zulip/zerver/data_import/rocketchat.py

import hashlib
import logging
import os
import random
import secrets
import uuid
from typing import Any, Dict, List, Set, Tuple

import bson
from django.conf import settings
from django.forms.models import model_to_dict

from zerver.data_import.import_util import (
    SubscriberHandler,
    ZerverFieldsT,
    build_attachment,
    build_huddle,
    build_huddle_subscriptions,
    build_message,
    build_personal_subscriptions,
    build_realm,
    build_realm_emoji,
    build_recipients,
    build_stream,
    build_stream_subscriptions,
    build_user_profile,
    build_zerver_realm,
    create_converted_data_files,
    make_subscriber_map,
    make_user_messages,
)
from zerver.data_import.sequencer import NEXT_ID, IdMapper
from zerver.data_import.user_handler import UserHandler
from zerver.lib.emoji import name_to_codepoint
from zerver.lib.markdown import IMAGE_EXTENSIONS
from zerver.lib.upload.base import sanitize_name
from zerver.lib.utils import process_list_in_batches
from zerver.models import Reaction, RealmEmoji, Recipient, UserProfile


def make_realm(
    realm_id: int, realm_subdomain: str, domain_name: str, rc_instance: Dict[str, Any]
) -> ZerverFieldsT:
    created_at = float(rc_instance["_createdAt"].timestamp())

    zerver_realm = build_zerver_realm(realm_id, realm_subdomain, created_at, "Rocket.Chat")
    realm = build_realm(zerver_realm, realm_id, domain_name)

    # We may override these later.
    realm["zerver_defaultstream"] = []

    return realm


def process_users(
    user_id_to_user_map: Dict[str, Dict[str, Any]],
    realm_id: int,
    domain_name: str,
    user_handler: UserHandler,
    user_id_mapper: IdMapper,
) -> None:
    realm_owners: List[int] = []
    bots: List[int] = []

    for rc_user_id in user_id_to_user_map:
        user_dict = user_id_to_user_map[rc_user_id]
        is_mirror_dummy = False
        is_bot = False
        is_active = True

        # Rocket.Chat has three user types:
        # "user": This is a regular user of the system.
        # "bot": A special user types for bots.
        # "unknown": This usually represents a livechat guest.
        if user_dict["type"] != "user":
            is_active = False

            if user_dict["type"] == "bot":
                is_bot = True
            else:
                is_mirror_dummy = True

        if user_dict.get("emails") is None:
            user_dict["emails"] = [
                {
                    "address": "{}-{}@{}".format(
                        user_dict["username"], user_dict["type"], domain_name
                    )
                }
            ]

        # TODO: Change this to use actual exported avatar
        avatar_source = "G"
        full_name = user_dict["name"]
        id = user_id_mapper.get(rc_user_id)
        delivery_email = user_dict["emails"][0]["address"]
        email = user_dict["emails"][0]["address"]
        short_name = user_dict["username"]
        date_joined = float(user_dict["createdAt"].timestamp())
        timezone = "UTC"

        role = UserProfile.ROLE_MEMBER
        if "admin" in user_dict["roles"]:
            role = UserProfile.ROLE_REALM_OWNER
            realm_owners.append(id)
        elif "guest" in user_dict["roles"]:
            role = UserProfile.ROLE_GUEST
        elif "bot" in user_dict["roles"]:
            is_bot = True

        if is_bot:
            bots.append(id)

        user = build_user_profile(
            avatar_source=avatar_source,
            date_joined=date_joined,
            delivery_email=delivery_email,
            email=email,
            full_name=full_name,
            id=id,
            is_active=is_active,
            role=role,
            is_mirror_dummy=is_mirror_dummy,
            realm_id=realm_id,
            short_name=short_name,
            timezone=timezone,
            is_bot=is_bot,
            bot_type=1 if is_bot else None,
        )
        user_handler.add_user(user)

    # Set the first realm_owner as the owner of
    # all the bots.
    if realm_owners:
        for bot_id in bots:
            bot_user = user_handler.get_user(user_id=bot_id)
            bot_user["bot_owner"] = realm_owners[0]


def truncate_name(name: str, name_id: int, max_length: int = 60) -> str:
    if len(name) > max_length:
        name_id_suffix = f" [{name_id}]"
        name = name[0 : max_length - len(name_id_suffix)] + name_id_suffix
    return name


def get_stream_name(rc_channel: Dict[str, Any]) -> str:
    if rc_channel.get("teamMain"):
        stream_name = f'[TEAM] {rc_channel["name"]}'
    else:
        stream_name = rc_channel["name"]

    stream_name = truncate_name(stream_name, rc_channel["_id"])

    return stream_name


def convert_channel_data(
    room_id_to_room_map: Dict[str, Dict[str, Any]],
    team_id_to_team_map: Dict[str, Dict[str, Any]],
    stream_id_mapper: IdMapper,
    realm_id: int,
) -> List[ZerverFieldsT]:
    streams = []

    for rc_room_id in room_id_to_room_map:
        channel_dict = room_id_to_room_map[rc_room_id]

        date_created = float(channel_dict["ts"].timestamp())
        stream_id = stream_id_mapper.get(rc_room_id)
        invite_only = channel_dict["t"] == "p"

        stream_name = get_stream_name(channel_dict)

        stream_desc = channel_dict.get("description", "")
        if channel_dict.get("teamId") and not channel_dict.get("teamMain"):
            stream_desc = "[Team {} channel]. {}".format(
                team_id_to_team_map[channel_dict["teamId"]]["name"], stream_desc
            )

        # If the channel is read-only, then only admins and moderators
        # should be allowed to post in the converted Zulip stream.
        # For more details: https://zulip.com/help/stream-sending-policy
        #
        # See `Stream` model in `zerver/models/streams.py` to know about what each
        # number represent.
        stream_post_policy = 4 if channel_dict.get("ro", False) else 1

        stream = build_stream(
            date_created=date_created,
            realm_id=realm_id,
            name=stream_name,
            description=stream_desc,
            stream_id=stream_id,
            deactivated=False,
            invite_only=invite_only,
            stream_post_policy=stream_post_policy,
        )
        streams.append(stream)

    return streams


def convert_stream_subscription_data(
    user_id_to_user_map: Dict[str, Dict[str, Any]],
    dsc_id_to_dsc_map: Dict[str, Dict[str, Any]],
    zerver_stream: List[ZerverFieldsT],
    stream_id_mapper: IdMapper,
    user_id_mapper: IdMapper,
    subscriber_handler: SubscriberHandler,
) -> None:
    stream_members_map: Dict[int, Set[int]] = {}

    for rc_user_id in user_id_to_user_map:
        user_dict = user_id_to_user_map[rc_user_id]

        if not user_dict.get("__rooms"):
            continue

        for channel in user_dict["__rooms"]:
            if channel in dsc_id_to_dsc_map:
                # Ignore discussion rooms as these are not
                # imported as streams, but topics.
                continue
            stream_id = stream_id_mapper.get(channel)
            if stream_id not in stream_members_map:
                stream_members_map[stream_id] = set()
            stream_members_map[stream_id].add(user_id_mapper.get(rc_user_id))

    for stream in zerver_stream:
        if stream["id"] in stream_members_map:
            users = stream_members_map[stream["id"]]
        else:
            users = set()
            # Set the stream without any subscribers
            # as deactivated.
            stream["deactivated"] = True
        subscriber_handler.set_info(users=users, stream_id=stream["id"])


def convert_huddle_data(
    huddle_id_to_huddle_map: Dict[str, Dict[str, Any]],
    huddle_id_mapper: IdMapper,
    user_id_mapper: IdMapper,
    subscriber_handler: SubscriberHandler,
) -> List[ZerverFieldsT]:
    zerver_huddle: List[ZerverFieldsT] = []

    for rc_huddle_id in huddle_id_to_huddle_map:
        huddle_id = huddle_id_mapper.get(rc_huddle_id)
        huddle = build_huddle(huddle_id)
        zerver_huddle.append(huddle)

        huddle_dict = huddle_id_to_huddle_map[rc_huddle_id]
        huddle_user_ids = set()
        for rc_user_id in huddle_dict["uids"]:
            huddle_user_ids.add(user_id_mapper.get(rc_user_id))
        subscriber_handler.set_info(
            users=huddle_user_ids,
            huddle_id=huddle_id,
        )

    return zerver_huddle


def build_custom_emoji(
    realm_id: int, custom_emoji_data: Dict[str, List[Dict[str, Any]]], output_dir: str
) -> List[ZerverFieldsT]:
    logging.info("Starting to process custom emoji")

    emoji_folder = os.path.join(output_dir, "emoji")
    os.makedirs(emoji_folder, exist_ok=True)

    zerver_realmemoji: List[ZerverFieldsT] = []
    emoji_records: List[ZerverFieldsT] = []

    # Map emoji file_id to emoji file data
    emoji_file_data = {}
    for emoji_file in custom_emoji_data["file"]:
        emoji_file_data[emoji_file["_id"]] = {"filename": emoji_file["filename"], "chunks": []}
    for emoji_chunk in custom_emoji_data["chunk"]:
        emoji_file_data[emoji_chunk["files_id"]]["chunks"].append(emoji_chunk["data"])

    # Build custom emoji
    for rc_emoji in custom_emoji_data["emoji"]:
        # Subject to change with changes in database
        emoji_file_id = f'{rc_emoji["name"]}.{rc_emoji["extension"]}'

        emoji_file_info = emoji_file_data[emoji_file_id]

        emoji_filename = emoji_file_info["filename"]
        emoji_data = b"".join(emoji_file_info["chunks"])

        target_sub_path = RealmEmoji.PATH_ID_TEMPLATE.format(
            realm_id=realm_id,
            emoji_file_name=emoji_filename,
        )
        target_path = os.path.join(emoji_folder, target_sub_path)

        os.makedirs(os.path.dirname(target_path), exist_ok=True)
        with open(target_path, "wb") as e_file:
            e_file.write(emoji_data)

        emoji_aliases = [rc_emoji["name"]]
        emoji_aliases.extend(rc_emoji["aliases"])

        for alias in emoji_aliases:
            emoji_record = dict(
                path=target_path,
                s3_path=target_path,
                file_name=emoji_filename,
                realm_id=realm_id,
                name=alias,
            )
            emoji_records.append(emoji_record)

            realmemoji = build_realm_emoji(
                realm_id=realm_id,
                name=alias,
                id=NEXT_ID("realmemoji"),
                file_name=emoji_filename,
            )
            zerver_realmemoji.append(realmemoji)

    create_converted_data_files(emoji_records, output_dir, "/emoji/records.json")
    logging.info("Done processing emoji")

    return zerver_realmemoji


def build_reactions(
    total_reactions: List[ZerverFieldsT],
    reactions: List[Dict[str, Any]],
    message_id: int,
    zerver_realmemoji: List[ZerverFieldsT],
) -> None:
    realmemoji = {}
    for emoji in zerver_realmemoji:
        realmemoji[emoji["name"]] = emoji["id"]

    # For the Unicode emoji codes, we use equivalent of
    # function 'emoji_name_to_emoji_code' in 'zerver/lib/emoji' here
    for reaction_dict in reactions:
        emoji_name = reaction_dict["name"]
        user_id = reaction_dict["user_id"]
        # Check in realm emoji
        if emoji_name in realmemoji:
            emoji_code = realmemoji[emoji_name]
            reaction_type = Reaction.REALM_EMOJI
        # Check in Unicode emoji
        elif emoji_name in name_to_codepoint:
            emoji_code = name_to_codepoint[emoji_name]
            reaction_type = Reaction.UNICODE_EMOJI
        else:  # nocoverage
            continue

        reaction_id = NEXT_ID("reaction")
        reaction = Reaction(
            id=reaction_id,
            emoji_code=emoji_code,
            emoji_name=emoji_name,
            reaction_type=reaction_type,
        )

        reaction_dict = model_to_dict(reaction, exclude=["message", "user_profile"])
        reaction_dict["message"] = message_id
        reaction_dict["user_profile"] = user_id
        total_reactions.append(reaction_dict)


def process_message_attachment(
    upload: Dict[str, Any],
    realm_id: int,
    message_id: int,
    user_id: int,
    user_handler: UserHandler,
    zerver_attachment: List[ZerverFieldsT],
    uploads_list: List[ZerverFieldsT],
    upload_id_to_upload_data_map: Dict[str, Dict[str, Any]],
    output_dir: str,
) -> Tuple[str, bool]:
    if upload["_id"] not in upload_id_to_upload_data_map:  # nocoverage
        logging.info("Skipping unknown attachment of message_id: %s", message_id)
        return "", False

    if "type" not in upload:  # nocoverage
        logging.info("Skipping attachment without type of message_id: %s", message_id)
        return "", False

    upload_file_data = upload_id_to_upload_data_map[upload["_id"]]
    file_name = upload["name"]
    file_ext = f'.{upload["type"].split("/")[-1]}'

    has_image = False
    if file_ext.lower() in IMAGE_EXTENSIONS:
        has_image = True

    try:
        sanitized_name = sanitize_name(file_name)
    except AssertionError:  # nocoverage
        logging.info("Replacing invalid attachment name with random uuid: %s", file_name)
        sanitized_name = uuid.uuid4().hex

    if len(sanitized_name) >= 255:  # nocoverage
        logging.info("Replacing too long attachment name with random uuid: %s", file_name)
        sanitized_name = uuid.uuid4().hex

    s3_path = "/".join(
        [
            str(realm_id),
            format(random.randint(0, 255), "x"),
            secrets.token_urlsafe(18),
            sanitized_name,
        ]
    )

    # Build the attachment from chunks and save it to s3_path.
    file_out_path = os.path.join(output_dir, "uploads", s3_path)
    os.makedirs(os.path.dirname(file_out_path), exist_ok=True)
    with open(file_out_path, "wb") as upload_file:
        upload_file.write(b"".join(upload_file_data["chunk"]))

    attachment_content = (
        f'{upload_file_data.get("description", "")}\n\n[{file_name}](/user_uploads/{s3_path})'
    )

    fileinfo = {
        "name": file_name,
        "size": upload_file_data["size"],
        "created": float(upload_file_data["_updatedAt"].timestamp()),
    }

    upload = dict(
        path=s3_path,
        realm_id=realm_id,
        content_type=upload["type"],
        user_profile_id=user_id,
        last_modified=fileinfo["created"],
        user_profile_email=user_handler.get_user(user_id=user_id)["email"],
        s3_path=s3_path,
        size=fileinfo["size"],
    )
    uploads_list.append(upload)

    build_attachment(
        realm_id=realm_id,
        message_ids={message_id},
        user_id=user_id,
        fileinfo=fileinfo,
        s3_path=s3_path,
        zerver_attachment=zerver_attachment,
    )

    return attachment_content, has_image


def process_raw_message_batch(
    realm_id: int,
    raw_messages: List[Dict[str, Any]],
    subscriber_map: Dict[int, Set[int]],
    user_handler: UserHandler,
    is_pm_data: bool,
    output_dir: str,
    zerver_realmemoji: List[ZerverFieldsT],
    total_reactions: List[ZerverFieldsT],
    uploads_list: List[ZerverFieldsT],
    zerver_attachment: List[ZerverFieldsT],
    upload_id_to_upload_data_map: Dict[str, Dict[str, Any]],
) -> None:
    def fix_mentions(
        content: str, mention_user_ids: Set[int], rc_channel_mention_data: List[Dict[str, str]]
    ) -> str:
        # Fix user mentions
        for user_id in mention_user_ids:
            user = user_handler.get_user(user_id=user_id)
            rc_mention = "@{short_name}".format(**user)
            zulip_mention = "@**{full_name}**".format(**user)
            content = content.replace(rc_mention, zulip_mention)

        content = content.replace("@all", "@**all**")
        # We don't have an equivalent for Rocket.Chat's @here mention
        # which mentions all users active in the channel.
        content = content.replace("@here", "@**all**")

        # Fix channel mentions
        for mention_data in rc_channel_mention_data:
            rc_mention = mention_data["rc_mention"]
            zulip_mention = mention_data["zulip_mention"]
            content = content.replace(rc_mention, zulip_mention)

        return content

    user_mention_map: Dict[int, Set[int]] = {}
    wildcard_mention_map: Dict[int, bool] = {}
    zerver_message: List[ZerverFieldsT] = []

    for raw_message in raw_messages:
        message_id = NEXT_ID("message")
        mention_user_ids = raw_message["mention_user_ids"]
        user_mention_map[message_id] = mention_user_ids
        wildcard_mention_map[message_id] = raw_message["wildcard_mention"]

        content = fix_mentions(
            content=raw_message["content"],
            mention_user_ids=mention_user_ids,
            rc_channel_mention_data=raw_message["rc_channel_mention_data"],
        )

        if len(content) > 10000:  # nocoverage
            logging.info("skipping too-long message of length %s", len(content))
            continue

        date_sent = raw_message["date_sent"]
        sender_user_id = raw_message["sender_id"]
        recipient_id = raw_message["recipient_id"]

        rendered_content = None

        has_attachment = False
        has_image = False
        has_link = raw_message["has_link"]

        if "file" in raw_message:
            has_attachment = True
            has_link = True

            attachment_content, has_image = process_message_attachment(
                upload=raw_message["file"],
                realm_id=realm_id,
                message_id=message_id,
                user_id=sender_user_id,
                user_handler=user_handler,
                uploads_list=uploads_list,
                zerver_attachment=zerver_attachment,
                upload_id_to_upload_data_map=upload_id_to_upload_data_map,
                output_dir=output_dir,
            )

            content += attachment_content

        topic_name = raw_message["topic_name"]

        message = build_message(
            content=content,
            message_id=message_id,
            date_sent=date_sent,
            recipient_id=recipient_id,
            realm_id=realm_id,
            rendered_content=rendered_content,
            topic_name=topic_name,
            user_id=sender_user_id,
            has_image=has_image,
            has_link=has_link,
            has_attachment=has_attachment,
        )
        zerver_message.append(message)
        build_reactions(
            total_reactions=total_reactions,
            reactions=raw_message["reactions"],
            message_id=message_id,
            zerver_realmemoji=zerver_realmemoji,
        )

    zerver_usermessage = make_user_messages(
        zerver_message=zerver_message,
        subscriber_map=subscriber_map,
        is_pm_data=is_pm_data,
        mention_map=user_mention_map,
        wildcard_mention_map=wildcard_mention_map,
    )

    message_json = dict(
        zerver_message=zerver_message,
        zerver_usermessage=zerver_usermessage,
    )

    dump_file_id = NEXT_ID("dump_file_id" + str(realm_id))
    message_file = f"/messages-{dump_file_id:06}.json"
    create_converted_data_files(message_json, output_dir, message_file)


def get_topic_name(
    message: Dict[str, Any],
    dsc_id_to_dsc_map: Dict[str, Dict[str, Any]],
    thread_id_mapper: IdMapper,
    is_pm_data: bool = False,
) -> str:
    if is_pm_data:
        return ""
    elif message["rid"] in dsc_id_to_dsc_map:
        dsc_channel_name = dsc_id_to_dsc_map[message["rid"]]["fname"]
        return truncate_name(f"{dsc_channel_name} (Imported from Rocket.Chat)", message["rid"])
    elif message.get("replies"):
        # Message is the start of a thread
        thread_id = thread_id_mapper.get(message["_id"])
        return truncate_name(f"Thread {thread_id} (Imported from Rocket.Chat)", message["_id"])
    elif message.get("tmid"):
        # Message is a part of a thread
        thread_id = thread_id_mapper.get(message["tmid"])
        return truncate_name(f"Thread {thread_id} (Imported from Rocket.Chat)", message["tmid"])
    else:
        # Normal channel message
        return "Imported from Rocket.Chat"


def process_messages(
    realm_id: int,
    messages: List[Dict[str, Any]],
    subscriber_map: Dict[int, Set[int]],
    is_pm_data: bool,
    username_to_user_id_map: Dict[str, str],
    user_id_mapper: IdMapper,
    user_handler: UserHandler,
    user_id_to_recipient_id: Dict[int, int],
    stream_id_mapper: IdMapper,
    stream_id_to_recipient_id: Dict[int, int],
    huddle_id_mapper: IdMapper,
    huddle_id_to_recipient_id: Dict[int, int],
    thread_id_mapper: IdMapper,
    room_id_to_room_map: Dict[str, Dict[str, Any]],
    dsc_id_to_dsc_map: Dict[str, Dict[str, Any]],
    direct_id_to_direct_map: Dict[str, Dict[str, Any]],
    huddle_id_to_huddle_map: Dict[str, Dict[str, Any]],
    zerver_realmemoji: List[ZerverFieldsT],
    total_reactions: List[ZerverFieldsT],
    uploads_list: List[ZerverFieldsT],
    zerver_attachment: List[ZerverFieldsT],
    upload_id_to_upload_data_map: Dict[str, Dict[str, Any]],
    output_dir: str,
) -> None:
    def list_reactions(reactions: Dict[str, Dict[str, Any]]) -> List[Dict[str, Any]]:
        # List of dictionaries of form:
        # {"name": "smile", "user_id": 2}
        reactions_list: List[Dict[str, Any]] = []
        for react_code in reactions:
            name = react_code.split(":")[1]
            usernames = reactions[react_code]["usernames"]

            for username in usernames:
                if username not in username_to_user_id_map:  # nocoverage
                    # This can happen with production data when old user names no longer exist. We cannot do
                    # much about it here so we just ignore the unknown user name.
                    continue

                rc_user_id = username_to_user_id_map[username]
                user_id = user_id_mapper.get(rc_user_id)
                reactions_list.append({"name": name, "user_id": user_id})

        return reactions_list

    def message_to_dict(message: Dict[str, Any]) -> Dict[str, Any]:
        rc_sender_id = message["u"]["_id"]
        sender_id = user_id_mapper.get(rc_sender_id)
        if "msg" in message:
            content = message["msg"]
        else:  # nocoverage
            content = "This message imported from Rocket.Chat had no body in the data export."
            logging.info(
                "Message %s contains no message content: %s",
                message["_id"],
                message,
            )

        if message.get("reactions"):
            reactions = list_reactions(message["reactions"])
        else:
            reactions = []

        message_dict = dict(
            sender_id=sender_id,
            content=content,
            date_sent=int(message["ts"].timestamp()),
            reactions=reactions,
            has_link=bool(message.get("urls")),
        )

        # Add recipient_id to message_dict
        if is_pm_data:
            # Message is in a 1:1 or group direct message.
            rc_channel_id = message["rid"]
            if rc_channel_id in huddle_id_to_huddle_map:
                huddle_id = huddle_id_mapper.get(rc_channel_id)
                message_dict["recipient_id"] = huddle_id_to_recipient_id[huddle_id]
            else:
                rc_member_ids = direct_id_to_direct_map[rc_channel_id]["uids"]

                if len(rc_member_ids) == 1:  # nocoverage
                    # direct messages to yourself only have one user.
                    rc_member_ids.append(rc_member_ids[0])
                if rc_sender_id == rc_member_ids[0]:
                    zulip_member_id = user_id_mapper.get(rc_member_ids[1])
                    message_dict["recipient_id"] = user_id_to_recipient_id[zulip_member_id]
                else:
                    zulip_member_id = user_id_mapper.get(rc_member_ids[0])
                    message_dict["recipient_id"] = user_id_to_recipient_id[zulip_member_id]
        elif message["rid"] in dsc_id_to_dsc_map:
            # Message is in a discussion
            dsc_channel = dsc_id_to_dsc_map[message["rid"]]
            parent_channel_id = dsc_channel["prid"]
            stream_id = stream_id_mapper.get(parent_channel_id)
            message_dict["recipient_id"] = stream_id_to_recipient_id[stream_id]
        else:
            stream_id = stream_id_mapper.get(message["rid"])
            message_dict["recipient_id"] = stream_id_to_recipient_id[stream_id]

        # Add topic name to message_dict
        message_dict["topic_name"] = get_topic_name(
            message, dsc_id_to_dsc_map, thread_id_mapper, is_pm_data
        )

        # Add user mentions to message_dict
        mention_user_ids = set()
        wildcard_mention = False
        for mention in message.get("mentions", []):
            mention_id = mention["_id"]
            if mention_id in ["all", "here"]:
                wildcard_mention = True
                continue
            if user_id_mapper.has(mention_id):
                user_id = user_id_mapper.get(mention_id)
                mention_user_ids.add(user_id)
            else:  # nocoverage
                logging.info(
                    "Message %s contains mention of unknown user %s: %s",
                    message["_id"],
                    mention_id,
                    mention,
                )

        message_dict["mention_user_ids"] = mention_user_ids
        message_dict["wildcard_mention"] = wildcard_mention

        # Add channel mentions to message_dict
        rc_channel_mention_data: List[Dict[str, str]] = []
        for mention in message.get("channels", []):
            mention_rc_channel_id = mention["_id"]
            mention_rc_channel_name = mention["name"]
            rc_mention = f"#{mention_rc_channel_name}"

            if mention_rc_channel_id in room_id_to_room_map:
                # Channel is converted to a stream.
                rc_channel = room_id_to_room_map[mention_rc_channel_id]
                converted_stream_name = get_stream_name(rc_channel)

                zulip_mention = f"#**{converted_stream_name}**"
            elif mention_rc_channel_id in dsc_id_to_dsc_map:
                # Channel is a discussion and is converted to a topic.
                dsc_channel = dsc_id_to_dsc_map[mention_rc_channel_id]
                parent_channel_id = dsc_channel["prid"]
                if (
                    parent_channel_id in direct_id_to_direct_map
                    or parent_channel_id in huddle_id_to_huddle_map
                ):
                    # Discussion belongs to a direct channel and thus, should not be
                    # linked.

                    # This logging statement serves the side benefit of avoiding the
                    # CPython optimization for `continue` so that the coverage reports
                    # aren't misleading.
                    logging.info(
                        "skipping direct messages discussion mention: %s", dsc_channel["fname"]
                    )
                    continue

                converted_topic_name = get_topic_name(
                    message={"rid": mention_rc_channel_id},
                    dsc_id_to_dsc_map=dsc_id_to_dsc_map,
                    thread_id_mapper=thread_id_mapper,
                )

                parent_rc_channel = room_id_to_room_map[parent_channel_id]
                parent_stream_name = get_stream_name(parent_rc_channel)

                zulip_mention = f"#**{parent_stream_name}>{converted_topic_name}**"
            else:  # nocoverage
                logging.info("Failed to map mention '%s' to zulip syntax.", mention)
                continue

            mention_data = {"rc_mention": rc_mention, "zulip_mention": zulip_mention}
            rc_channel_mention_data.append(mention_data)
        message_dict["rc_channel_mention_data"] = rc_channel_mention_data

        # Add uploaded file (attachment) to message_dict
        if message.get("file"):
            message_dict["file"] = message["file"]

        return message_dict

    raw_messages: List[Dict[str, Any]] = []
    for message in messages:
        if message.get("t") is not None:
            # Messages with a type are system notifications like user_joined
            # that we don't include.
            continue
        raw_messages.append(message_to_dict(message))

    def process_batch(lst: List[Dict[str, Any]]) -> None:
        process_raw_message_batch(
            realm_id=realm_id,
            raw_messages=lst,
            subscriber_map=subscriber_map,
            user_handler=user_handler,
            is_pm_data=is_pm_data,
            output_dir=output_dir,
            zerver_realmemoji=zerver_realmemoji,
            total_reactions=total_reactions,
            uploads_list=uploads_list,
            zerver_attachment=zerver_attachment,
            upload_id_to_upload_data_map=upload_id_to_upload_data_map,
        )

    chunk_size = 1000

    process_list_in_batches(
        lst=raw_messages,
        chunk_size=chunk_size,
        process_batch=process_batch,
    )


def map_upload_id_to_upload_data(
    upload_data: Dict[str, List[Dict[str, Any]]],
) -> Dict[str, Dict[str, Any]]:
    upload_id_to_upload_data_map: Dict[str, Dict[str, Any]] = {}

    for upload in upload_data["upload"]:
        upload_id_to_upload_data_map[upload["_id"]] = {**upload, "chunk": []}

    for chunk in upload_data["chunk"]:
        if chunk["files_id"] not in upload_id_to_upload_data_map:  # nocoverage
            logging.info("Skipping chunk %s without metadata", chunk["files_id"])
            # It's unclear why this apparent data corruption in the
            # Rocket.Chat database is possible, but empirically, some
            # chunks don't have any associated metadata.
            continue

        upload_id_to_upload_data_map[chunk["files_id"]]["chunk"].append(chunk["data"])

    return upload_id_to_upload_data_map


def separate_channel_private_and_livechat_messages(
    messages: List[Dict[str, Any]],
    dsc_id_to_dsc_map: Dict[str, Dict[str, Any]],
    direct_id_to_direct_map: Dict[str, Dict[str, Any]],
    huddle_id_to_huddle_map: Dict[str, Dict[str, Any]],
    livechat_id_to_livechat_map: Dict[str, Dict[str, Any]],
    channel_messages: List[Dict[str, Any]],
    private_messages: List[Dict[str, Any]],
    livechat_messages: List[Dict[str, Any]],
) -> None:
    private_channels_list = [*direct_id_to_direct_map, *huddle_id_to_huddle_map]
    for message in messages:
        if not message.get("rid"):
            # Message does not belong to any channel (might be
            # related to livechat), so ignore all such messages.
            continue
        if message["rid"] in dsc_id_to_dsc_map:
            parent_channel_id = dsc_id_to_dsc_map[message["rid"]]["prid"]
            if parent_channel_id in private_channels_list:
                # Messages in discussions originating from direct channels
                # are treated as if they were posted in the parent direct
                # channel only.
                message["rid"] = parent_channel_id
        if message["rid"] in private_channels_list:
            private_messages.append(message)
        elif message["rid"] in livechat_id_to_livechat_map:
            livechat_messages.append(message)
        else:
            channel_messages.append(message)


def map_receiver_id_to_recipient_id(
    zerver_recipient: List[ZerverFieldsT],
    stream_id_to_recipient_id: Dict[int, int],
    huddle_id_to_recipient_id: Dict[int, int],
    user_id_to_recipient_id: Dict[int, int],
) -> None:
    # receiver_id represents stream_id/huddle_id/user_id
    for recipient in zerver_recipient:
        if recipient["type"] == Recipient.STREAM:
            stream_id_to_recipient_id[recipient["type_id"]] = recipient["id"]
        elif recipient["type"] == Recipient.HUDDLE:
            huddle_id_to_recipient_id[recipient["type_id"]] = recipient["id"]
        elif recipient["type"] == Recipient.PERSONAL:
            user_id_to_recipient_id[recipient["type_id"]] = recipient["id"]


# This is inspired by get_huddle_hash from zerver/models/recipients.py. It
# expects strings identifying Rocket.Chat users, like
# `LdBZ7kPxtKESyHPEe`, not integer IDs.
#
# Its purpose is to be a stable map usable for deduplication/merging
# of Rocket.Chat threads involving the same set of people. Thus, its
# only important property is that if two sets of users S and T are
# equal and thus will have the same actual huddle hash once imported,
# that get_string_huddle_hash(S) = get_string_huddle_hash(T).
def get_string_huddle_hash(id_list: List[str]) -> str:
    id_list = sorted(set(id_list))
    hash_key = ",".join(str(x) for x in id_list)
    return hashlib.sha1(hash_key.encode()).hexdigest()


def categorize_channels_and_map_with_id(
    channel_data: List[Dict[str, Any]],
    room_id_to_room_map: Dict[str, Dict[str, Any]],
    team_id_to_team_map: Dict[str, Dict[str, Any]],
    dsc_id_to_dsc_map: Dict[str, Dict[str, Any]],
    direct_id_to_direct_map: Dict[str, Dict[str, Any]],
    huddle_id_to_huddle_map: Dict[str, Dict[str, Any]],
    livechat_id_to_livechat_map: Dict[str, Dict[str, Any]],
) -> None:
    huddle_hashed_channels: Dict[str, Any] = {}
    for channel in channel_data:
        if channel.get("prid"):
            dsc_id_to_dsc_map[channel["_id"]] = channel
        elif channel["t"] == "d":
            if len(channel["uids"]) > 2:
                huddle_hash = get_string_huddle_hash(channel["uids"])
                logging.info(
                    "Huddle channel found. UIDs: %s -> hash %s", channel["uids"], huddle_hash
                )

                if channel["msgs"] == 0:  # nocoverage
                    # Rocket.Chat exports in the wild sometimes
                    # contain duplicates of real huddles, with no
                    # messages in the duplicate.  We ignore these
                    # minor database corruptions in the Rocket.Chat
                    # export. Doing so is safe, because a huddle with no
                    # message history has no value in Zulip's data
                    # model.
                    logging.debug("Skipping huddle with 0 messages: %s", channel)
                elif huddle_hash in huddle_hashed_channels:  # nocoverage
                    logging.info(
                        "Mapping huddle hash %s to existing channel: %s",
                        huddle_hash,
                        huddle_hashed_channels[huddle_hash],
                    )
                    huddle_id_to_huddle_map[channel["_id"]] = huddle_hashed_channels[huddle_hash]

                    # Ideally, we'd merge the duplicate huddles. Doing
                    # so correctly requires special handling in
                    # convert_huddle_data() and on the message import
                    # side as well, since those appear to be mapped
                    # via rocketchat channel IDs and not all of that
                    # information is resolved via the
                    # huddle_id_to_huddle_map.
                    #
                    # For now, just throw an exception here rather
                    # than during the import process.
                    raise NotImplementedError(
                        "Mapping multiple huddles with messages to one is not fully implemented yet"
                    )
                else:
                    huddle_id_to_huddle_map[channel["_id"]] = channel
                    huddle_hashed_channels[huddle_hash] = channel
            else:
                direct_id_to_direct_map[channel["_id"]] = channel
        elif channel["t"] == "l":
            livechat_id_to_livechat_map[channel["_id"]] = channel
        else:
            room_id_to_room_map[channel["_id"]] = channel
            if channel.get("teamMain"):
                team_id_to_team_map[channel["teamId"]] = channel


def map_username_to_user_id(user_id_to_user_map: Dict[str, Dict[str, Any]]) -> Dict[str, str]:
    username_to_user_id_map: Dict[str, str] = {}
    for user_id, user_dict in user_id_to_user_map.items():
        username_to_user_id_map[user_dict["username"]] = user_id
    return username_to_user_id_map


def map_user_id_to_user(user_data_list: List[Dict[str, Any]]) -> Dict[str, Dict[str, Any]]:
    user_id_to_user_map = {}
    for user in user_data_list:
        user_id_to_user_map[user["_id"]] = user
    return user_id_to_user_map


def rocketchat_data_to_dict(rocketchat_data_dir: str) -> Dict[str, Any]:
    codec_options = bson.DEFAULT_CODEC_OPTIONS.with_options(tz_aware=True)

    rocketchat_data: Dict[str, Any] = {}
    rocketchat_data["instance"] = []
    rocketchat_data["user"] = []
    rocketchat_data["avatar"] = {"avatar": [], "file": [], "chunk": []}
    rocketchat_data["room"] = []
    rocketchat_data["message"] = []
    rocketchat_data["custom_emoji"] = {"emoji": [], "file": [], "chunk": []}
    rocketchat_data["upload"] = {"upload": [], "file": [], "chunk": []}

    # Get instance
    with open(os.path.join(rocketchat_data_dir, "instances.bson"), "rb") as fcache:
        rocketchat_data["instance"] = bson.decode_all(fcache.read(), codec_options)

    # Get user
    with open(os.path.join(rocketchat_data_dir, "users.bson"), "rb") as fcache:
        rocketchat_data["user"] = bson.decode_all(fcache.read(), codec_options)

    # Get avatar
    with open(os.path.join(rocketchat_data_dir, "rocketchat_avatars.bson"), "rb") as fcache:
        rocketchat_data["avatar"]["avatar"] = bson.decode_all(fcache.read(), codec_options)

    if rocketchat_data["avatar"]["avatar"]:
        with open(
            os.path.join(rocketchat_data_dir, "rocketchat_avatars.files.bson"), "rb"
        ) as fcache:
            rocketchat_data["avatar"]["file"] = bson.decode_all(fcache.read(), codec_options)

        with open(
            os.path.join(rocketchat_data_dir, "rocketchat_avatars.chunks.bson"), "rb"
        ) as fcache:
            rocketchat_data["avatar"]["chunk"] = bson.decode_all(fcache.read(), codec_options)

    # Get room
    with open(os.path.join(rocketchat_data_dir, "rocketchat_room.bson"), "rb") as fcache:
        rocketchat_data["room"] = bson.decode_all(fcache.read(), codec_options)

    # Get messages
    with open(os.path.join(rocketchat_data_dir, "rocketchat_message.bson"), "rb") as fcache:
        rocketchat_data["message"] = bson.decode_all(fcache.read(), codec_options)

    # Get custom emoji
    with open(os.path.join(rocketchat_data_dir, "rocketchat_custom_emoji.bson"), "rb") as fcache:
        rocketchat_data["custom_emoji"]["emoji"] = bson.decode_all(fcache.read(), codec_options)

    if rocketchat_data["custom_emoji"]["emoji"]:
        with open(os.path.join(rocketchat_data_dir, "custom_emoji.files.bson"), "rb") as fcache:
            rocketchat_data["custom_emoji"]["file"] = bson.decode_all(fcache.read(), codec_options)

        with open(os.path.join(rocketchat_data_dir, "custom_emoji.chunks.bson"), "rb") as fcache:
            rocketchat_data["custom_emoji"]["chunk"] = bson.decode_all(fcache.read(), codec_options)

    # Get uploads
    with open(os.path.join(rocketchat_data_dir, "rocketchat_uploads.bson"), "rb") as fcache:
        rocketchat_data["upload"]["upload"] = bson.decode_all(fcache.read(), codec_options)

    if rocketchat_data["upload"]["upload"]:
        with open(
            os.path.join(rocketchat_data_dir, "rocketchat_uploads.files.bson"), "rb"
        ) as fcache:
            rocketchat_data["upload"]["file"] = bson.decode_all(fcache.read(), codec_options)

        with open(
            os.path.join(rocketchat_data_dir, "rocketchat_uploads.chunks.bson"), "rb"
        ) as fcache:
            rocketchat_data["upload"]["chunk"] = bson.decode_all(fcache.read(), codec_options)

    return rocketchat_data


def do_convert_data(rocketchat_data_dir: str, output_dir: str) -> None:
    # Get all required exported data in a dictionary
    rocketchat_data = rocketchat_data_to_dict(rocketchat_data_dir)

    # Subdomain is set by the user while running the import command
    realm_subdomain = ""
    realm_id = 0
    domain_name = settings.EXTERNAL_HOST

    realm = make_realm(realm_id, realm_subdomain, domain_name, rocketchat_data["instance"][0])

    user_id_to_user_map: Dict[str, Dict[str, Any]] = map_user_id_to_user(rocketchat_data["user"])
    username_to_user_id_map: Dict[str, str] = map_username_to_user_id(user_id_to_user_map)

    user_handler = UserHandler()
    subscriber_handler = SubscriberHandler()
    user_id_mapper = IdMapper()
    stream_id_mapper = IdMapper()
    huddle_id_mapper = IdMapper()
    thread_id_mapper = IdMapper()

    process_users(
        user_id_to_user_map=user_id_to_user_map,
        realm_id=realm_id,
        domain_name=domain_name,
        user_handler=user_handler,
        user_id_mapper=user_id_mapper,
    )

    room_id_to_room_map: Dict[str, Dict[str, Any]] = {}
    team_id_to_team_map: Dict[str, Dict[str, Any]] = {}
    dsc_id_to_dsc_map: Dict[str, Dict[str, Any]] = {}
    direct_id_to_direct_map: Dict[str, Dict[str, Any]] = {}
    huddle_id_to_huddle_map: Dict[str, Dict[str, Any]] = {}
    livechat_id_to_livechat_map: Dict[str, Dict[str, Any]] = {}

    categorize_channels_and_map_with_id(
        channel_data=rocketchat_data["room"],
        room_id_to_room_map=room_id_to_room_map,
        team_id_to_team_map=team_id_to_team_map,
        dsc_id_to_dsc_map=dsc_id_to_dsc_map,
        direct_id_to_direct_map=direct_id_to_direct_map,
        huddle_id_to_huddle_map=huddle_id_to_huddle_map,
        livechat_id_to_livechat_map=livechat_id_to_livechat_map,
    )

    zerver_stream = convert_channel_data(
        room_id_to_room_map=room_id_to_room_map,
        team_id_to_team_map=team_id_to_team_map,
        stream_id_mapper=stream_id_mapper,
        realm_id=realm_id,
    )
    realm["zerver_stream"] = zerver_stream

    # Add stream subscription data to `subscriber_handler`
    convert_stream_subscription_data(
        user_id_to_user_map=user_id_to_user_map,
        dsc_id_to_dsc_map=dsc_id_to_dsc_map,
        zerver_stream=zerver_stream,
        stream_id_mapper=stream_id_mapper,
        user_id_mapper=user_id_mapper,
        subscriber_handler=subscriber_handler,
    )

    zerver_huddle = convert_huddle_data(
        huddle_id_to_huddle_map=huddle_id_to_huddle_map,
        huddle_id_mapper=huddle_id_mapper,
        user_id_mapper=user_id_mapper,
        subscriber_handler=subscriber_handler,
    )
    realm["zerver_huddle"] = zerver_huddle

    all_users = user_handler.get_all_users()

    zerver_recipient = build_recipients(
        zerver_userprofile=all_users,
        zerver_stream=zerver_stream,
        zerver_huddle=zerver_huddle,
    )
    realm["zerver_recipient"] = zerver_recipient

    stream_subscriptions = build_stream_subscriptions(
        get_users=subscriber_handler.get_users,
        zerver_recipient=zerver_recipient,
        zerver_stream=zerver_stream,
    )

    huddle_subscriptions = build_huddle_subscriptions(
        get_users=subscriber_handler.get_users,
        zerver_recipient=zerver_recipient,
        zerver_huddle=zerver_huddle,
    )

    personal_subscriptions = build_personal_subscriptions(
        zerver_recipient=zerver_recipient,
    )

    zerver_subscription = personal_subscriptions + stream_subscriptions + huddle_subscriptions
    realm["zerver_subscription"] = zerver_subscription

    zerver_realmemoji = build_custom_emoji(
        realm_id=realm_id,
        custom_emoji_data=rocketchat_data["custom_emoji"],
        output_dir=output_dir,
    )
    realm["zerver_realmemoji"] = zerver_realmemoji

    subscriber_map = make_subscriber_map(
        zerver_subscription=zerver_subscription,
    )

    stream_id_to_recipient_id: Dict[int, int] = {}
    huddle_id_to_recipient_id: Dict[int, int] = {}
    user_id_to_recipient_id: Dict[int, int] = {}

    map_receiver_id_to_recipient_id(
        zerver_recipient=zerver_recipient,
        stream_id_to_recipient_id=stream_id_to_recipient_id,
        huddle_id_to_recipient_id=huddle_id_to_recipient_id,
        user_id_to_recipient_id=user_id_to_recipient_id,
    )

    channel_messages: List[Dict[str, Any]] = []
    private_messages: List[Dict[str, Any]] = []
    livechat_messages: List[Dict[str, Any]] = []

    separate_channel_private_and_livechat_messages(
        messages=rocketchat_data["message"],
        dsc_id_to_dsc_map=dsc_id_to_dsc_map,
        direct_id_to_direct_map=direct_id_to_direct_map,
        huddle_id_to_huddle_map=huddle_id_to_huddle_map,
        livechat_id_to_livechat_map=livechat_id_to_livechat_map,
        channel_messages=channel_messages,
        private_messages=private_messages,
        livechat_messages=livechat_messages,
    )

    total_reactions: List[ZerverFieldsT] = []
    uploads_list: List[ZerverFieldsT] = []
    zerver_attachment: List[ZerverFieldsT] = []

    upload_id_to_upload_data_map = map_upload_id_to_upload_data(rocketchat_data["upload"])

    # Process channel messages
    process_messages(
        realm_id=realm_id,
        messages=channel_messages,
        subscriber_map=subscriber_map,
        is_pm_data=False,
        username_to_user_id_map=username_to_user_id_map,
        user_id_mapper=user_id_mapper,
        user_handler=user_handler,
        user_id_to_recipient_id=user_id_to_recipient_id,
        stream_id_mapper=stream_id_mapper,
        stream_id_to_recipient_id=stream_id_to_recipient_id,
        huddle_id_mapper=huddle_id_mapper,
        huddle_id_to_recipient_id=huddle_id_to_recipient_id,
        thread_id_mapper=thread_id_mapper,
        room_id_to_room_map=room_id_to_room_map,
        dsc_id_to_dsc_map=dsc_id_to_dsc_map,
        direct_id_to_direct_map=direct_id_to_direct_map,
        huddle_id_to_huddle_map=huddle_id_to_huddle_map,
        zerver_realmemoji=zerver_realmemoji,
        total_reactions=total_reactions,
        uploads_list=uploads_list,
        zerver_attachment=zerver_attachment,
        upload_id_to_upload_data_map=upload_id_to_upload_data_map,
        output_dir=output_dir,
    )
    # Process direct messages
    process_messages(
        realm_id=realm_id,
        messages=private_messages,
        subscriber_map=subscriber_map,
        is_pm_data=True,
        username_to_user_id_map=username_to_user_id_map,
        user_id_mapper=user_id_mapper,
        user_handler=user_handler,
        user_id_to_recipient_id=user_id_to_recipient_id,
        stream_id_mapper=stream_id_mapper,
        stream_id_to_recipient_id=stream_id_to_recipient_id,
        huddle_id_mapper=huddle_id_mapper,
        huddle_id_to_recipient_id=huddle_id_to_recipient_id,
        thread_id_mapper=thread_id_mapper,
        room_id_to_room_map=room_id_to_room_map,
        dsc_id_to_dsc_map=dsc_id_to_dsc_map,
        direct_id_to_direct_map=direct_id_to_direct_map,
        huddle_id_to_huddle_map=huddle_id_to_huddle_map,
        zerver_realmemoji=zerver_realmemoji,
        total_reactions=total_reactions,
        uploads_list=uploads_list,
        zerver_attachment=zerver_attachment,
        upload_id_to_upload_data_map=upload_id_to_upload_data_map,
        output_dir=output_dir,
    )
    realm["zerver_reaction"] = total_reactions
    realm["zerver_userprofile"] = user_handler.get_all_users()
    realm["sort_by_date"] = True

    create_converted_data_files(realm, output_dir, "/realm.json")
    # TODO: Add support for importing avatars
    create_converted_data_files([], output_dir, "/avatars/records.json")

    # Import attachments
    attachment: Dict[str, List[Any]] = {"zerver_attachment": zerver_attachment}
    create_converted_data_files(attachment, output_dir, "/attachment.json")
    create_converted_data_files(uploads_list, output_dir, "/uploads/records.json")