import logging
import random
import re
import string
import time
import uuid
from collections.abc import Generator
from contextlib import contextmanager
from typing import Any
from typing import cast

from retry import retry
from slack_sdk import WebClient
from slack_sdk.errors import SlackApiError
from slack_sdk.models.blocks import Block
from slack_sdk.models.blocks import SectionBlock
from slack_sdk.models.metadata import Metadata
from slack_sdk.socket_mode import SocketModeClient

from onyx.configs.app_configs import DISABLE_TELEMETRY
from onyx.configs.constants import ID_SEPARATOR
from onyx.configs.constants import MessageType
from onyx.configs.onyxbot_configs import DANSWER_BOT_FEEDBACK_VISIBILITY
from onyx.configs.onyxbot_configs import DANSWER_BOT_MAX_QPM
from onyx.configs.onyxbot_configs import DANSWER_BOT_MAX_WAIT_TIME
from onyx.configs.onyxbot_configs import DANSWER_BOT_NUM_RETRIES
from onyx.configs.onyxbot_configs import (
    DANSWER_BOT_RESPONSE_LIMIT_PER_TIME_PERIOD,
)
from onyx.configs.onyxbot_configs import (
    DANSWER_BOT_RESPONSE_LIMIT_TIME_PERIOD_SECONDS,
)
from onyx.connectors.slack.utils import make_slack_api_rate_limited
from onyx.connectors.slack.utils import SlackTextCleaner
from onyx.db.engine import get_session_with_current_tenant
from onyx.db.users import get_user_by_email
from onyx.llm.exceptions import GenAIDisabledException
from onyx.llm.factory import get_default_llms
from onyx.llm.utils import dict_based_prompt_to_langchain_prompt
from onyx.llm.utils import message_to_string
from onyx.onyxbot.slack.constants import FeedbackVisibility
from onyx.onyxbot.slack.models import ThreadMessage
from onyx.prompts.miscellaneous_prompts import SLACK_LANGUAGE_REPHRASE_PROMPT
from onyx.utils.logger import setup_logger
from onyx.utils.telemetry import optional_telemetry
from onyx.utils.telemetry import RecordType
from onyx.utils.text_processing import replace_whitespaces_w_space
from shared_configs.contextvars import CURRENT_TENANT_ID_CONTEXTVAR

logger = setup_logger()


_DANSWER_BOT_SLACK_BOT_ID: str | None = None
_DANSWER_BOT_MESSAGE_COUNT: int = 0
_DANSWER_BOT_COUNT_START_TIME: float = time.time()


def get_onyx_bot_slack_bot_id(web_client: WebClient) -> Any:
    global _DANSWER_BOT_SLACK_BOT_ID
    if _DANSWER_BOT_SLACK_BOT_ID is None:
        _DANSWER_BOT_SLACK_BOT_ID = web_client.auth_test().get("user_id")
    return _DANSWER_BOT_SLACK_BOT_ID


def check_message_limit() -> bool:
    """
    This isnt a perfect solution.
    High traffic at the end of one period and start of another could cause
    the limit to be exceeded.
    """
    if DANSWER_BOT_RESPONSE_LIMIT_PER_TIME_PERIOD == 0:
        return True
    global _DANSWER_BOT_MESSAGE_COUNT
    global _DANSWER_BOT_COUNT_START_TIME
    time_since_start = time.time() - _DANSWER_BOT_COUNT_START_TIME
    if time_since_start > DANSWER_BOT_RESPONSE_LIMIT_TIME_PERIOD_SECONDS:
        _DANSWER_BOT_MESSAGE_COUNT = 0
        _DANSWER_BOT_COUNT_START_TIME = time.time()
    if (_DANSWER_BOT_MESSAGE_COUNT + 1) > DANSWER_BOT_RESPONSE_LIMIT_PER_TIME_PERIOD:
        logger.error(
            f"OnyxBot has reached the message limit {DANSWER_BOT_RESPONSE_LIMIT_PER_TIME_PERIOD}"
            f" for the time period {DANSWER_BOT_RESPONSE_LIMIT_TIME_PERIOD_SECONDS} seconds."
            " These limits are configurable in backend/onyx/configs/onyxbot_configs.py"
        )
        return False
    _DANSWER_BOT_MESSAGE_COUNT += 1
    return True


def rephrase_slack_message(msg: str) -> str:
    def _get_rephrase_message() -> list[dict[str, str]]:
        messages = [
            {
                "role": "user",
                "content": SLACK_LANGUAGE_REPHRASE_PROMPT.format(query=msg),
            },
        ]

        return messages

    try:
        llm, _ = get_default_llms(timeout=5)
    except GenAIDisabledException:
        logger.warning("Unable to rephrase Slack user message, Gen AI disabled")
        return msg
    messages = _get_rephrase_message()
    filled_llm_prompt = dict_based_prompt_to_langchain_prompt(messages)
    model_output = message_to_string(llm.invoke(filled_llm_prompt))
    logger.debug(model_output)

    return model_output


def update_emote_react(
    emoji: str,
    channel: str,
    message_ts: str | None,
    remove: bool,
    client: WebClient,
) -> None:
    try:
        if not message_ts:
            logger.error(
                f"Tried to remove a react in {channel} but no message specified"
            )
            return

        func = client.reactions_remove if remove else client.reactions_add
        slack_call = make_slack_api_rate_limited(func)  # type: ignore
        slack_call(
            name=emoji,
            channel=channel,
            timestamp=message_ts,
        )
    except SlackApiError as e:
        if remove:
            logger.error(f"Failed to remove Reaction due to: {e}")
        else:
            logger.error(f"Was not able to react to user message due to: {e}")


def remove_onyx_bot_tag(message_str: str, client: WebClient) -> str:
    bot_tag_id = get_onyx_bot_slack_bot_id(web_client=client)
    return re.sub(rf"<@{bot_tag_id}>\s", "", message_str)


def _check_for_url_in_block(block: Block) -> bool:
    """
    Check if the block has a key that contains "url" in it
    """
    block_dict = block.to_dict()

    def check_dict_for_url(d: dict) -> bool:
        for key, value in d.items():
            if "url" in key.lower():
                return True
            if isinstance(value, dict):
                if check_dict_for_url(value):
                    return True
            elif isinstance(value, list):
                for item in value:
                    if isinstance(item, dict) and check_dict_for_url(item):
                        return True
        return False

    return check_dict_for_url(block_dict)


def _build_error_block(error_message: str) -> Block:
    """
    Build an error block to display in slack so that the user can see
    the error without completely breaking
    """
    display_text = (
        "There was an error displaying all of the Onyx answers."
        f" Please let an admin or an onyx developer know. Error: {error_message}"
    )
    return SectionBlock(text=display_text)


@retry(
    tries=DANSWER_BOT_NUM_RETRIES,
    delay=0.25,
    backoff=2,
    logger=cast(logging.Logger, logger),
)
def respond_in_thread(
    client: WebClient,
    channel: str,
    thread_ts: str | None,
    text: str | None = None,
    blocks: list[Block] | None = None,
    receiver_ids: list[str] | None = None,
    metadata: Metadata | None = None,
    unfurl: bool = True,
) -> list[str]:
    if not text and not blocks:
        raise ValueError("One of `text` or `blocks` must be provided")

    message_ids: list[str] = []
    if not receiver_ids:
        slack_call = make_slack_api_rate_limited(client.chat_postMessage)
        try:
            response = slack_call(
                channel=channel,
                text=text,
                blocks=blocks,
                thread_ts=thread_ts,
                metadata=metadata,
                unfurl_links=unfurl,
                unfurl_media=unfurl,
            )
        except Exception as e:
            logger.warning(f"Failed to post message: {e} \n blocks: {blocks}")
            logger.warning("Trying again without blocks that have urls")

            if not blocks:
                raise e

            blocks_without_urls = [
                block for block in blocks if not _check_for_url_in_block(block)
            ]
            blocks_without_urls.append(_build_error_block(str(e)))

            # Try again wtihout blocks containing url
            response = slack_call(
                channel=channel,
                text=text,
                blocks=blocks_without_urls,
                thread_ts=thread_ts,
                metadata=metadata,
                unfurl_links=unfurl,
                unfurl_media=unfurl,
            )

        message_ids.append(response["message_ts"])
    else:
        slack_call = make_slack_api_rate_limited(client.chat_postEphemeral)
        for receiver in receiver_ids:
            try:
                response = slack_call(
                    channel=channel,
                    user=receiver,
                    text=text,
                    blocks=blocks,
                    thread_ts=thread_ts,
                    metadata=metadata,
                    unfurl_links=unfurl,
                    unfurl_media=unfurl,
                )
            except Exception as e:
                logger.warning(f"Failed to post message: {e} \n blocks: {blocks}")
                logger.warning("Trying again without blocks that have urls")

                if not blocks:
                    raise e

                blocks_without_urls = [
                    block for block in blocks if not _check_for_url_in_block(block)
                ]
                blocks_without_urls.append(_build_error_block(str(e)))

                # Try again wtihout blocks containing url
                response = slack_call(
                    channel=channel,
                    user=receiver,
                    text=text,
                    blocks=blocks_without_urls,
                    thread_ts=thread_ts,
                    metadata=metadata,
                    unfurl_links=unfurl,
                    unfurl_media=unfurl,
                )

            message_ids.append(response["message_ts"])

    return message_ids


def build_feedback_id(
    message_id: int,
    document_id: str | None = None,
    document_rank: int | None = None,
) -> str:
    unique_prefix = "".join(random.choice(string.ascii_letters) for _ in range(10))
    if document_id is not None:
        if not document_id or document_rank is None:
            raise ValueError("Invalid document, missing information")
        if ID_SEPARATOR in document_id:
            raise ValueError(
                "Separator pattern should not already exist in document id"
            )
        feedback_id = ID_SEPARATOR.join(
            [str(message_id), document_id, str(document_rank)]
        )
    else:
        feedback_id = str(message_id)

    return unique_prefix + ID_SEPARATOR + feedback_id


def build_continue_in_web_ui_id(
    message_id: int,
) -> str:
    unique_prefix = str(uuid.uuid4())[:10]
    return unique_prefix + ID_SEPARATOR + str(message_id)


def decompose_action_id(feedback_id: str) -> tuple[int, str | None, int | None]:
    """Decompose into query_id, document_id, document_rank, see above function"""
    try:
        components = feedback_id.split(ID_SEPARATOR)
        if len(components) != 2 and len(components) != 4:
            raise ValueError("Feedback ID does not contain right number of elements")

        if len(components) == 2:
            return int(components[-1]), None, None

        return int(components[1]), components[2], int(components[3])

    except Exception as e:
        logger.error(e)
        raise ValueError("Received invalid Feedback Identifier")


def get_view_values(state_values: dict[str, Any]) -> dict[str, str]:
    """Extract view values

    Args:
        state_values (dict): The Slack view-submission values

    Returns:
        dict: keys/values of the view state content
    """
    view_values = {}
    for _, view_data in state_values.items():
        for k, v in view_data.items():
            if (
                "selected_option" in v
                and isinstance(v["selected_option"], dict)
                and "value" in v["selected_option"]
            ):
                view_values[k] = v["selected_option"]["value"]
            elif "selected_options" in v and isinstance(v["selected_options"], list):
                view_values[k] = [
                    x["value"] for x in v["selected_options"] if "value" in x
                ]
            elif "selected_date" in v:
                view_values[k] = v["selected_date"]
            elif "value" in v:
                view_values[k] = v["value"]
    return view_values


def translate_vespa_highlight_to_slack(match_strs: list[str], used_chars: int) -> str:
    def _replace_highlight(s: str) -> str:
        s = re.sub(r"(?<=[^\s])<hi>(.*?)</hi>", r"\1", s)
        s = s.replace("</hi>", "*").replace("<hi>", "*")
        return s

    final_matches = [
        replace_whitespaces_w_space(_replace_highlight(match_str)).strip()
        for match_str in match_strs
        if match_str
    ]
    combined = "... ".join(final_matches)

    # Slack introduces "Show More" after 300 on desktop which is ugly
    # But don't trim the message if there is still a highlight after 300 chars
    remaining = 300 - used_chars
    if len(combined) > remaining and "*" not in combined[remaining:]:
        combined = combined[: remaining - 3] + "..."

    return combined


def remove_slack_text_interactions(slack_str: str) -> str:
    slack_str = SlackTextCleaner.replace_tags_basic(slack_str)
    slack_str = SlackTextCleaner.replace_channels_basic(slack_str)
    slack_str = SlackTextCleaner.replace_special_mentions(slack_str)
    slack_str = SlackTextCleaner.replace_special_catchall(slack_str)
    slack_str = SlackTextCleaner.add_zero_width_whitespace_after_tag(slack_str)
    return slack_str


def get_channel_from_id(client: WebClient, channel_id: str) -> dict[str, Any]:
    response = client.conversations_info(channel=channel_id)
    response.validate()
    return response["channel"]


def get_channel_name_from_id(
    client: WebClient, channel_id: str
) -> tuple[str | None, bool]:
    try:
        channel_info = get_channel_from_id(client, channel_id)
        name = channel_info.get("name")
        is_dm = any([channel_info.get("is_im"), channel_info.get("is_mpim")])
        return name, is_dm
    except SlackApiError as e:
        logger.exception(f"Couldn't fetch channel name from id: {channel_id}")
        raise e


def fetch_slack_user_ids_from_emails(
    user_emails: list[str], client: WebClient
) -> tuple[list[str], list[str]]:
    user_ids: list[str] = []
    failed_to_find: list[str] = []
    for email in user_emails:
        try:
            user = client.users_lookupByEmail(email=email)
            user_ids.append(user.data["user"]["id"])  # type: ignore
        except Exception:
            logger.error(f"Was not able to find slack user by email: {email}")
            failed_to_find.append(email)

    return user_ids, failed_to_find


def fetch_user_ids_from_groups(
    given_names: list[str], client: WebClient
) -> tuple[list[str], list[str]]:
    user_ids: list[str] = []
    failed_to_find: list[str] = []
    try:
        response = client.usergroups_list()
        if not isinstance(response.data, dict):
            logger.error("Error fetching user groups")
            return user_ids, given_names

        all_group_data = response.data.get("usergroups", [])
        name_id_map = {d["name"]: d["id"] for d in all_group_data}
        handle_id_map = {d["handle"]: d["id"] for d in all_group_data}
        for given_name in given_names:
            group_id = name_id_map.get(given_name) or handle_id_map.get(
                given_name.lstrip("@")
            )
            if not group_id:
                failed_to_find.append(given_name)
                continue
            try:
                response = client.usergroups_users_list(usergroup=group_id)
                if isinstance(response.data, dict):
                    user_ids.extend(response.data.get("users", []))
                else:
                    failed_to_find.append(given_name)
            except Exception as e:
                logger.error(f"Error fetching user group ids: {str(e)}")
                failed_to_find.append(given_name)
    except Exception as e:
        logger.error(f"Error fetching user groups: {str(e)}")
        failed_to_find = given_names

    return user_ids, failed_to_find


def fetch_group_ids_from_names(
    given_names: list[str], client: WebClient
) -> tuple[list[str], list[str]]:
    group_data: list[str] = []
    failed_to_find: list[str] = []

    try:
        response = client.usergroups_list()
        if not isinstance(response.data, dict):
            logger.error("Error fetching user groups")
            return group_data, given_names

        all_group_data = response.data.get("usergroups", [])

        name_id_map = {d["name"]: d["id"] for d in all_group_data}
        handle_id_map = {d["handle"]: d["id"] for d in all_group_data}

        for given_name in given_names:
            id = handle_id_map.get(given_name.lstrip("@"))
            id = id or name_id_map.get(given_name)
            if id:
                group_data.append(id)
            else:
                failed_to_find.append(given_name)
    except Exception as e:
        failed_to_find = given_names
        logger.error(f"Error fetching user groups: {str(e)}")

    return group_data, failed_to_find


def fetch_user_semantic_id_from_id(
    user_id: str | None, client: WebClient
) -> str | None:
    if not user_id:
        return None

    response = make_slack_api_rate_limited(client.users_info)(user=user_id)
    if not response["ok"]:
        return None

    user: dict = cast(dict[Any, dict], response.data).get("user", {})

    return (
        user.get("real_name")
        or user.get("name")
        or user.get("profile", {}).get("email")
    )


def read_slack_thread(
    channel: str, thread: str, client: WebClient
) -> list[ThreadMessage]:
    thread_messages: list[ThreadMessage] = []
    response = client.conversations_replies(channel=channel, ts=thread)
    replies = cast(dict, response.data).get("messages", [])
    for reply in replies:
        if "user" in reply and "bot_id" not in reply:
            message = reply["text"]
            user_sem_id = (
                fetch_user_semantic_id_from_id(reply.get("user"), client)
                or "Unknown User"
            )
            message_type = MessageType.USER
        else:
            self_slack_bot_id = get_onyx_bot_slack_bot_id(client)
            blocks: Any
            if reply.get("user") == self_slack_bot_id:
                # OnyxBot response
                message_type = MessageType.ASSISTANT
                user_sem_id = "Assistant"

                # OnyxBot responses have both text and blocks
                # The useful content is in the blocks, specifically the first block unless there are
                # auto-detected filters
                blocks = reply.get("blocks")
                if not blocks:
                    logger.warning(f"OnyxBot response has no blocks: {reply}")
                    continue

                message = blocks[0].get("text", {}).get("text")

                # If auto-detected filters are on, use the second block for the actual answer
                # The first block is the auto-detected filters
                if message.startswith("_Filters"):
                    if len(blocks) < 2:
                        logger.warning(f"Only filter blocks found: {reply}")
                        continue
                    # This is the OnyxBot answer format, if there is a change to how we respond,
                    # this will need to be updated to get the correct "answer" portion
                    message = reply["blocks"][1].get("text", {}).get("text")
            else:
                # Other bots are not counted as the LLM response which only comes from Onyx
                message_type = MessageType.USER
                bot_user_name = fetch_user_semantic_id_from_id(
                    reply.get("user"), client
                )
                user_sem_id = bot_user_name or "Unknown" + " Bot"

                # For other bots, just use the text as we have no way of knowing that the
                # useful portion is
                message = reply.get("text")
                if not message:
                    message = blocks[0].get("text", {}).get("text")

            if not message:
                logger.warning("Skipping Slack thread message, no text found")
                continue

        message = remove_onyx_bot_tag(message, client=client)
        thread_messages.append(
            ThreadMessage(message=message, sender=user_sem_id, role=message_type)
        )

    return thread_messages


def slack_usage_report(action: str, sender_id: str | None, client: WebClient) -> None:
    if DISABLE_TELEMETRY:
        return

    onyx_user = None
    sender_email = None
    try:
        sender_email = client.users_info(user=sender_id).data["user"]["profile"]["email"]  # type: ignore
    except Exception:
        logger.warning("Unable to find sender email")

    if sender_email is not None:
        with get_session_with_current_tenant() as db_session:
            onyx_user = get_user_by_email(email=sender_email, db_session=db_session)

    optional_telemetry(
        record_type=RecordType.USAGE,
        data={"action": action},
        user_id=str(onyx_user.id) if onyx_user else "Non-Onyx-Or-No-Auth-User",
    )


class SlackRateLimiter:
    def __init__(self) -> None:
        self.max_qpm: int | None = DANSWER_BOT_MAX_QPM
        self.max_wait_time = DANSWER_BOT_MAX_WAIT_TIME
        self.active_question = 0
        self.last_reset_time = time.time()
        self.waiting_questions: list[int] = []

    def refill(self) -> None:
        # If elapsed time is greater than the period, reset the active question count
        if (time.time() - self.last_reset_time) > 60:
            self.active_question = 0
            self.last_reset_time = time.time()

    def notify(
        self, client: WebClient, channel: str, position: int, thread_ts: str | None
    ) -> None:
        respond_in_thread(
            client=client,
            channel=channel,
            receiver_ids=None,
            text=f"Your question has been queued. You are in position {position}.\n"
            f"Please wait a moment :hourglass_flowing_sand:",
            thread_ts=thread_ts,
        )

    def is_available(self) -> bool:
        if self.max_qpm is None:
            return True

        self.refill()
        return self.active_question < self.max_qpm

    def acquire_slot(self) -> None:
        self.active_question += 1

    def init_waiter(self) -> tuple[int, int]:
        func_randid = random.getrandbits(128)
        self.waiting_questions.append(func_randid)
        position = self.waiting_questions.index(func_randid) + 1

        return func_randid, position

    def waiter(self, func_randid: int) -> None:
        if self.max_qpm is None:
            return

        wait_time = 0
        while (
            self.active_question >= self.max_qpm
            or self.waiting_questions[0] != func_randid
        ):
            if wait_time > self.max_wait_time:
                raise TimeoutError
            time.sleep(2)
            wait_time += 2
            self.refill()

        del self.waiting_questions[0]


def get_feedback_visibility() -> FeedbackVisibility:
    try:
        return FeedbackVisibility(DANSWER_BOT_FEEDBACK_VISIBILITY.lower())
    except ValueError:
        return FeedbackVisibility.PRIVATE


class TenantSocketModeClient(SocketModeClient):
    def __init__(self, tenant_id: str, slack_bot_id: int, *args: Any, **kwargs: Any):
        super().__init__(*args, **kwargs)
        self._tenant_id = tenant_id
        self.slack_bot_id = slack_bot_id

    @contextmanager
    def _set_tenant_context(self) -> Generator[None, None, None]:
        token = None
        try:
            if self._tenant_id:
                token = CURRENT_TENANT_ID_CONTEXTVAR.set(self._tenant_id)
            yield
        finally:
            if token:
                CURRENT_TENANT_ID_CONTEXTVAR.reset(token)

    def enqueue_message(self, message: str) -> None:
        with self._set_tenant_context():
            super().enqueue_message(message)

    def process_message(self) -> None:
        with self._set_tenant_context():
            super().process_message()

    def run_message_listeners(self, message: dict, raw_message: str) -> None:
        with self._set_tenant_context():
            super().run_message_listeners(message, raw_message)