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				https://github.com/zulip/zulip.git
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	This commit adds a new `group_size` field to the `DirectMessageGroup` model, and backfills its value to each of the existing direct message groups. Fixes part of #25713
		
			
				
	
	
		
			1258 lines
		
	
	
		
			48 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
			
		
		
	
	
			1258 lines
		
	
	
		
			48 KiB
		
	
	
	
		
			Python
		
	
	
	
	
	
import logging
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import os
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import random
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import secrets
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import uuid
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from typing import Any
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						|
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import bson
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from django.conf import settings
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from django.forms.models import model_to_dict
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from zerver.data_import.import_util import (
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    SubscriberHandler,
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    ZerverFieldsT,
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    build_attachment,
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    build_direct_message_group,
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    build_direct_message_group_subscriptions,
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    build_message,
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    build_personal_subscriptions,
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    build_realm,
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    build_realm_emoji,
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    build_recipients,
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    build_stream,
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    build_stream_subscriptions,
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    build_user_profile,
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    build_zerver_realm,
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    create_converted_data_files,
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    make_subscriber_map,
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						|
    make_user_messages,
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)
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from zerver.data_import.sequencer import NEXT_ID, IdMapper
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from zerver.data_import.user_handler import UserHandler
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from zerver.lib.emoji import name_to_codepoint
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from zerver.lib.markdown import IMAGE_EXTENSIONS
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from zerver.lib.upload import sanitize_name
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from zerver.lib.utils import process_list_in_batches
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from zerver.models import Reaction, RealmEmoji, Recipient, UserProfile
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def make_realm(
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    realm_id: int, realm_subdomain: str, domain_name: str, rc_instance: dict[str, Any]
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) -> ZerverFieldsT:
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    created_at = float(rc_instance["_createdAt"].timestamp())
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						|
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    zerver_realm = build_zerver_realm(realm_id, realm_subdomain, created_at, "Rocket.Chat")
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    realm = build_realm(zerver_realm, realm_id, domain_name)
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    # We may override these later.
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    realm["zerver_defaultstream"] = []
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    return realm
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def process_users(
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    user_id_to_user_map: dict[str, dict[str, Any]],
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    realm_id: int,
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    domain_name: str,
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    user_handler: UserHandler,
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    user_id_mapper: IdMapper[str],
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) -> None:
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    realm_owners: list[int] = []
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    bots: list[int] = []
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    for rc_user_id in user_id_to_user_map:
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        user_dict = user_id_to_user_map[rc_user_id]
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        is_mirror_dummy = False
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        is_bot = False
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        is_active = True
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        # Rocket.Chat has three user types:
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        # "user": This is a regular user of the system.
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        # "bot": A special user types for bots.
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        # "unknown": This usually represents a livechat guest.
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        if user_dict["type"] != "user":
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            is_active = False
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            if user_dict["type"] == "bot":
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                is_bot = True
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            else:
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                is_mirror_dummy = True
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        if user_dict.get("emails") is None:
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            user_dict["emails"] = [
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                {
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                    "address": "{}-{}@{}".format(
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                        user_dict["username"], user_dict["type"], domain_name
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                    )
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                }
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            ]
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        # TODO: Change this to use actual exported avatar
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        avatar_source = "G"
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        full_name = user_dict["name"]
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        id = user_id_mapper.get(rc_user_id)
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        delivery_email = user_dict["emails"][0]["address"]
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        email = user_dict["emails"][0]["address"]
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        short_name = user_dict["username"]
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        date_joined = float(user_dict["createdAt"].timestamp())
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        timezone = "UTC"
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        role = UserProfile.ROLE_MEMBER
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        if "admin" in user_dict["roles"]:
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            role = UserProfile.ROLE_REALM_OWNER
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            realm_owners.append(id)
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        elif "guest" in user_dict["roles"]:
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            role = UserProfile.ROLE_GUEST
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        elif "bot" in user_dict["roles"]:
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            is_bot = True
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        if is_bot:
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            bots.append(id)
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        user = build_user_profile(
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            avatar_source=avatar_source,
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            date_joined=date_joined,
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            delivery_email=delivery_email,
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            email=email,
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            full_name=full_name,
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            id=id,
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            is_active=is_active,
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            role=role,
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            is_mirror_dummy=is_mirror_dummy,
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            realm_id=realm_id,
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            short_name=short_name,
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            timezone=timezone,
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            is_bot=is_bot,
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            bot_type=1 if is_bot else None,
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        )
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        user_handler.add_user(user)
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    # Set the first realm_owner as the owner of
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    # all the bots.
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    if realm_owners:
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        for bot_id in bots:
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            bot_user = user_handler.get_user(user_id=bot_id)
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            bot_user["bot_owner"] = realm_owners[0]
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def truncate_name(name: str, name_id: int, max_length: int = 60) -> str:
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    if len(name) > max_length:
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        name_id_suffix = f" [{name_id}]"
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        name = name[0 : max_length - len(name_id_suffix)] + name_id_suffix
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    return name
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def get_stream_name(rc_channel: dict[str, Any]) -> str:
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    if rc_channel.get("teamMain"):
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        stream_name = f'[TEAM] {rc_channel["name"]}'
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    else:
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        stream_name = rc_channel["name"]
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    stream_name = truncate_name(stream_name, rc_channel["_id"])
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    return stream_name
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def convert_channel_data(
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    room_id_to_room_map: dict[str, dict[str, Any]],
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    team_id_to_team_map: dict[str, dict[str, Any]],
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    stream_id_mapper: IdMapper[str],
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    realm_id: int,
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) -> list[ZerverFieldsT]:
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    streams = []
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    for rc_room_id in room_id_to_room_map:
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        channel_dict = room_id_to_room_map[rc_room_id]
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        date_created = float(channel_dict["ts"].timestamp())
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        stream_id = stream_id_mapper.get(rc_room_id)
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        invite_only = channel_dict["t"] == "p"
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        stream_name = get_stream_name(channel_dict)
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        stream_desc = channel_dict.get("description", "")
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        if channel_dict.get("teamId") and not channel_dict.get("teamMain"):
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            stream_desc = "[Team {} channel]. {}".format(
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                team_id_to_team_map[channel_dict["teamId"]]["name"], stream_desc
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            )
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        # If the channel is read-only, then only admins and moderators
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        # should be allowed to post in the converted Zulip stream.
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        # For more details: https://zulip.com/help/channel-posting-policy
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        #
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        # See `Stream` model in `zerver/models/streams.py` to know about what each
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        # number represent.
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        stream_post_policy = 4 if channel_dict.get("ro", False) else 1
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        stream = build_stream(
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            date_created=date_created,
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            realm_id=realm_id,
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            name=stream_name,
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            description=stream_desc,
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            stream_id=stream_id,
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            deactivated=False,
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            invite_only=invite_only,
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            stream_post_policy=stream_post_policy,
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        )
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        streams.append(stream)
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    return streams
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def convert_stream_subscription_data(
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    user_id_to_user_map: dict[str, dict[str, Any]],
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    dsc_id_to_dsc_map: dict[str, dict[str, Any]],
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    zerver_stream: list[ZerverFieldsT],
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    stream_id_mapper: IdMapper[str],
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    user_id_mapper: IdMapper[str],
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    subscriber_handler: SubscriberHandler,
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) -> None:
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    stream_members_map: dict[int, set[int]] = {}
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    for rc_user_id in user_id_to_user_map:
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        user_dict = user_id_to_user_map[rc_user_id]
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        if not user_dict.get("__rooms"):
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            continue
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        for channel in user_dict["__rooms"]:
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            if channel in dsc_id_to_dsc_map:
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                # Ignore discussion rooms as these are not
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                # imported as streams, but topics.
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                continue
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            stream_id = stream_id_mapper.get(channel)
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            if stream_id not in stream_members_map:
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                stream_members_map[stream_id] = set()
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            stream_members_map[stream_id].add(user_id_mapper.get(rc_user_id))
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    for stream in zerver_stream:
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        if stream["id"] in stream_members_map:
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            users = stream_members_map[stream["id"]]
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        else:
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            users = set()
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            # Set the stream without any subscribers
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            # as deactivated.
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            stream["deactivated"] = True
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        subscriber_handler.set_info(users=users, stream_id=stream["id"])
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def convert_direct_message_group_data(
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    direct_message_group_id_to_direct_message_group_map: dict[str, dict[str, Any]],
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    direct_message_group_id_mapper: IdMapper[str],
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    user_id_mapper: IdMapper[str],
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    subscriber_handler: SubscriberHandler,
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) -> list[ZerverFieldsT]:
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    zerver_direct_message_group: list[ZerverFieldsT] = []
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    for rc_direct_message_group_id in direct_message_group_id_to_direct_message_group_map:
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        direct_message_group_dict = direct_message_group_id_to_direct_message_group_map[
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            rc_direct_message_group_id
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        ]
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        direct_message_group_id = direct_message_group_id_mapper.get(rc_direct_message_group_id)
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        direct_message_group = build_direct_message_group(
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            direct_message_group_id, len(direct_message_group_dict["uids"])
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        )
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        zerver_direct_message_group.append(direct_message_group)
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        direct_message_group_user_ids = {
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            user_id_mapper.get(rc_user_id) for rc_user_id in direct_message_group_dict["uids"]
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        }
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        subscriber_handler.set_info(
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            users=direct_message_group_user_ids,
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            direct_message_group_id=direct_message_group_id,
 | 
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        )
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    return zerver_direct_message_group
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 | 
						|
 | 
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def build_custom_emoji(
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    realm_id: int, custom_emoji_data: dict[str, list[dict[str, Any]]], output_dir: str
 | 
						|
) -> list[ZerverFieldsT]:
 | 
						|
    logging.info("Starting to process custom emoji")
 | 
						|
 | 
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    emoji_folder = os.path.join(output_dir, "emoji")
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						|
    os.makedirs(emoji_folder, exist_ok=True)
 | 
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 | 
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    zerver_realmemoji: list[ZerverFieldsT] = []
 | 
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    emoji_records: list[ZerverFieldsT] = []
 | 
						|
 | 
						|
    # Map emoji file_id to emoji file data
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						|
    emoji_file_data = {}
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						|
    for emoji_file in custom_emoji_data["file"]:
 | 
						|
        emoji_file_data[emoji_file["_id"]] = {"filename": emoji_file["filename"], "chunks": []}
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						|
    for emoji_chunk in custom_emoji_data["chunk"]:
 | 
						|
        emoji_file_data[emoji_chunk["files_id"]]["chunks"].append(emoji_chunk["data"])
 | 
						|
 | 
						|
    # Build custom emoji
 | 
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    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)
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						|
        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.encode("utf-8")) >= 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[str],
 | 
						|
    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[str],
 | 
						|
    user_handler: UserHandler,
 | 
						|
    user_id_to_recipient_id: dict[int, int],
 | 
						|
    stream_id_mapper: IdMapper[str],
 | 
						|
    stream_id_to_recipient_id: dict[int, int],
 | 
						|
    direct_message_group_id_mapper: IdMapper[str],
 | 
						|
    direct_message_group_id_to_recipient_id: dict[int, int],
 | 
						|
    thread_id_mapper: IdMapper[str],
 | 
						|
    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]],
 | 
						|
    direct_message_group_id_to_direct_message_group_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 direct_message_group_id_to_direct_message_group_map:
 | 
						|
                direct_message_group_id = direct_message_group_id_mapper.get(rc_channel_id)
 | 
						|
                message_dict["recipient_id"] = direct_message_group_id_to_recipient_id[
 | 
						|
                    direct_message_group_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 direct_message_group_id_to_direct_message_group_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]],
 | 
						|
    direct_message_group_id_to_direct_message_group_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,
 | 
						|
        *direct_message_group_id_to_direct_message_group_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],
 | 
						|
    direct_message_group_id_to_recipient_id: dict[int, int],
 | 
						|
    user_id_to_recipient_id: dict[int, int],
 | 
						|
) -> None:
 | 
						|
    # receiver_id represents stream_id/direct_message_group_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.DIRECT_MESSAGE_GROUP:
 | 
						|
            direct_message_group_id_to_recipient_id[recipient["type_id"]] = recipient["id"]
 | 
						|
        elif recipient["type"] == Recipient.PERSONAL:
 | 
						|
            user_id_to_recipient_id[recipient["type_id"]] = recipient["id"]
 | 
						|
 | 
						|
 | 
						|
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]],
 | 
						|
    direct_message_group_id_to_direct_message_group_map: dict[str, dict[str, Any]],
 | 
						|
    livechat_id_to_livechat_map: dict[str, dict[str, Any]],
 | 
						|
) -> None:
 | 
						|
    direct_message_group_hashed_channels: dict[frozenset[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:
 | 
						|
                direct_message_group_members = frozenset(channel["uids"])
 | 
						|
                logging.info("Direct message group channel found. UIDs: %r", channel["uids"])
 | 
						|
 | 
						|
                if channel["msgs"] == 0:  # nocoverage
 | 
						|
                    # Rocket.Chat exports in the wild sometimes
 | 
						|
                    # contain duplicates of real direct message
 | 
						|
                    # groups, with no messages in the duplicate.
 | 
						|
                    # We ignore these minor database corruptions
 | 
						|
                    # in the Rocket.Chat export. Doing so is safe,
 | 
						|
                    # because a direct message group with no message
 | 
						|
                    # history has no value in Zulip's data model.
 | 
						|
                    logging.debug("Skipping direct message group with 0 messages: %s", channel)
 | 
						|
                elif (
 | 
						|
                    direct_message_group_members in direct_message_group_hashed_channels
 | 
						|
                ):  # nocoverage
 | 
						|
                    logging.info(
 | 
						|
                        "Mapping direct message group %r to existing channel: %s",
 | 
						|
                        direct_message_group_members,
 | 
						|
                        direct_message_group_hashed_channels[direct_message_group_members],
 | 
						|
                    )
 | 
						|
                    direct_message_group_id_to_direct_message_group_map[channel["_id"]] = (
 | 
						|
                        direct_message_group_hashed_channels[direct_message_group_members]
 | 
						|
                    )
 | 
						|
 | 
						|
                    # Ideally, we'd merge the duplicate direct message
 | 
						|
                    # groups. Doing so correctly requires special
 | 
						|
                    # handling in convert_direct_message_group_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 direct_message_group_id_to_direct_message_group_map.
 | 
						|
                    #
 | 
						|
                    # For now, just throw an exception here rather
 | 
						|
                    # than during the import process.
 | 
						|
                    raise NotImplementedError(
 | 
						|
                        "Mapping multiple direct message groups with messages to one is not fully implemented yet"
 | 
						|
                    )
 | 
						|
                else:
 | 
						|
                    direct_message_group_id_to_direct_message_group_map[channel["_id"]] = channel
 | 
						|
                    direct_message_group_hashed_channels[direct_message_group_members] = 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[str]()
 | 
						|
    stream_id_mapper = IdMapper[str]()
 | 
						|
    direct_message_group_id_mapper = IdMapper[str]()
 | 
						|
    thread_id_mapper = IdMapper[str]()
 | 
						|
 | 
						|
    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]] = {}
 | 
						|
    direct_message_group_id_to_direct_message_group_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,
 | 
						|
        direct_message_group_id_to_direct_message_group_map=direct_message_group_id_to_direct_message_group_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_direct_message_group = convert_direct_message_group_data(
 | 
						|
        direct_message_group_id_to_direct_message_group_map=direct_message_group_id_to_direct_message_group_map,
 | 
						|
        direct_message_group_id_mapper=direct_message_group_id_mapper,
 | 
						|
        user_id_mapper=user_id_mapper,
 | 
						|
        subscriber_handler=subscriber_handler,
 | 
						|
    )
 | 
						|
    realm["zerver_huddle"] = zerver_direct_message_group
 | 
						|
 | 
						|
    all_users = user_handler.get_all_users()
 | 
						|
 | 
						|
    zerver_recipient = build_recipients(
 | 
						|
        zerver_userprofile=all_users,
 | 
						|
        zerver_stream=zerver_stream,
 | 
						|
        zerver_direct_message_group=zerver_direct_message_group,
 | 
						|
    )
 | 
						|
    realm["zerver_recipient"] = zerver_recipient
 | 
						|
 | 
						|
    stream_subscriptions = build_stream_subscriptions(
 | 
						|
        get_users=subscriber_handler.get_users,
 | 
						|
        zerver_recipient=zerver_recipient,
 | 
						|
        zerver_stream=zerver_stream,
 | 
						|
    )
 | 
						|
 | 
						|
    direct_message_group_subscriptions = build_direct_message_group_subscriptions(
 | 
						|
        get_users=subscriber_handler.get_users,
 | 
						|
        zerver_recipient=zerver_recipient,
 | 
						|
        zerver_direct_message_group=zerver_direct_message_group,
 | 
						|
    )
 | 
						|
 | 
						|
    personal_subscriptions = build_personal_subscriptions(
 | 
						|
        zerver_recipient=zerver_recipient,
 | 
						|
    )
 | 
						|
 | 
						|
    zerver_subscription = (
 | 
						|
        personal_subscriptions + stream_subscriptions + direct_message_group_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] = {}
 | 
						|
    direct_message_group_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,
 | 
						|
        direct_message_group_id_to_recipient_id=direct_message_group_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,
 | 
						|
        direct_message_group_id_to_direct_message_group_map=direct_message_group_id_to_direct_message_group_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,
 | 
						|
        direct_message_group_id_mapper=direct_message_group_id_mapper,
 | 
						|
        direct_message_group_id_to_recipient_id=direct_message_group_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,
 | 
						|
        direct_message_group_id_to_direct_message_group_map=direct_message_group_id_to_direct_message_group_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,
 | 
						|
        direct_message_group_id_mapper=direct_message_group_id_mapper,
 | 
						|
        direct_message_group_id_to_recipient_id=direct_message_group_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,
 | 
						|
        direct_message_group_id_to_direct_message_group_map=direct_message_group_id_to_direct_message_group_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")
 |