AIL-framework/update/v5.0/DB_KVROCKS_MIGRATION.py

#!/usr/bin/env python3
# -*-coding:UTF-8 -*
"""


"""
import os
import sys

import importlib.util

sys.path.append(os.environ['AIL_BIN'])
##################################
# Import Project packages
##################################
from lib.ConfigLoader import ConfigLoader
from lib import Tag
from lib import Users
from lib.objects import Decodeds
from lib.objects import Domains
from lib.objects import Items
from lib.objects.CryptoCurrencies import CryptoCurrency
from lib.objects.Pgps import Pgp
from lib.objects.Screenshots import Screenshot, get_all_screenshots
from lib.objects.Usernames import Username
from packages import Date

# # # # CONFIGS # # # #
config_loader = ConfigLoader()
r_kvrocks = config_loader.get_db_conn("Kvrocks_DB")
r_obj = config_loader.get_db_conn("Kvrocks_Objects")

r_serv_db = config_loader.get_redis_conn("ARDB_DB")
r_serv_tracker = config_loader.get_redis_conn("ARDB_Tracker")
r_serv_tags = config_loader.get_redis_conn("ARDB_Tags")
r_crawler = config_loader.get_redis_conn("ARDB_Onion")
r_serv_metadata = config_loader.get_redis_conn("ARDB_Metadata")
r_serv_trend = config_loader.get_redis_conn("ARDB_Trending")
r_statistics = config_loader.get_redis_conn("ARDB_Statistics")
config_loader = None
# # - - CONFIGS - - # #

from core import ail_2_ail
spec = importlib.util.find_spec('core.ail_2_ail')
old_ail_2_ail = importlib.util.module_from_spec(spec)
spec.loader.exec_module(old_ail_2_ail)

old_ail_2_ail.r_serv_sync = r_serv_db

from lib import Tracker

from lib import Investigations
spec = importlib.util.find_spec('lib.Investigations')
old_Investigations = importlib.util.module_from_spec(spec)
spec.loader.exec_module(old_Investigations)

old_Investigations.r_tracking = r_serv_tracker

from lib import crawlers

def get_item_date(item_id):
    dirs = item_id.split('/')
    return f'{dirs[-4]}{dirs[-3]}{dirs[-2]}'

################################################################

def core_migration():
    print('CORE MIGRATION...')

    # AIL UUID
    ail_uuid = r_serv_db.get('ail:uuid')
    r_kvrocks.set('ail:uuid', ail_uuid)

    # AIL update #
    ail_version = r_serv_db.get('ail:version')
    r_kvrocks.set('ail:version', ail_version)
    dict_update = r_serv_db.hgetall('ail:update_date')
    for version in dict_update:
        r_kvrocks.hset('ail:update_date', version, dict_update[version])

    versions_to_update = r_serv_db.smembers('ail:to_update')
    for version in versions_to_update:
        r_kvrocks.sadd('ail:update:to_update', version)

    update_error = r_serv_db.get('ail:update_error')
    if update_error:
        r_kvrocks.set('ail:update:error', update_error)

    update_in_progress = r_serv_db.get('ail:update_in_progress')
    if update_in_progress:
        r_kvrocks.set('ail:update:update_in_progress', update_in_progress)

    # d4 passivedns
    d4_enabled = bool(r_serv_db.hget('d4:passivedns', 'enabled'))
    d4_update_time = r_serv_db.hget('d4:passivedns', 'update_time')
    r_kvrocks.hset('d4:passivedns', 'enabled', str(d4_enabled))
    r_kvrocks.hset('d4:passivedns', 'update_time', d4_update_time)


# # # # # # # # # # # # # # # #
#       USERS
#
# HSET 'user:all'                    user_id            passwd_hash
# HSET 'user:tokens'                 token              user_id
# HSET 'user_metadata:{user_id}'    'token'             token
#                                   'role'              role
#                                   'change_passwd'     'True'
# SET  'user_role:{role}'            user_id
#
def user_migration():
    print('USER MIGRATION...')

    # create role_list
    Users._create_roles_list()

    for user_id in r_serv_db.hkeys('user:all'):
        role = r_serv_db.hget(f'user_metadata:{user_id}', 'role')
        password_hash = r_serv_db.hget('user:all', user_id)
        token = r_serv_db.hget(f'user_metadata:{user_id}', 'token')
        chg_passwd = r_serv_db.hget(f'user_metadata:{user_id}', 'change_passwd')
        if not chg_passwd:
            chg_passwd = None

        Users.create_user(user_id, password=None, chg_passwd=chg_passwd, role=role)
        Users.edit_user_password(user_id, password_hash, chg_passwd=chg_passwd)
        Users._delete_user_token(user_id)
        print(user_id, token)
        Users._set_user_token(user_id, token)

    for invite_row in r_crawler.smembers('telegram:invite_code'):
        r_obj.sadd('telegram:invite_code', invite_row)

# # # # # # # # # # # # # # # #
#       AIL 2 AIL
def ail_2_ail_migration():
    print('AIL_2_AIL MIGRATION...')

    # AIL Queues
    for queue_uuid in old_ail_2_ail.get_all_sync_queue():
        # print(queue_uuid)
        meta = old_ail_2_ail.get_sync_queue_metadata(queue_uuid)

        name = meta['name']
        tags = meta['tags']
        description = meta['description']
        max_size = meta['max_size']
        ail_2_ail.create_sync_queue(name, tags=tags, description=description, max_size=max_size, _queue_uuid=queue_uuid)

    # AIL Instances
    for ail_uuid in old_ail_2_ail.get_all_ail_instance():
        # print(ail_uuid)
        meta = old_ail_2_ail.get_ail_instance_metadata(ail_uuid, client_sync_mode=True,
                                                       server_sync_mode=True, sync_queues=True)
        url = meta['url']
        api_key = meta['api_key']
        description = meta['description']
        pull = meta['pull']
        push = meta['push']
        ail_2_ail.create_ail_instance(ail_uuid, url, api_key=api_key, description=description, pull=pull, push=push)

        version = old_ail_2_ail.get_ail_server_version(ail_uuid)
        if version:
            ail_2_ail.set_ail_server_version(ail_uuid, version)
        ping = old_ail_2_ail.get_ail_server_ping(ail_uuid)
        if ping:
            ail_2_ail.set_ail_server_ping(ail_uuid, ping)
        error = old_ail_2_ail.get_ail_server_error(ail_uuid)
        if error:
            ail_2_ail.save_ail_server_error(ail_uuid, error)

        for queue_uuid in meta['sync_queues']:
            ail_2_ail.register_ail_to_sync_queue(ail_uuid, queue_uuid)

            for dict_obj in reversed(old_ail_2_ail.get_sync_queue_objects_by_queue_uuid(queue_uuid, ail_uuid, push=True)):
                ail_2_ail.add_object_to_sync_queue(queue_uuid, ail_uuid, dict_obj, push=True, pull=False, json_obj=False)

            for dict_obj in reversed(old_ail_2_ail.get_sync_queue_objects_by_queue_uuid(queue_uuid, ail_uuid, push=False)):
                ail_2_ail.add_object_to_sync_queue(queue_uuid, ail_uuid, dict_obj, push=False, pull=True, json_obj=False)

    ail_2_ail.set_last_updated_sync_config()

###############################
#                             #
#      TRACKER MIGRATION      # # TODO
#                             #
###############################

def get_tracker_level(tracker_uuid):
    level = r_serv_tracker.hget(f'tracker:{tracker_uuid}', 'level')
    if not level:
        level = 0
    return int(level)

def get_tracker_metadata(tracker_uuid):
    meta = {'uuid': tracker_uuid,
            'tracked': r_serv_tracker.hget('tracker:{tracker_uuid}', 'tracked'),
            'type': r_serv_tracker.hget('tracker:{tracker_uuid}', 'type'),
            'date': r_serv_tracker.hget(f'tracker:{tracker_uuid}', 'date'),
            'first_seen': r_serv_tracker.hget(f'tracker:{tracker_uuid}', 'first_seen'),
            'last_seen': r_serv_tracker.hget(f'tracker:{tracker_uuid}', 'last_seen'),
            'user_id': r_serv_tracker.hget('tracker:{tracker_uuid}', 'user_id'),
            'level': get_tracker_level(tracker_uuid),
            'mails': list(r_serv_tracker.smembers('tracker:mail:{tracker_uuid}')),
            'sources': list(r_serv_tracker.smembers(f'tracker:sources:{tracker_uuid}')),
            'tags': list(r_serv_tracker.smembers(f'tracker:tags:{tracker_uuid}')),
            'description': r_serv_tracker.hget(f'tracker:{tracker_uuid}', 'description'),
            'webhook': r_serv_tracker.hget(f'tracker:{tracker_uuid}', 'webhook')}
    return meta

def get_tracker_items_by_daterange(tracker_uuid, date_from, date_to):
    all_item_id = set()
    if date_from and date_to:
        l_date_match = r_serv_tracker.zrange(f'tracker:stat:{tracker_uuid}', 0, -1, withscores=True)
        if l_date_match:
            dict_date_match = dict(l_date_match)
            for date_day in Date.substract_date(date_from, date_to):
                if date_day in dict_date_match:
                    all_item_id |= r_serv_tracker.smembers(f'tracker:item:{tracker_uuid}:{date_day}')
    return all_item_id

# trackers + retro_hunts
def trackers_migration():
    print('TRACKERS MIGRATION...')
    for tracker_uuid in old_Tracker.get_all_tracker_uuid():
        meta = get_tracker_metadata(tracker_uuid)
        Tracker._re_create_tracker(meta['type'], meta['uuid'], meta['tracked'], meta['user_id'], meta['level'],
                                   tags=meta['tags'], mails=meta['mails'], description=meta['description'],
                                   webhook=meta['webhook'], sources=meta['sources'],
                                   first_seen=meta['first_seen'], last_seen=meta['last_seen'])

        tracker = Tracker.Tracker(tracker_uuid)
        # object migration
        for item_id in old_Tracker.get_tracker_items_by_daterange(tracker_uuid, meta['first_seen'], meta['last_seen']):
            print(item_id)
            item_date = get_item_date(item_id)
            tracker.add('item', '', item_id, date=item_date)

    print('RETRO HUNT MIGRATION...')

    for task_uuid in old_Tracker.get_all_retro_hunt_tasks():
        retro_hunt = Tracker.RetroHunt(retro_hunt)
        # TODO Create filters
        # TODO GET OLD META
        meta = retro_hunt.get_meta(options={'creator', 'date', 'description', 'filter', 'progress', 'tags'})
        last_id = old_Tracker.get_retro_hunt_last_analyzed(task_uuid)
        timeout = old_Tracker.get_retro_hunt_task_timeout(task_uuid)
        Tracker._re_create_retro_hunt_task(meta['name'], meta['rule'], meta['date'], meta['date_from'], meta['date_to'], meta['creator'], meta['sources'], meta['tags'], [], timeout, meta['description'], task_uuid, state=meta['state'], nb_match=meta['nb_match'], last_id=last_id)

        for obj_id in old_Tracker.get_retro_hunt_items_by_daterange(task_uuid, meta['date_from'], meta['date_to']):
            retro_hunt.add('item', '', obj_id)

    Tracker._fix_db_custom_tags()


###############################
#                             #
#  INVESTIGATION MIGRATION    #
#                             #
###############################

def investigations_migration():
    print('INVESTIGATION MIGRATION...')
    for investigation_uuid in old_Investigations.get_all_investigations():
        old_investigation = old_Investigations.Investigation(investigation_uuid)
        meta = old_investigation.get_metadata()
        Investigations._re_create_investagation(meta['uuid'], meta['user_creator'], meta['date'], meta['name'], meta['threat_level'], meta['analysis'], meta['info'], meta['tags'], meta['last_change'], meta['timestamp'], meta['misp_events'])
        new_investigation = Investigations.Investigation(meta['uuid'])
        for dict_obj in old_investigation.get_objects():
            new_investigation.register_object(dict_obj['id'], dict_obj['type'], dict_obj['subtype'])
        new_investigation.set_last_change(meta['last_change'])

###############################
#                             #
#       TAGS MIGRATION        #
#                             #
###############################

def get_all_items_tags():
    return r_serv_tags.smembers('list_tags:item')

def get_all_items_tags_by_day(tag, date):
    return r_serv_tags.smembers(f'{tag}:{date}')

def get_tag_first_seen(tag, r_int=False):
    res = r_serv_tags.hget(f'tag_metadata:{tag}', 'first_seen')
    if r_int:
        if res is None:
            return 99999999
        else:
            return int(res)
    return res

def get_tags_first_seen():
    first_seen = int(Date.get_today_date_str())
    for tag in get_all_items_tags():
        tag_first = get_tag_first_seen(tag, r_int=True)
        if tag_first < first_seen:
            first_seen = tag_first
    return str(first_seen)

def get_active_taxonomies():
    return r_serv_tags.smembers('active_taxonomies')

def get_active_galaxies():
    return r_serv_tags.smembers('active_galaxies')

def tags_migration():
    for taxonomy in get_active_taxonomies():
        Tag.enable_taxonomy(taxonomy)

    for galaxy in get_active_galaxies():
        Tag.enable_galaxy(galaxy)

    # Items tags
    for tag in get_all_items_tags():
        print(tag)
        tag_first = get_tag_first_seen(tag)
        if tag_first:
            for date in Date.get_date_range_today(tag_first):
                print(date)
                for item_id in get_all_items_tags_by_day(tag, date):
                    item = Items.Item(item_id)
                    item.add_tag(tag)

# # TODO: BUILD FIRST/LAST object DATE
###############################
#                             #
#       ITEMS MIGRATION       #
#                             #
###############################

def get_item_father(item_id):
    return r_serv_metadata.hget(f'paste_metadata:{item_id}', 'father')

def get_item_duplicate(item_id, r_list=True):
    res = r_serv_metadata.smembers(f'dup:{item_id}')
    if r_list:
        if res:
            return list(res)
        else:
            return []
    return res

def get_item_duplicates_dict(item_id):
    dict_duplicates = {}
    for duplicate in get_item_duplicate(item_id):
        duplicate = duplicate[1:-1].replace('\'', '').replace(' ', '').split(',')
        duplicate_id = duplicate[1]
        if duplicate_id not in dict_duplicates:
            dict_duplicates[duplicate_id] = {}
        algo = duplicate[0]
        if algo == 'tlsh':
            similarity = 100 - int(duplicate[2])
        else:
            similarity = int(duplicate[2])
        dict_duplicates[duplicate_id][algo] = similarity
    return dict_duplicates


def items_migration():
    print('ITEMS MIGRATION...')
    # MIGRATE IMPORTED URLEXTRACT Father
    for item_id in Items.get_items_by_source('urlextract'):
        father_id = get_item_father(item_id)
        if father_id:
            item = Items.Item(item_id)
            item.set_parent(father_id)

    # DUPLICATES
    for tag in ['infoleak:automatic-detection="credential"']:
        print(f'Duplicate migration: {tag}')
        tag_first = get_tag_first_seen(tag)
        if tag_first:
            for date in Date.get_date_range_today(tag_first):
                print(date)
                for item_id in get_all_items_tags_by_day(tag, date):
                    item = Items.Item(item_id)
                    duplicates_dict = get_item_duplicates_dict(item_id)
                    for id_2 in duplicates_dict:
                        for algo in duplicates_dict[id_2]:
                            print(algo, duplicates_dict[id_2][algo], id_2)
                            item.add_duplicate(algo, duplicates_dict[id_2][algo], id_2)

    # ITEM FIRST/LAST DATE
    Items._manual_set_items_date_first_last()


###############################
#                             #
#     CRAWLERS MIGRATION      #
#                             #
###############################

def get_all_cookiejar():
    return r_crawler.smembers('cookiejar:all')

def get_cookiejar_level(cookiejar_uuid):
    level = r_crawler.hget(f'cookiejar_metadata:{cookiejar_uuid}', 'level')
    try:
        level = int(level)
    except:
        level = 0
    return level

def get_cookiejar_metadata(cookiejar_uuid):
    dict_cookiejar = {}
    if r_crawler.exists(f'cookiejar_metadata:{cookiejar_uuid}'):
        dict_cookiejar['uuid'] = cookiejar_uuid
        dict_cookiejar['description'] = r_crawler.hget(f'cookiejar_metadata:{cookiejar_uuid}', 'description')
        dict_cookiejar['date'] = r_crawler.hget(f'cookiejar_metadata:{cookiejar_uuid}', 'date')
        dict_cookiejar['user'] = r_crawler.hget(f'cookiejar_metadata:{cookiejar_uuid}', 'user_id')
        dict_cookiejar['level'] = get_cookiejar_level(cookiejar_uuid)
    return dict_cookiejar

def get_cookiejar_cookies_uuid(cookiejar_uuid):
    res = r_crawler.smembers(f'cookiejar:{cookiejar_uuid}:cookies:uuid')
    if not res:
        res = []
    return res

def get_cookie_dict(cookie_uuid):
    cookie_dict = {}
    for key_name in r_crawler.hkeys(f'cookiejar:cookie:{cookie_uuid}'):
        cookie_dict[key_name] = r_crawler.hget(f'cookiejar:cookie:{cookie_uuid}', key_name)
    return cookie_dict

# Return last crawled domains by type
#   domain;epoch
def get_last_crawled_domains(domain_type):
    return r_crawler.lrange(f'last_{domain_type}', 0, -1)

def get_domains_blacklist(domain_type):
    return r_crawler.smembers(f'blacklist_{domain_type}')

def crawler_migration():
    print('CRAWLER MIGRATION...')

    for domain_type in ['onion', 'regular']:
        for domain in get_domains_blacklist(domain_type):
            crawlers.blacklist_domain(domain)

    for cookiejar_uuid in get_all_cookiejar():
        meta = get_cookiejar_metadata(cookiejar_uuid)
        if meta:
            # print(meta)
            cookiejar = crawlers.Cookiejar(meta['uuid'])
            if not cookiejar.exists():
                crawlers.create_cookiejar(meta['user'], description=meta['description'], level=meta['level'],
                                          cookiejar_uuid=meta['uuid'])
                cookiejar._set_date(meta['date'])

                for cookie_uuid in get_cookiejar_cookies_uuid(meta['uuid']):
                    cookie_dict = get_cookie_dict(cookie_uuid)
                    if cookie_dict:
                        # print(cookie_dict)
                        crawlers.api_create_cookie(meta['user'], cookiejar_uuid, cookie_dict)

    auto_crawler_web = r_crawler.smembers('auto_crawler_url:regular')
    auto_crawler_onion = r_crawler.smembers('auto_crawler_url:onion')
    if auto_crawler_onion or auto_crawler_web:
        with open('old_auto_crawler_domains.txt', 'w') as f:
            f.write('OLD Crawler Scheduler:\n\n')
            for domain in auto_crawler_onion:
                f.write(f'{domain}\n')
            for domain in auto_crawler_web:
                f.write(f'{domain}\n')

###############################
#                             #
#      DOMAINS MIGRATION      #
#                             #
###############################

# Start -> 2019-01-01

# BY TYPE - FIRST DATE DOWN / UP

def get_domain_down_by_date(domain_type, date):
    return r_crawler.smembers(f'{domain_type}_down:{date}')

def get_item_link(item_id):
    return r_serv_metadata.hget(f'paste_metadata:{item_id}', 'real_link')

def get_item_children(item_id):
    return r_serv_metadata.smembers(f'paste_children:{item_id}')

def get_domains_up_by_type(domain_type):
    return r_crawler.smembers(f'full_{domain_type}_up')

def get_domain_first_seen(domain_type, domain):
    return r_crawler.hget(f'{domain_type}_metadata:{domain}', 'first_seen')

def get_domain_last_check(domain_type, domain):
    return r_crawler.hget(f'{domain_type}_metadata:{domain}', 'last_check')

def get_domain_last_origin(domain_type, domain):
    return r_crawler.hget(f'{domain_type}_metadata:{domain}', 'paste_parent')

def get_domain_ports(domain_type, domain):
    l_ports = r_crawler.hget(f'{domain_type}_metadata:{domain}', 'ports')
    if l_ports:
        return l_ports.split(";")
    return []

def get_domain_languages(dom):
    return r_crawler.smembers(f'domain:language:{dom}')

def is_crawled_item(domain, item_id):
    domain_length = len(domain)
    if len(item_id) > (domain_length+48):
        if item_id[-36-domain_length:-36] == domain:
            return True
    return False

def get_crawled_items(domain, root_id):
    crawled_items = get_crawled_items_children(domain, root_id)
    crawled_items.append(root_id)
    return crawled_items

def get_crawled_items_children(domain, root_id):
    crawled_items = []
    for item_id in get_item_children(root_id):
        if is_crawled_item(domain, item_id):
            crawled_items.append(item_id)
            crawled_items.extend(get_crawled_items_children(domain, item_id))
    return crawled_items

def get_domain_history_by_port(domain_type, domain, port):
    history_tuple = r_crawler.zrange(f'crawler_history_{domain_type}:{domain}:{port}', 0, -1, withscores=True)
    history = []
    for root_id, epoch in history_tuple:
        dict_history = {}
        epoch = int(epoch)  # force int
        dict_history["epoch"] = epoch
        try:
            int(root_id)
            dict_history['status'] = False
        except ValueError:
            dict_history['status'] = True
            dict_history['root'] = root_id
        history.append(dict_history)
    return history

def get_domain_tags(domain):
    return r_serv_metadata.smembers(f'tag:{domain}')

def domain_migration():
    print('Domains MIGRATION...')

    for domain_type in ['onion', 'regular']:
        for dom in get_domains_up_by_type(domain_type):
            if domain_type == 'onion':
                if not crawlers.is_valid_onion_domain(dom):
                    print(dom)
                    continue
            ports = get_domain_ports(domain_type, dom)
            first_seen = get_domain_first_seen(domain_type, dom)
            last_check = get_domain_last_check(domain_type, dom)
            last_origin = get_domain_last_origin(domain_type, dom)
            languages = get_domain_languages(dom)

            domain = Domains.Domain(dom)
            domain.update_daterange(first_seen)
            domain.update_daterange(last_check)
            if last_origin:
                domain.set_last_origin(last_origin)
            for language in languages:
                print(language)
                domain.add_language(language)
            for tag in get_domain_tags(domain):
                domain.add_tag(tag)

            print(dom)

            # CREATE DOMAIN HISTORY
            for port in ports:
                for history in get_domain_history_by_port(domain_type, dom, port):
                    epoch = history['epoch']
                    # DOMAIN DOWN
                    if not history.get('status'):  # domain DOWN
                        domain.add_history(epoch)
                        print(f'DOWN {epoch}')
                    # DOMAIN UP
                    else:
                        root_id = history.get('root')
                        if root_id:
                            domain.add_history(epoch, root_item=root_id)
                            print(f'UP {root_id}')
                            crawled_items = get_crawled_items(dom, root_id)
                            for item_id in crawled_items:
                                item = Items.Item(item_id)
                                url = get_item_link(item_id)
                                parent_id = get_item_father(item_id)
                                if parent_id and url:
                                    print(f'{url}    {item_id}')
                                    item.set_crawled(url, parent_id)

    for domain_type in ['onion', 'regular']:
        for date in Date.get_date_range_today('20190101'):
            for dom in get_domain_down_by_date(domain_type, date):
                if domain_type == 'onion':
                    if not crawlers.is_valid_onion_domain(dom):
                        print(dom)
                        continue
                first_seen = get_domain_first_seen(domain_type, dom)
                last_check = get_domain_last_check(domain_type, dom)
                last_origin = get_domain_last_origin(domain_type, dom)

                domain = Domains.Domain(dom)
                domain.update_daterange(first_seen)
                domain.update_daterange(last_check)
                if last_origin:
                    domain.set_last_origin(last_origin)
                domain.add_history(0, None, date=date)


###############################
#                             #
#      DECODED MIGRATION      #
#                             #
###############################
def get_estimated_type(decoded_id):
    return r_serv_metadata.hget(f'metadata_hash:{decoded_id}', 'estimated_type')

def get_hash_size(decoded_id):
    return r_serv_metadata.hget(f'metadata_hash:{decoded_id}', 'size')

def get_decoded_items_list_by_decoder(decoder_type, decoded_id):
    return r_serv_metadata.zrange(f'{decoder_type}_hash:{decoded_id}', 0, -1)

def get_decodeds_tags(decoded_id):
    return r_serv_metadata.smembers(f'tag:{decoded_id}')

def decodeds_migration():
    print('Decoded MIGRATION...')
    algo_names = ['base64', 'binary', 'hexadecimal']

    Decodeds._delete_old_json_descriptor()
    for decoded_id in Decodeds.get_all_decodeds_files():
        mimetype = get_estimated_type(decoded_id)
        # ignore invalid object
        if mimetype is None:
            continue
        print()
        print(decoded_id)

        decoded = Decodeds.Decoded(decoded_id)
        decoded._add_create()
        decoded.set_mimetype(mimetype)

        size = get_hash_size(decoded_id)
        if not size:
            filepath = decoded.get_filepath(mimetype=mimetype)
            size = os.path.getsize(filepath)
        decoded.set_size(size)

        for tag in get_decodeds_tags(decoded_id):
            decoded.add_tag(tag)

        for algo in algo_names:
            for item_id in get_decoded_items_list_by_decoder(algo, decoded_id):
                print(item_id, algo)
                date = get_item_date(item_id)
                decoded.add(algo, date, item_id, mimetype=mimetype)

###############################
#                             #
#    SCREENSHOTS MIGRATION    #
#                             #
###############################

# old correlation
def get_screenshot_items_list(screenshot_id):
    print(f'screenshot:{screenshot_id}')
    return r_crawler.smembers(f'screenshot:{screenshot_id}')

# old correlation
def get_screenshot_domain(screenshot_id):
    return r_crawler.smembers(f'screenshot_domain:{screenshot_id}')

def get_screenshot_tags(screenshot_id):
    return r_serv_metadata.smembers(f'tag:{screenshot_id}')

# Tags + Correlations
def screenshots_migration():
    print('SCREENSHOTS MIGRATION...')
    screenshots = get_all_screenshots()
    for screenshot_id in screenshots:
        print(screenshot_id)

        screenshot = Screenshot(screenshot_id)

        for tag in get_screenshot_tags(screenshot_id):
            screenshot.add_tag(tag)
        # Correlations
        for item_id in get_screenshot_items_list(screenshot_id):
            print(item_id)
            screenshot.add_correlation('item', '', item_id)
        for domain_id in get_screenshot_domain(screenshot_id):
            print(domain_id)
            screenshot.add_correlation('domain', '', domain_id)

###############################
#                             #
#      SUBTYPES MIGRATION     #
#                             #
###############################

def get_item_correlation_obj(obj_type, subtype, obj_id):
    return r_serv_metadata.smembers(f'set_{obj_type}_{subtype}:{obj_id}')

def get_obj_subtype_first_seen(obj_type, subtype, obj_id):
    return r_serv_metadata.hget(f'{obj_type}_metadata_{subtype}:{obj_id}', 'first_seen')

def get_obj_subtype_last_seen(obj_type, subtype, obj_id):
    return r_serv_metadata.hget(f'{obj_type}_metadata_{subtype}:{obj_id}', 'last_seen')

def get_all_subtype_id(obj_type, subtype):
    print(f'{obj_type}_all:{subtype}')
    print(r_serv_metadata.zrange(f'{obj_type}_all:{subtype}', 0, -1))
    return r_serv_metadata.zrange(f'{obj_type}_all:{subtype}', 0, -1)

def get_subtype_object(obj_type, subtype, obj_id):
    if obj_type == 'cryptocurrency':
        return CryptoCurrency(obj_id, subtype)
    elif obj_type == 'pgpdump':
        return Pgp(obj_id, subtype)
    elif obj_type == 'username':
        return Username(obj_id, subtype)

def migrate_subtype_obj(Obj, obj_type, subtype, obj_id):
    # dates
    for item_id in get_item_correlation_obj(obj_type, subtype, obj_id):
        date = get_item_date(item_id)
        Obj.add(date, item_id)


dict_obj_subtypes = {'cryptocurrency': ['bitcoin', 'bitcoin-cash', 'dash', 'ethereum', 'litecoin', 'monero', 'zcash'],
                     'pgpdump': ['key', 'mail', 'name'],
                     'username': ['telegram', 'twitter', 'jabber']}

def subtypes_obj_migration():
    print('SUBTYPE MIGRATION...')
    pgp_symmetrical_key = '0x0000000000000000'

    for obj_type in dict_obj_subtypes:
        print(f'{obj_type} MIGRATION...')
        for subtype in dict_obj_subtypes[obj_type]:
            for obj_id in get_all_subtype_id(obj_type, subtype):
                if obj_type == 'pgp' and subtype == 'key' and obj_id == pgp_symmetrical_key:
                    pass
                else:
                    pgp_obj = get_subtype_object(obj_type, subtype, obj_id)
                    migrate_subtype_obj(pgp_obj, obj_type, subtype, obj_id)

    # ADD PGP Symmetrical tag to item
    # for item_id in get_item_correlation_obj('pgpdump', 'key', pgp_symmetrical_key):
    #     item = Items.Item(item_id)
    #     item.add_tag(f'infoleak:automatic-detection="pgp-symmetric";{item_id}')

# # # # # # # # # # # # # # # #
#       STATISTICS
#
# Credential:
# HSET 'credential_by_tld:'+date, tld, 1

# def get_all_provider():
#     return r_serv_trend.smembers('all_provider_set')
#
# def get_item_source_stats_by_date(date, source):
#     stats = {'num': r_serv_trend.hget(f'{source}_num', date),
#              'size': r_serv_trend.hget(f'{source}_size', date),
#              'avg': r_serv_trend.hget(f'{source}_avg', date)}
#     return stats
#
# def get_item_stats_size_avg_by_date(date):
#     return r_serv_trend.zrange(f'top_avg_size_set_{date}', 0, -1, withscores=True)
#
# def get_item_stats_nb_by_date(date):
#     return r_serv_trend.zrange(f'providers_set_{date}', 0, -1, withscores=True)
#
# def get_top_stats_module(module_name, date):
#     return r_serv_trend.zrange(f'top_{module_name}_set_{date}', 0, -1, withscores=True)
#
# def get_module_tld_stats_by_date(module, date):
#     return r_serv_trend.hgetall(f'{module}_by_tld:{date}')
#
# def get_iban_country_stats_by_date(date):
#     return r_serv_trend.hgetall(f'iban_by_country:{date}')
#
# def statistics_migration():
#     # paste_by_modules_timeout
#
#     # Date full history => lot of keys
#
#
#     # top_size_set_{date}
#     # top_avg_size_set_{date}
#
#     # 'providers_set_{date}
#
#
#
#     sources = get_all_provider()
#     for date in Date.get_date_range_today('20180101'):
#
#         size_avg = get_item_stats_size_avg_by_date(date)
#
#         nb_items = get_item_stats_nb_by_date(date)
#
#         # top_size_set_{date}
#         # top_avg_size_set_{date}
#
#         # 'providers_set_{date}
#
#         # ITEM STATS
#         for source in sources:
#             source_stat = get_item_source_stats_by_date(date, source)
#             Statistics._create_item_stats_size_nb(date, source, source_stat['num'],
#                                                   source_stat['size'], source_stat['avg'])
#
#
#
#         # MODULE STATS
#         for module in ['credential', 'mail', 'SQLInjection']:
#             stats = get_module_tld_stats_by_date(module, date)
#             for tld in stats:
#                 if tld:
#                     print(module, date, tld, stats[tld])
#                     Statistics.add_module_tld_stats_by_date(module, date, tld, stats[tld])
#         stats = get_iban_country_stats_by_date(date)
#         for tld in stats:
#             if tld:
#                 print('iban', date, tld, stats[tld])
#                 Statistics.add_module_tld_stats_by_date('iban', date, tld, stats[tld])
#         for module in ['credential']:
#             # TOP STATS
#             top_module = get_top_stats_module(module, date)
#             for keyword, total_sum in top_module:
#                 print(date, module, keyword, total_sum)
#                 Statistics._add_module_stats(module, total_sum, keyword, date)


###############################
#                             #
#       CVES MIGRATION        #
#                             #
###############################

from modules.CveModule import CveModule

def cves_migration():
    module = CveModule()
    tag = 'infoleak:automatic-detection="cve"'
    first = Tag.get_tag_first_seen(tag)
    last = Tag.get_tag_last_seen(tag)
    if first and last:
        for date in Date.substract_date(first, last):
            for item_id in Tag.get_tag_objects(tag, 'item', date=date):
                module.compute(f'{item_id} 0')


if __name__ == '__main__':

    core_migration()
    user_migration()
    tags_migration()
    items_migration()
    crawler_migration()
    domain_migration()                      # TO RE-TEST
    decodeds_migration()
    screenshots_migration()
    subtypes_obj_migration()
    ail_2_ail_migration()
    trackers_migration()
    investigations_migration()

    # Create CVE Correlation
    cves_migration()