#
# This file is licensed under the Affero General Public License (AGPL) version 3.
#
# Copyright 2017 Vector Creations Ltd
# Copyright (C) 2023 New Vector, Ltd
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU Affero General Public License as
# published by the Free Software Foundation, either version 3 of the
# License, or (at your option) any later version.
#
# See the GNU Affero General Public License for more details:
# <https://www.gnu.org/licenses/agpl-3.0.html>.
#
# Originally licensed under the Apache License, Version 2.0:
# <http://www.apache.org/licenses/LICENSE-2.0>.
#
# [This file includes modifications made by New Vector Limited]
#
#

import logging
import re
import unicodedata
from typing import (
    TYPE_CHECKING,
    Collection,
    Iterable,
    Sequence,
    TypedDict,
    cast,
)

import attr

from synapse.api.errors import StoreError
from synapse.synapse_rust import segmenter as icu
from synapse.util.stringutils import non_null_str_or_none

if TYPE_CHECKING:
    from synapse.server import HomeServer

from synapse.api.constants import EventTypes, HistoryVisibility, JoinRules, UserTypes
from synapse.storage.database import (
    DatabasePool,
    LoggingDatabaseConnection,
    LoggingTransaction,
)
from synapse.storage.databases.main.state import StateFilter
from synapse.storage.databases.main.state_deltas import StateDeltasStore
from synapse.storage.engines import PostgresEngine, Sqlite3Engine
from synapse.types import (
    JsonDict,
    UserID,
    UserProfile,
    get_domain_from_id,
    get_localpart_from_id,
)

logger = logging.getLogger(__name__)

TEMP_TABLE = "_temp_populate_user_directory"


@attr.s(auto_attribs=True, frozen=True)
class _UserDirProfile:
    """Helper type for the user directory code for an entry to be inserted into
    the directory.
    """

    user_id: str

    # If the display name or avatar URL are unexpected types, replace with None
    display_name: str | None = attr.ib(default=None, converter=non_null_str_or_none)
    avatar_url: str | None = attr.ib(default=None, converter=non_null_str_or_none)


class UserDirectoryBackgroundUpdateStore(StateDeltasStore):
    # How many records do we calculate before sending it to
    # add_users_who_share_private_rooms?
    SHARE_PRIVATE_WORKING_SET = 500

    def __init__(
        self,
        database: DatabasePool,
        db_conn: LoggingDatabaseConnection,
        hs: "HomeServer",
    ) -> None:
        super().__init__(database, db_conn, hs)

        self.server_name: str = hs.hostname

        self.db_pool.updates.register_background_update_handler(
            "populate_user_directory_createtables",
            self._populate_user_directory_createtables,
        )
        self.db_pool.updates.register_background_update_handler(
            "populate_user_directory_process_rooms",
            self._populate_user_directory_process_rooms,
        )
        self.db_pool.updates.register_background_update_handler(
            "populate_user_directory_process_users",
            self._populate_user_directory_process_users,
        )
        self.db_pool.updates.register_background_update_handler(
            "populate_user_directory_cleanup", self._populate_user_directory_cleanup
        )

    async def _populate_user_directory_createtables(
        self, progress: JsonDict, batch_size: int
    ) -> int:
        # Get all the rooms that we want to process.
        def _make_staging_area(txn: LoggingTransaction) -> None:
            sql = f"""
                CREATE TABLE IF NOT EXISTS {TEMP_TABLE}_rooms AS
                SELECT room_id, count(*) AS events
                FROM current_state_events
                GROUP BY room_id
            """
            txn.execute(sql)
            txn.execute(
                f"CREATE INDEX IF NOT EXISTS {TEMP_TABLE}_rooms_rm ON {TEMP_TABLE}_rooms (room_id)"
            )
            txn.execute(
                f"CREATE INDEX IF NOT EXISTS {TEMP_TABLE}_rooms_evs ON {TEMP_TABLE}_rooms (events)"
            )

            sql = f"""
                CREATE TABLE IF NOT EXISTS {TEMP_TABLE}_position (
                    position TEXT NOT NULL
                )
            """
            txn.execute(sql)

            sql = f"""
                CREATE TABLE IF NOT EXISTS {TEMP_TABLE}_users AS
                SELECT name AS user_id FROM users
            """
            txn.execute(sql)
            txn.execute(
                f"CREATE INDEX IF NOT EXISTS {TEMP_TABLE}_users_idx ON {TEMP_TABLE}_users (user_id)"
            )

        new_pos = await self.get_max_stream_id_in_current_state_deltas()
        await self.db_pool.runInteraction(
            "populate_user_directory_temp_build", _make_staging_area
        )
        await self.db_pool.simple_insert(
            TEMP_TABLE + "_position", {"position": new_pos}
        )

        await self.db_pool.updates._end_background_update(
            "populate_user_directory_createtables"
        )
        return 1

    async def _populate_user_directory_cleanup(
        self,
        progress: JsonDict,
        batch_size: int,
    ) -> int:
        """
        Update the user directory stream position, then clean up the old tables.
        """
        position = await self.db_pool.simple_select_one_onecol(
            TEMP_TABLE + "_position", {}, "position"
        )
        await self.update_user_directory_stream_pos(position)

        def _delete_staging_area(txn: LoggingTransaction) -> None:
            txn.execute("DROP TABLE IF EXISTS " + TEMP_TABLE + "_rooms")
            txn.execute("DROP TABLE IF EXISTS " + TEMP_TABLE + "_users")
            txn.execute("DROP TABLE IF EXISTS " + TEMP_TABLE + "_position")

        await self.db_pool.runInteraction(
            "populate_user_directory_cleanup", _delete_staging_area
        )

        await self.db_pool.updates._end_background_update(
            "populate_user_directory_cleanup"
        )
        return 1

    async def _populate_user_directory_process_rooms(
        self, progress: JsonDict, batch_size: int
    ) -> int:
        """
        Rescan the state of all rooms so we can track

        - who's in a public room;
        - which local users share a private room with other users (local
          and remote); and
        - who should be in the user_directory.

        Args:
            progress
            batch_size: Maximum number of state events to process per cycle.

        Returns:
            number of events processed.
        """
        # If we don't have progress filed, delete everything.
        if not progress:
            await self.delete_all_from_user_dir()

        def _get_next_batch(
            txn: LoggingTransaction,
        ) -> Sequence[tuple[str, int]] | None:
            # Only fetch 250 rooms, so we don't fetch too many at once, even
            # if those 250 rooms have less than batch_size state events.
            sql = """
                SELECT room_id, events FROM %s
                ORDER BY events DESC
                LIMIT 250
            """ % (TEMP_TABLE + "_rooms",)
            txn.execute(sql)
            rooms_to_work_on = cast(list[tuple[str, int]], txn.fetchall())

            if not rooms_to_work_on:
                return None

            if "remaining" not in progress:
                # Get how many are left to process, so we can give status on how
                # far we are in processing
                txn.execute("SELECT COUNT(*) FROM " + TEMP_TABLE + "_rooms")
                result = txn.fetchone()
                assert result is not None
                progress["remaining"] = result[0]

            return rooms_to_work_on

        rooms_to_work_on = await self.db_pool.runInteraction(
            "populate_user_directory_temp_read", _get_next_batch
        )

        # No more rooms -- complete the transaction.
        if not rooms_to_work_on:
            await self.db_pool.updates._end_background_update(
                "populate_user_directory_process_rooms"
            )
            return 1

        logger.debug(
            "Processing the next %d rooms of %d remaining",
            len(rooms_to_work_on),
            progress["remaining"],
        )

        processed_event_count = 0

        for room_id, event_count in rooms_to_work_on:
            is_in_room = await self.is_host_joined(room_id, self.server_name)  # type: ignore[attr-defined]

            if is_in_room:
                users_with_profile = await self.get_users_in_room_with_profiles(room_id)  # type: ignore[attr-defined]
                # Throw away users excluded from the directory.
                users_with_profile = {
                    user_id: profile
                    for user_id, profile in users_with_profile.items()
                    if not self.hs.is_mine_id(user_id)
                    or await self.should_include_local_user_in_dir(user_id)
                }

                # Upsert a user_directory record for each remote user we see.
                for user_id, profile in users_with_profile.items():
                    # Local users are processed separately in
                    # `_populate_user_directory_users`; there we can read from
                    # the `profiles` table to ensure we don't leak their per-room
                    # profiles. It also means we write local users to this table
                    # exactly once, rather than once for every room they're in.
                    if self.hs.is_mine_id(user_id):
                        continue
                    # TODO `users_with_profile` above reads from the `user_directory`
                    #   table, meaning that `profile` is bespoke to this room.
                    #   and this leaks remote users' per-room profiles to the user directory.
                    await self.update_profile_in_user_dir(
                        user_id, profile.display_name, profile.avatar_url
                    )

                # Now update the room sharing tables to include this room.
                is_public = await self.is_room_world_readable_or_publicly_joinable(
                    room_id
                )
                if is_public:
                    if users_with_profile:
                        await self.add_users_in_public_rooms(
                            room_id, users_with_profile.keys()
                        )
                else:
                    to_insert = set()
                    for user_id in users_with_profile:
                        # We want the set of pairs (L, M) where L and M are
                        # in `users_with_profile` and L is local.
                        # Do so by looking for the local user L first.
                        if not self.hs.is_mine_id(user_id):
                            continue

                        for other_user_id in users_with_profile:
                            if user_id == other_user_id:
                                continue

                            user_set = (user_id, other_user_id)
                            to_insert.add(user_set)

                            # If it gets too big, stop and write to the database
                            # to prevent storing too much in RAM.
                            if len(to_insert) >= self.SHARE_PRIVATE_WORKING_SET:
                                await self.add_users_who_share_private_room(
                                    room_id, to_insert
                                )
                                to_insert.clear()

                    if to_insert:
                        await self.add_users_who_share_private_room(room_id, to_insert)
                        to_insert.clear()

            # We've finished a room. Delete it from the table.
            await self.db_pool.simple_delete_one(
                TEMP_TABLE + "_rooms", {"room_id": room_id}
            )
            # Update the remaining counter.
            progress["remaining"] -= 1
            await self.db_pool.runInteraction(
                "populate_user_directory",
                self.db_pool.updates._background_update_progress_txn,
                "populate_user_directory_process_rooms",
                progress,
            )

            processed_event_count += event_count

            if processed_event_count > batch_size:
                # Don't process any more rooms, we've hit our batch size.
                break

        await self.db_pool.runInteraction(
            "populate_user_directory",
            self.db_pool.updates._background_update_progress_txn,
            "populate_user_directory_process_rooms",
            progress,
        )

        return processed_event_count

    async def _populate_user_directory_process_users(
        self, progress: JsonDict, batch_size: int
    ) -> int:
        """
        Add all local users to the user directory.
        """

        def _populate_user_directory_process_users_txn(
            txn: LoggingTransaction,
        ) -> int | None:
            # Note: we use an ORDER BY in the SELECT to force usage of an
            # index. Otherwise, postgres does a sequential scan that is
            # surprisingly slow (I think due to the fact it will read/skip
            # over lots of already deleted rows).
            sql = f"""
                DELETE FROM {TEMP_TABLE + "_users"}
                WHERE user_id IN (
                    SELECT user_id FROM {TEMP_TABLE + "_users"} ORDER BY user_id LIMIT ?
                )
                RETURNING user_id
            """
            txn.execute(sql, (batch_size,))
            user_result = cast(list[tuple[str]], txn.fetchall())

            if not user_result:
                return None

            users_to_work_on = [x[0] for x in user_result]

            if "remaining" not in progress:
                # Get how many are left to process, so we can give status on how
                # far we are in processing
                sql = "SELECT COUNT(*) FROM " + TEMP_TABLE + "_users"
                txn.execute(sql)
                count_result = txn.fetchone()
                assert count_result is not None
                progress["remaining"] = count_result[0]

            if not users_to_work_on:
                return None

            logger.debug(
                "Processing the next %d users of %d remaining",
                len(users_to_work_on),
                progress["remaining"],
            )

            # First filter down to users we want to insert into the user directory.
            users_to_insert = self._filter_local_users_for_dir_txn(
                txn, users_to_work_on
            )

            # Next fetch their profiles. Note that not all users have profiles.
            profile_rows = cast(
                list[tuple[str, str | None, str | None]],
                self.db_pool.simple_select_many_txn(
                    txn,
                    table="profiles",
                    column="full_user_id",
                    iterable=list(users_to_insert),
                    retcols=(
                        "full_user_id",
                        "displayname",
                        "avatar_url",
                    ),
                    keyvalues={},
                ),
            )
            profiles = {
                full_user_id: _UserDirProfile(full_user_id, displayname, avatar_url)
                for full_user_id, displayname, avatar_url in profile_rows
            }

            profiles_to_insert = [
                profiles.get(user_id) or _UserDirProfile(user_id)
                for user_id in users_to_insert
            ]

            # Actually insert the users with their profiles into the directory.
            self._update_profiles_in_user_dir_txn(txn, profiles_to_insert)

            # Update the remaining counter.
            progress["remaining"] -= len(users_to_work_on)
            self.db_pool.updates._background_update_progress_txn(
                txn, "populate_user_directory_process_users", progress
            )
            return len(users_to_work_on)

        processed_count = await self.db_pool.runInteraction(
            "populate_user_directory_temp", _populate_user_directory_process_users_txn
        )

        # No more users -- complete the transaction.
        if not processed_count:
            await self.db_pool.updates._end_background_update(
                "populate_user_directory_process_users"
            )
            return 1

        return processed_count

    async def should_include_local_user_in_dir(self, user: str) -> bool:
        """Certain classes of local user are omitted from the user directory.
        Is this user one of them?
        """
        # We're opting to exclude the appservice sender (user defined by the
        # `sender_localpart` in the appservice registration) even though
        # technically it could be DM-able. In the future, this could potentially
        # be configurable per-appservice whether the appservice sender can be
        # contacted.
        if self.get_app_service_by_user_id(user) is not None:  # type: ignore[attr-defined]
            return False

        # We're opting to exclude appservice users (anyone matching the user
        # namespace regex in the appservice registration) even though technically
        # they could be DM-able. In the future, this could potentially
        # be configurable per-appservice whether the appservice users can be
        # contacted.
        if self.get_if_app_services_interested_in_user(user):  # type: ignore[attr-defined]
            # TODO we might want to make this configurable for each app service
            return False

        # Support users are for diagnostics and should not appear in the user directory.
        if await self.is_support_user(user):  # type: ignore[attr-defined]
            return False

        # Deactivated users aren't contactable, so should not appear in the user directory.
        try:
            if await self.get_user_deactivated_status(user):  # type: ignore[attr-defined]
                return False
        except StoreError:
            # No such user in the users table. No need to do this when calling
            # is_support_user---that returns False if the user is missing.
            return False

        return True

    def _filter_local_users_for_dir_txn(
        self, txn: LoggingTransaction, users: Collection[str]
    ) -> Collection[str]:
        """A batched version of `should_include_local_user_in_dir`"""
        users = [
            user
            for user in users
            if self.get_app_service_by_user_id(user) is None  # type: ignore[attr-defined]
            and not self.get_if_app_services_interested_in_user(user)  # type: ignore[attr-defined]
        ]

        rows = cast(
            list[tuple[str, str | None]],
            self.db_pool.simple_select_many_txn(
                txn,
                table="users",
                column="name",
                iterable=users,
                keyvalues={
                    "deactivated": 0,
                },
                retcols=("name", "user_type"),
            ),
        )

        return [name for name, user_type in rows if user_type != UserTypes.SUPPORT]

    async def is_room_world_readable_or_publicly_joinable(self, room_id: str) -> bool:
        """Check if the room is either world_readable or publically joinable"""

        # Create a state filter that only queries join and history state event
        types_to_filter = (
            (EventTypes.JoinRules, ""),
            (EventTypes.RoomHistoryVisibility, ""),
        )

        # Getting the partial state is fine, as we're not looking at membership
        # events.
        current_state_ids = await self.get_partial_filtered_current_state_ids(  # type: ignore[attr-defined]
            room_id, StateFilter.from_types(types_to_filter)
        )

        join_rules_id = current_state_ids.get((EventTypes.JoinRules, ""))
        if join_rules_id:
            join_rule_ev = await self.get_event(join_rules_id, allow_none=True)  # type: ignore[attr-defined]
            if join_rule_ev:
                if join_rule_ev.content.get("join_rule") == JoinRules.PUBLIC:
                    return True

        hist_vis_id = current_state_ids.get((EventTypes.RoomHistoryVisibility, ""))
        if hist_vis_id:
            hist_vis_ev = await self.get_event(hist_vis_id, allow_none=True)  # type: ignore[attr-defined]
            if hist_vis_ev:
                if (
                    hist_vis_ev.content.get("history_visibility")
                    == HistoryVisibility.WORLD_READABLE
                ):
                    return True

        return False

    async def set_remote_user_profile_in_user_dir_stale(
        self, user_id: str, next_try_at_ms: int, retry_counter: int
    ) -> None:
        """
        Marks a remote user as having a possibly-stale user directory profile.

        Args:
            user_id: the remote user who may have a stale profile on this server.
            next_try_at_ms: timestamp in ms after which the user directory profile can be
                refreshed.
            retry_counter: number of failures in refreshing the profile so far. Used for
                exponential backoff calculations.
        """
        assert not self.hs.is_mine_id(user_id), (
            "Can't mark a local user as a stale remote user."
        )

        server_name = UserID.from_string(user_id).domain

        await self.db_pool.simple_upsert(
            table="user_directory_stale_remote_users",
            keyvalues={"user_id": user_id},
            values={
                "next_try_at_ts": next_try_at_ms,
                "retry_counter": retry_counter,
                "user_server_name": server_name,
            },
            desc="set_remote_user_profile_in_user_dir_stale",
        )

    async def clear_remote_user_profile_in_user_dir_stale(self, user_id: str) -> None:
        """
        Marks a remote user as no longer having a possibly-stale user directory profile.

        Args:
            user_id: the remote user who no longer has a stale profile on this server.
        """
        await self.db_pool.simple_delete(
            table="user_directory_stale_remote_users",
            keyvalues={"user_id": user_id},
            desc="clear_remote_user_profile_in_user_dir_stale",
        )

    async def get_remote_servers_with_profiles_to_refresh(
        self, now_ts: int, limit: int
    ) -> list[str]:
        """
        Get a list of up to `limit` server names which have users whose
        locally-cached profiles we believe to be stale
        and are refreshable given the current time `now_ts` in milliseconds.
        """

        def _get_remote_servers_with_refreshable_profiles_txn(
            txn: LoggingTransaction,
        ) -> list[str]:
            sql = """
                SELECT user_server_name
                FROM user_directory_stale_remote_users
                WHERE next_try_at_ts < ?
                GROUP BY user_server_name
                ORDER BY MIN(next_try_at_ts), user_server_name
                LIMIT ?
            """
            txn.execute(sql, (now_ts, limit))
            return [row[0] for row in txn]

        return await self.db_pool.runInteraction(
            "get_remote_servers_with_profiles_to_refresh",
            _get_remote_servers_with_refreshable_profiles_txn,
        )

    async def get_remote_users_to_refresh_on_server(
        self, server_name: str, now_ts: int, limit: int
    ) -> list[tuple[str, int, int]]:
        """
        Get a list of up to `limit` user IDs from the server `server_name`
        whose locally-cached profiles we believe to be stale
        and are refreshable given the current time `now_ts` in milliseconds.

        Returns:
            tuple of:
                - User ID
                - Retry counter (number of failures so far)
                - Time the retry is scheduled for, in milliseconds
        """

        def _get_remote_users_to_refresh_on_server_txn(
            txn: LoggingTransaction,
        ) -> list[tuple[str, int, int]]:
            sql = """
                SELECT user_id, retry_counter, next_try_at_ts
                FROM user_directory_stale_remote_users
                WHERE user_server_name = ? AND next_try_at_ts < ?
                ORDER BY next_try_at_ts
                LIMIT ?
            """
            txn.execute(sql, (server_name, now_ts, limit))
            return cast(list[tuple[str, int, int]], txn.fetchall())

        return await self.db_pool.runInteraction(
            "get_remote_users_to_refresh_on_server",
            _get_remote_users_to_refresh_on_server_txn,
        )

    async def update_profile_in_user_dir(
        self, user_id: str, display_name: str | None, avatar_url: str | None
    ) -> None:
        """
        Update or add a user's profile in the user directory.
        If the user is remote, the profile will be marked as not stale.
        """
        await self.db_pool.runInteraction(
            "update_profiles_in_user_dir",
            self._update_profiles_in_user_dir_txn,
            [_UserDirProfile(user_id, display_name, avatar_url)],
        )

    def _update_profiles_in_user_dir_txn(
        self,
        txn: LoggingTransaction,
        profiles: Sequence[_UserDirProfile],
    ) -> None:
        self.db_pool.simple_upsert_many_txn(
            txn,
            table="user_directory",
            key_names=("user_id",),
            key_values=[(p.user_id,) for p in profiles],
            value_names=("display_name", "avatar_url"),
            value_values=[
                (
                    p.display_name,
                    p.avatar_url,
                )
                for p in profiles
            ],
        )

        # Remote users: Make sure the profile is not marked as stale anymore.
        remote_users = [
            p.user_id for p in profiles if not self.hs.is_mine_id(p.user_id)
        ]
        if remote_users:
            self.db_pool.simple_delete_many_txn(
                txn,
                table="user_directory_stale_remote_users",
                column="user_id",
                values=remote_users,
                keyvalues={},
            )

        if isinstance(self.database_engine, PostgresEngine):
            # We weight the localpart most highly, then display name and finally
            # server name
            template = """
                (
                    %s,
                    setweight(to_tsvector('simple', %s), 'A')
                    || setweight(to_tsvector('simple', %s), 'D')
                    || setweight(to_tsvector('simple', COALESCE(%s, '')), 'B')
                )
            """

            sql = """
                    INSERT INTO user_directory_search(user_id, vector)
                    VALUES ? ON CONFLICT (user_id) DO UPDATE SET vector=EXCLUDED.vector
                """
            txn.execute_values(
                sql,
                [
                    (
                        p.user_id,
                        get_localpart_from_id(p.user_id),
                        get_domain_from_id(p.user_id),
                        (
                            _filter_text_for_index(p.display_name)
                            if p.display_name
                            else None
                        ),
                    )
                    for p in profiles
                ],
                template=template,
                fetch=False,
            )
        elif isinstance(self.database_engine, Sqlite3Engine):
            values = []
            for p in profiles:
                if p.display_name is not None:
                    index_display_name = _filter_text_for_index(p.display_name)
                    value = f"{p.user_id} {index_display_name}"
                else:
                    value = p.user_id

                values.append((value,))

            self.db_pool.simple_upsert_many_txn(
                txn,
                table="user_directory_search",
                key_names=("user_id",),
                key_values=[(p.user_id,) for p in profiles],
                value_names=("value",),
                value_values=values,
            )
        else:
            # This should be unreachable.
            raise Exception("Unrecognized database engine")

    async def add_users_who_share_private_room(
        self, room_id: str, user_id_tuples: Iterable[tuple[str, str]]
    ) -> None:
        """Insert entries into the users_who_share_private_rooms table. The first
        user should be a local user.

        Args:
            room_id
            user_id_tuples: iterable of 2-tuple of user IDs.
        """

        await self.db_pool.simple_upsert_many(
            table="users_who_share_private_rooms",
            key_names=["user_id", "other_user_id", "room_id"],
            key_values=[
                (user_id, other_user_id, room_id)
                for user_id, other_user_id in user_id_tuples
            ],
            value_names=(),
            value_values=(),
            desc="add_users_who_share_room",
        )

    async def add_users_in_public_rooms(
        self, room_id: str, user_ids: Iterable[str]
    ) -> None:
        """Insert entries into the users_in_public_rooms table.

        Args:
            room_id
            user_ids
        """

        await self.db_pool.simple_upsert_many(
            table="users_in_public_rooms",
            key_names=["user_id", "room_id"],
            key_values=[(user_id, room_id) for user_id in user_ids],
            value_names=(),
            value_values=(),
            desc="add_users_in_public_rooms",
        )

    async def delete_all_from_user_dir(self) -> None:
        """Delete the entire user directory"""

        def _delete_all_from_user_dir_txn(txn: LoggingTransaction) -> None:
            # SQLite doesn't support TRUNCATE.
            # On Postgres, DELETE FROM does a table scan but TRUNCATE is more efficient.
            truncate = (
                "DELETE FROM"
                if isinstance(self.database_engine, Sqlite3Engine)
                else "TRUNCATE"
            )
            txn.execute(f"{truncate} user_directory")
            txn.execute(f"{truncate} user_directory_search")
            txn.execute(f"{truncate} users_in_public_rooms")
            txn.execute(f"{truncate} users_who_share_private_rooms")

        await self.db_pool.runInteraction(
            "delete_all_from_user_dir", _delete_all_from_user_dir_txn
        )

    async def _get_user_in_directory(
        self, user_id: str
    ) -> tuple[str | None, str | None] | None:
        """
        Fetch the user information in the user directory.

        Returns:
            None if the user is unknown, otherwise a tuple of display name and
            avatar URL (both of which may be None).
        """
        return cast(
            tuple[str | None, str | None] | None,
            await self.db_pool.simple_select_one(
                table="user_directory",
                keyvalues={"user_id": user_id},
                retcols=("display_name", "avatar_url"),
                allow_none=True,
                desc="get_user_in_directory",
            ),
        )

    async def update_user_directory_stream_pos(self, stream_id: int | None) -> None:
        await self.db_pool.simple_update_one(
            table="user_directory_stream_pos",
            keyvalues={},
            updatevalues={"stream_id": stream_id},
            desc="update_user_directory_stream_pos",
        )


class SearchResult(TypedDict):
    limited: bool
    results: list[UserProfile]


class UserDirectoryStore(UserDirectoryBackgroundUpdateStore):
    # How many records do we calculate before sending it to
    # add_users_who_share_private_rooms?
    SHARE_PRIVATE_WORKING_SET = 500

    def __init__(
        self,
        database: DatabasePool,
        db_conn: LoggingDatabaseConnection,
        hs: "HomeServer",
    ) -> None:
        super().__init__(database, db_conn, hs)

        self._prefer_local_users_in_search = (
            hs.config.userdirectory.user_directory_search_prefer_local_users
        )
        self._server_name = hs.config.server.server_name

    async def remove_from_user_dir(self, user_id: str) -> None:
        def _remove_from_user_dir_txn(txn: LoggingTransaction) -> None:
            self.db_pool.simple_delete_txn(
                txn, table="user_directory", keyvalues={"user_id": user_id}
            )
            self.db_pool.simple_delete_txn(
                txn, table="user_directory_search", keyvalues={"user_id": user_id}
            )
            self.db_pool.simple_delete_txn(
                txn, table="users_in_public_rooms", keyvalues={"user_id": user_id}
            )
            self.db_pool.simple_delete_txn(
                txn,
                table="users_who_share_private_rooms",
                keyvalues={"user_id": user_id},
            )
            self.db_pool.simple_delete_txn(
                txn,
                table="users_who_share_private_rooms",
                keyvalues={"other_user_id": user_id},
            )

        await self.db_pool.runInteraction(
            "remove_from_user_dir", _remove_from_user_dir_txn
        )

    async def get_users_in_dir_due_to_room(self, room_id: str) -> set[str]:
        """Get all user_ids that are in the room directory because they're
        in the given room_id
        """
        user_ids_share_pub = await self.db_pool.simple_select_onecol(
            table="users_in_public_rooms",
            keyvalues={"room_id": room_id},
            retcol="user_id",
            desc="get_users_in_dir_due_to_room",
        )

        user_ids_share_priv = await self.db_pool.simple_select_onecol(
            table="users_who_share_private_rooms",
            keyvalues={"room_id": room_id},
            retcol="other_user_id",
            desc="get_users_in_dir_due_to_room",
        )

        user_ids = set(user_ids_share_pub)
        user_ids.update(user_ids_share_priv)

        return user_ids

    async def remove_user_who_share_room(self, user_id: str, room_id: str) -> None:
        """
        Deletes entries in the users_who_share_*_rooms table. The first
        user should be a local user.

        Args:
            user_id
            room_id
        """

        def _remove_user_who_share_room_txn(txn: LoggingTransaction) -> None:
            self.db_pool.simple_delete_txn(
                txn,
                table="users_who_share_private_rooms",
                keyvalues={"user_id": user_id, "room_id": room_id},
            )
            self.db_pool.simple_delete_txn(
                txn,
                table="users_who_share_private_rooms",
                keyvalues={"other_user_id": user_id, "room_id": room_id},
            )
            self.db_pool.simple_delete_txn(
                txn,
                table="users_in_public_rooms",
                keyvalues={"user_id": user_id, "room_id": room_id},
            )

        await self.db_pool.runInteraction(
            "remove_user_who_share_room", _remove_user_who_share_room_txn
        )

    async def get_user_dir_rooms_user_is_in(self, user_id: str) -> list[str]:
        """
        Returns the rooms that a user is in.

        Args:
            user_id: Must be a local user

        Returns:
            List of room IDs
        """
        rows = await self.db_pool.simple_select_onecol(
            table="users_who_share_private_rooms",
            keyvalues={"user_id": user_id},
            retcol="room_id",
            desc="get_rooms_user_is_in",
        )

        pub_rows = await self.db_pool.simple_select_onecol(
            table="users_in_public_rooms",
            keyvalues={"user_id": user_id},
            retcol="room_id",
            desc="get_rooms_user_is_in",
        )

        users = set(pub_rows)
        users.update(rows)
        return list(users)

    async def get_user_directory_stream_pos(self) -> int | None:
        """
        Get the stream ID of the user directory stream.

        Returns:
            The stream token or None if the initial background update hasn't happened yet.
        """
        return await self.db_pool.simple_select_one_onecol(
            table="user_directory_stream_pos",
            keyvalues={},
            retcol="stream_id",
            desc="get_user_directory_stream_pos",
        )

    async def search_user_dir(
        self,
        user_id: str,
        search_term: str,
        limit: int,
        show_locked_users: bool = False,
    ) -> SearchResult:
        """Searches for users in directory

        Returns:
            dict of the form::

                {
                    "limited": <bool>,  # whether there were more results or not
                    "results": [  # Ordered by best match first
                        {
                            "user_id": <user_id>,
                            "display_name": <display_name>,
                            "avatar_url": <avatar_url>
                        }
                    ]
                }
        """

        join_args: tuple[str, ...] = (user_id,)

        if self.hs.config.userdirectory.user_directory_search_all_users:
            where_clause = "user_id != ?"
        else:
            where_clause = """
                (
                    EXISTS (select 1 from users_in_public_rooms WHERE user_id = t.user_id)
                    OR EXISTS (
                        SELECT 1 FROM users_who_share_private_rooms
                        WHERE user_id = ? AND other_user_id = t.user_id
                    )
                )
            """

        if not show_locked_users:
            where_clause += " AND (u.locked IS NULL OR u.locked = FALSE)"

        # Adjust the JOIN type based on the exclude_remote_users flag (the users
        # table only contains local users so an inner join is a good way to
        # to exclude remote users)
        if self.hs.config.userdirectory.user_directory_exclude_remote_users:
            join_type = "JOIN"
        else:
            join_type = "LEFT JOIN"

        # We allow manipulating the ranking algorithm by injecting statements
        # based on config options.
        additional_ordering_statements = []
        ordering_arguments: tuple[str, ...] = ()

        if isinstance(self.database_engine, PostgresEngine):
            full_query, exact_query, prefix_query = _parse_query_postgres(search_term)

            # If enabled, this config option will rank local users higher than those on
            # remote instances.
            if self._prefer_local_users_in_search:
                # This statement checks whether a given user's user ID contains a server name
                # that matches the local server
                statement = "* (CASE WHEN user_id LIKE ? THEN 2.0 ELSE 1.0 END)"
                additional_ordering_statements.append(statement)

                ordering_arguments += ("%:" + self._server_name,)

            # We order by rank and then if they have profile info
            # The ranking algorithm is hand tweaked for "best" results. Broadly
            # the idea is we give a higher weight to exact matches.
            # The array of numbers are the weights for the various part of the
            # search: (domain, _, display name, localpart)
            sql = """
                WITH matching_users AS (
                    SELECT user_id, vector FROM user_directory_search WHERE vector @@ to_tsquery('simple', ?)
                    LIMIT 10000
                )
                SELECT d.user_id AS user_id, display_name, avatar_url
                FROM matching_users as t
                INNER JOIN user_directory AS d USING (user_id)
                %(join_type)s users AS u ON t.user_id = u.name
                WHERE
                    %(where_clause)s
                ORDER BY
                    (CASE WHEN d.user_id IS NOT NULL THEN 4.0 ELSE 1.0 END)
                    * (CASE WHEN display_name IS NOT NULL THEN 1.2 ELSE 1.0 END)
                    * (CASE WHEN avatar_url IS NOT NULL THEN 1.2 ELSE 1.0 END)
                    * (
                        3 * ts_rank_cd(
                            '{0.1, 0.1, 0.9, 1.0}',
                            vector,
                            to_tsquery('simple', ?),
                            8
                        )
                        + ts_rank_cd(
                            '{0.1, 0.1, 0.9, 1.0}',
                            vector,
                            to_tsquery('simple', ?),
                            8
                        )
                    )
                    %(order_case_statements)s
                    DESC,
                    display_name IS NULL,
                    avatar_url IS NULL
                LIMIT ?
            """ % {
                "where_clause": where_clause,
                "order_case_statements": " ".join(additional_ordering_statements),
                "join_type": join_type,
            }
            args = (
                (full_query,)
                + join_args
                + (exact_query, prefix_query)
                + ordering_arguments
                + (limit + 1,)
            )
        elif isinstance(self.database_engine, Sqlite3Engine):
            search_query = _parse_query_sqlite(search_term)

            # If enabled, this config option will rank local users higher than those on
            # remote instances.
            if self._prefer_local_users_in_search:
                # This statement checks whether a given user's user ID contains a server name
                # that matches the local server
                #
                # Note that we need to include a comma at the end for valid SQL
                statement = "user_id LIKE ? DESC,"
                additional_ordering_statements.append(statement)

                ordering_arguments += ("%:" + self._server_name,)

            sql = """
                SELECT d.user_id AS user_id, display_name, avatar_url
                FROM user_directory_search as t
                INNER JOIN user_directory AS d USING (user_id)
                %(join_type)s users AS u ON t.user_id = u.name
                WHERE
                    %(where_clause)s
                    AND value MATCH ?
                ORDER BY
                    rank(matchinfo(user_directory_search)) DESC,
                    %(order_statements)s
                    display_name IS NULL,
                    avatar_url IS NULL
                LIMIT ?
            """ % {
                "where_clause": where_clause,
                "order_statements": " ".join(additional_ordering_statements),
                "join_type": join_type,
            }
            args = join_args + (search_query,) + ordering_arguments + (limit + 1,)
        else:
            # This should be unreachable.
            raise Exception("Unrecognized database engine")

        results = cast(
            list[tuple[str, str | None, str | None]],
            await self.db_pool.execute("search_user_dir", sql, *args),
        )

        limited = len(results) > limit

        return {
            "limited": limited,
            "results": [
                {"user_id": r[0], "display_name": r[1], "avatar_url": r[2]}
                for r in results[0:limit]
            ],
        }


def _filter_text_for_index(text: str) -> str:
    """Transforms text before it is inserted into the user directory index, or searched
    for in the user directory index.

    Note that the user directory search table needs to be rebuilt whenever this function
    changes.
    """
    # Lowercase the text, to make searches case-insensitive.
    # This is necessary for both PostgreSQL and SQLite. PostgreSQL's
    # `to_tsquery/to_tsvector` functions don't lowercase non-ASCII characters when using
    # the "C" collation, while SQLite just doesn't lowercase non-ASCII characters at
    # all.
    text = text.lower()

    # Normalize the text. NFKC normalization has two effects:
    #  1. It canonicalizes the text, ie. maps all visually identical strings to the same
    #     string. For example, ["e", "◌́"] is mapped to ["é"].
    #  2. It maps strings that are roughly equivalent to the same string.
    #     For example, ["ǆ"] is mapped to ["d", "ž"], ["①"] to ["1"] and ["i⁹"] to
    #     ["i", "9"].
    text = unicodedata.normalize("NFKC", text)

    # Note that nothing is done to make searches accent-insensitive.
    # That could be achieved by converting to NFKD form instead (with combining accents
    # split out) and filtering out combining accents using `unicodedata.combining(c)`.
    # The downside of this may be noisier search results, since search terms with
    # explicit accents will match characters with no accents, or completely different
    # accents.
    #
    # text = unicodedata.normalize("NFKD", text)
    # text = "".join([c for c in text if not unicodedata.combining(c)])

    return text


def _parse_query_sqlite(search_term: str) -> str:
    """Takes a plain unicode string from the user and converts it into a form
    that can be passed to the database.
    We use this so that we can add prefix matching, which isn't something
    that is supported by default.

    We specifically add both a prefix and non prefix matching term so that
    exact matches get ranked higher.
    """
    search_term = _filter_text_for_index(search_term)

    # Pull out the individual words, discarding any non-word characters.
    results = _parse_words(search_term)
    return " & ".join("(%s* OR %s)" % (result, result) for result in results)


def _parse_query_postgres(search_term: str) -> tuple[str, str, str]:
    """Takes a plain unicode string from the user and converts it into a form
    that can be passed to the database.
    We use this so that we can add prefix matching, which isn't something
    that is supported by default.
    """
    search_term = _filter_text_for_index(search_term)

    escaped_words = []
    for index, word in enumerate(_parse_words(search_term)):
        if index >= 10:
            # We limit how many terms we include, as otherwise it can use
            # excessive database time if people accidentally search for large
            # strings.
            break

        # Postgres tsvector and tsquery quoting rules:
        # words potentially containing punctuation should be quoted
        # and then existing quotes and backslashes should be doubled
        # See: https://www.postgresql.org/docs/current/datatype-textsearch.html#DATATYPE-TSQUERY

        quoted_word = word.replace("'", "''").replace("\\", "\\\\")
        escaped_words.append(f"'{quoted_word}'")

    both = " & ".join("(%s:* | %s)" % (word, word) for word in escaped_words)
    exact = " & ".join("%s" % (word,) for word in escaped_words)
    prefix = " & ".join("%s:*" % (word,) for word in escaped_words)

    return both, exact, prefix


def _parse_words(search_term: str) -> list[str]:
    """Split the provided search string into a list of its words using ICU.

    Args:
        search_term: The search string.

    Returns:
        A list of the words in the search string.
    """
    return _parse_words_with_icu(search_term)


def _parse_words_with_icu(search_term: str) -> list[str]:
    """Break down the provided search string into its individual words using ICU
    (International Components for Unicode).

    Args:
        search_term: The search string.

    Returns:
        A list of the words in the search string.
    """
    results = []
    for part in icu.parse_words(search_term):
        # We want to make sure that we split on `@` and `:` specifically, as
        # they occur in user IDs.
        for result in re.split(r"[@:]+", part):
            results.append(result.strip())

    # icu will break up words that have punctuation in them, but to handle
    # cases where user IDs have '-', '.' and '_' in them we want to *not* break
    # those into words and instead allow the DB to tokenise them how it wants.
    #
    # In particular, user-71 in postgres gets tokenised to "user, -71", and this
    # will not match a query for "user, 71".
    new_results: list[str] = []
    i = 0
    while i < len(results):
        curr = results[i]

        prev = None
        next = None
        if i > 0:
            prev = results[i - 1]
        if i + 1 < len(results):
            next = results[i + 1]

        i += 1

        # libicu considers spaces and punctuation between words as words, but we don't
        # want to include those in results as they would result in syntax errors in SQL
        # queries (e.g. "foo bar" would result in the search query including "foo &  &
        # bar").
        if not curr:
            continue

        if curr in ["-", ".", "_"]:
            prefix = ""
            suffix = ""

            # Check if the next item is a word, and if so use it as the suffix.
            # We check for if its a word as we don't want to concatenate
            # multiple punctuation marks.
            if next is not None and re.match(r"\w", next):
                suffix = next
                i += 1  # We're using next, so we skip it in the outer loop.
            else:
                # We want to avoid creating terms like "user-", as we should
                # strip trailing punctuation.
                continue

            if prev and re.match(r"\w", prev) and new_results:
                prefix = new_results[-1]
                new_results.pop()

            # We might not have a prefix here, but that's fine as we want to
            # ensure that we don't strip preceding punctuation e.g. '-71'
            # shouldn't be converted to '71'.

            new_results.append(f"{prefix}{curr}{suffix}")
            continue
        elif not re.match(r"\w", curr):
            # Ignore other punctuation
            continue

        new_results.append(curr)

    return new_results
