ChatMessageContent.
**kwargs: Additional keyword arguments.
"""
raise NotImplementedError
@add_user_message.register
def _(self, content: str, **kwargs: Any) -> None:
"""Add a user message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.USER, content=content, **kwargs))
@add_user_message.register(list)
def _(self, content: list[KernelContent], **kwargs: Any) -> None:
"""Add a user message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.USER, items=content, **kwargs))
@singledispatchmethod
def add_assistant_message(self, content: str | list[KernelContent], **kwargs: Any) -> None:
"""Add an assistant message to the chat history.
Args:
content: The content of the assistant message, can be a string or a
list of KernelContent instances that are turned into a single ChatMessageContent.
**kwargs: Additional keyword arguments.
"""
raise NotImplementedError
@add_assistant_message.register
def _(self, content: str, **kwargs: Any) -> None:
"""Add an assistant message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.ASSISTANT, content=content, **kwargs))
@add_assistant_message.register(list)
def _(self, content: list[KernelContent], **kwargs: Any) -> None:
"""Add an assistant message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.ASSISTANT, items=content, **kwargs))
@singledispatchmethod
def add_tool_message(self, content: str | list[KernelContent], **kwargs: Any) -> None:
"""Add a tool message to the chat history.
Args:
content: The content of the tool message. If a string, tool_call_id must be provided
as a keyword argument. If a list of KernelContent instances, they should contain
properly configured FunctionResultContent objects.
**kwargs: Additional keyword arguments. For string content, tool_call_id is required.
Optionally one may provide function_name to specify the tool function name. The
function_name is only used for bookkeeping purposes as part of ChatHistory and is
not included in the call to the model.
"""
raise NotImplementedError
@add_tool_message.register
def _(self, content: str, **kwargs: Any) -> None:
"""Add a tool message to the chat history.
Args:
content: The result content of the tool call.
**kwargs: Additional keyword arguments. 'tool_call_id' is required when using string content.
"""
if "tool_call_id" not in kwargs:
raise ContentInitializationError(
"tool_call_id is required when adding a tool message with string content. "
"Tool messages must reference the specific tool call they respond to."
)
self.add_message(message=self._prepare_for_add(role=AuthorRole.TOOL, content=content, **kwargs))
@add_tool_message.register(list)
def _(self, content: list[KernelContent], **kwargs: Any) -> None:
"""Add a tool message to the chat history."""
self.add_message(message=self._prepare_for_add(role=AuthorRole.TOOL, items=content, **kwargs))
def add_message(
self,
message: ChatMessageContent | dict[str, Any],
encoding: str | None = None,
metadata: dict[str, Any] | None = None,
) -> None:
"""Add a message to the history.
This method accepts either a ChatMessageContent instance or a
dictionary with the necessary information to construct a ChatMessageContent instance.
Args:
message (Union[ChatMessageContent, dict]): The message to add, either as
a pre-constructed ChatMessageContent instance or a dictionary specifying 'role' and 'content'.
encoding (Optional[str]): The encoding of the message. Required if 'message' is a dict.
metadata (Optional[dict[str, Any]]): Any metadata to attach to the message. Required if 'message' is a dict.
"""
if isinstance(message, ChatMessageContent):
self.messages.append(message)
return
if "role" not in message:
raise ContentInitializationError(f"Dictionary must contain at least the role. Got: {message}")
if encoding:
message["encoding"] = encoding
if metadata:
message["metadata"] = metadata
self.messages.append(ChatMessageContent(**message))
def _prepare_for_add(
self, role: AuthorRole, content: str | None = None, items: list[KernelContent] | None = None, **kwargs: Any
) -> dict[str, str]:
"""Prepare a message to be added to the history."""
kwargs["role"] = role
if role == AuthorRole.TOOL and content and not items:
tool_call_id = kwargs.pop("tool_call_id", None)
function_name = kwargs.pop("function_name", "unknown")
function_result_content = FunctionResultContent(
function_name=function_name,
result=content,
id=tool_call_id, # Set both id and call_id for compatibility
call_id=tool_call_id,
**kwargs,
)
kwargs["items"] = [function_result_content]
elif content:
kwargs["content"] = content
elif items:
kwargs["items"] = items
return kwargs
def remove_message(self, message: ChatMessageContent) -> bool:
"""Remove a message from the history.
Args:
message (ChatMessageContent): The message to remove.
Returns:
bool: True if the message was removed, False if the message was not found.
"""
try:
self.messages.remove(message)
return True
except ValueError:
return False
def __len__(self) -> int:
"""Return the number of messages in the history."""
return len(self.messages)
def __getitem__(self, index: int) -> ChatMessageContent:
"""Get a message from the history using the [] operator.
Args:
index (int): The index of the message to get.
Returns:
ChatMessageContent: The message at the specified index.
"""
return self.messages[index]
def __contains__(self, item: ChatMessageContent) -> bool:
"""Check if a message is in the history.
Args:
item (ChatMessageContent): The message to check for.
Returns:
bool: True if the message is in the history, False otherwise.
"""
return item in self.messages
def __str__(self) -> str:
"""Return a string representation of the history."""
chat_history_xml = Element(CHAT_HISTORY_TAG)
for message in self.messages:
chat_history_xml.append(message.to_element())
return tostring(chat_history_xml, encoding="unicode", short_empty_elements=True)
def clear(self) -> None:
"""Clear the chat history."""
self.messages.clear()
def extend(self, messages: Iterable[ChatMessageContent]) -> None:
"""Extend the chat history with a list of messages.
Args:
messages: The messages to add to the history.
Can be a list of ChatMessageContent instances or a ChatHistory itself.
"""
self.messages.extend(messages)
def replace(self, messages: Iterable[ChatMessageContent]) -> None:
"""Replace the chat history with a list of messages.
This calls clear() and then extend(messages=messages).
Args:
messages: The messages to add to the history.
Can be a list of ChatMessageContent instances or a ChatHistory itself.
"""
self.clear()
self.extend(messages=messages)
def to_prompt(self) -> str:
"""Return a string representation of the history."""
chat_history_xml = Element(CHAT_HISTORY_TAG)
for message in self.messages:
chat_history_xml.append(message.to_element())
return tostring(chat_history_xml, encoding="unicode", short_empty_elements=True)
def __iter__(self) -> Generator[ChatMessageContent, None, None]: # type: ignore
"""Return an iterator over the messages in the history."""
yield from self.messages
def __eq__(self, other: Any) -> bool:
"""Check if two ChatHistory instances are equal."""
if not isinstance(other, ChatHistory):
return False
return self.messages == other.messages
@classmethod
def from_rendered_prompt(cls: type[_T], rendered_prompt: str) -> _T:
"""Create a ChatHistory instance from a rendered prompt.
Args:
rendered_prompt (str): The rendered prompt to convert to a ChatHistory instance.
Returns:
ChatHistory: The ChatHistory instance created from the rendered prompt.
"""
prompt_tag = "root"
messages: list["ChatMessageContent"] = []
prompt = rendered_prompt.strip()
try:
xml_prompt = XML(text=f"<{prompt_tag}>{prompt}</{prompt_tag}>")
except ParseError as exc:
logger.info(f"Could not parse prompt {prompt} as xml, treating as text, error was: {exc}")
return cls(messages=[ChatMessageContent(role=AuthorRole.USER, content=unescape(prompt))])
if xml_prompt.text and xml_prompt.text.strip():
messages.append(ChatMessageContent(role=AuthorRole.SYSTEM, content=unescape(xml_prompt.text.strip())))
for item in xml_prompt:
if item.tag == CHAT_MESSAGE_CONTENT_TAG:
messages.append(ChatMessageContent.from_element(item))
elif item.tag == CHAT_HISTORY_TAG:
for message in item:
messages.append(ChatMessageContent.from_element(message))
else:
# Unknown XML tags (e.g. HTML tags like <p>, <div>) are not SK
# template tags. Serialize them back to text and append to the
# previous message so that the original content is preserved.
saved_tail = item.tail
item.tail = None
raw = unescape(tostring(item, encoding="unicode", short_empty_elements=False))
item.tail = saved_tail
if messages:
messages[-1].content = (messages[-1].content or "") + raw
else:
messages.append(ChatMessageContent(role=AuthorRole.USER, content=raw))
# For unknown tags the tail is part of the surrounding text,
# so keep it in the same message instead of starting a new one.
if item.tail:
messages[-1].content = (messages[-1].content or "") + unescape(item.tail)
continue
if item.tail and item.tail.strip():
messages.append(ChatMessageContent(role=AuthorRole.USER, content=unescape(item.tail.strip())))
if len(messages) == 1 and messages[0].role == AuthorRole.SYSTEM:
messages[0].role = AuthorRole.USER
return cls(messages=messages)
def serialize(self) -> str:
"""Serializes the ChatHistory instance to a JSON string.
Returns:
str: A JSON string representation of the ChatHistory instance.
Raises:
ValueError: If the ChatHistory instance cannot be serialized to JSON.
"""
try:
return self.model_dump_json(exclude_none=True, indent=2)
except Exception as e: # pragma: no cover
raise ContentSerializationError(f"Unable to serialize ChatHistory to JSON: {e}") from e
@classmethod
def restore_chat_history(cls: type[_T], chat_history_json: str) -> _T:
"""Restores a ChatHistory instance from a JSON string.
Args:
chat_history_json (str): The JSON string to deserialize
into a ChatHistory instance.
Returns:
ChatHistory: The deserialized ChatHistory instance.
Raises:
ValueError: If the JSON string is invalid or the deserialized data
fails validation.
"""
try:
return cls.model_validate_json(chat_history_json)
except Exception as e:
raise ContentInitializationError(f"Invalid JSON format: {e}")
def store_chat_history_to_file(self, file_path: str) -> None:
"""Stores the serialized ChatHistory to a file.
Uses mode "w" which means the file is created if it does not exist and gets truncated if it does.
Args:
file_path: The path to the file where the serialized data will be stored.
"""
json_str = self.serialize()
with open(file_path, "w") as local_file:
local_file.write(json_str)
@classmethod
def load_chat_history_from_file(cls: type[_T], file_path: str) -> _T:
"""Loads the ChatHistory from a file.
Uses mode "r" which means it can only be read if it exists.
Args:
file_path: The path to the file from which to load the ChatHistory.
Returns:
ChatHistory: The deserialized ChatHistory instance.
"""
with open(file_path) as file:
json_str = file.read()
return cls.restore_chat_history(json_str)