# 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))
            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)
