Rapid spam filtering system https://rspamd.com/
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--[[
Copyright (c) 2018, Vsevolod Stakhov <vsevolod@highsecure.ru>
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
]]--
local logger = require "rspamd_logger"
local sqlite3 = require "rspamd_sqlite3"
local redis = require "rspamd_redis"
local util = require "rspamd_util"
local lua_redis = require "lua_redis"
local exports = {}
local N = "stats_tools"
-- Performs synchronous conversation of redis schema
local function convert_bayes_schema(redis_params, symbol_spam, symbol_ham, expire)
-- Old schema is the following one:
-- Keys are named <symbol>[<user>]
-- Elements are placed within hash:
-- BAYES_SPAM -> {<id1>: <num_hits>, <id2>: <num_hits> ...}
-- In new schema it is changed to a more extensible schema:
-- Keys are named RS[<user>]_<id> -> {'H': <ham_hits>, 'S': <spam_hits>}
-- So we can expire individual records, measure most popular elements by zranges,
-- add new fields, such as tokens etc
local res,conn,_ = lua_redis.redis_connect_sync(redis_params, true)
if not res then
logger.errx("cannot connect to redis server")
return false
end
-- KEYS[1]: key to check (e.g. 'BAYES_SPAM')
-- KEYS[2]: hash key ('S' or 'H')
-- KEYS[3]: expire
local lua_script = [[
local keys = redis.call('SMEMBERS', KEYS[1]..'_keys')
local nconverted = 0
for _,k in ipairs(keys) do
local elts = redis.call('HGETALL', k)
for k,v in pairs(elts) do
local neutral_prefix = string.gsub(k, KEYS[1], 'RS')
local nkey = string.format('%s_%s', neutral_prefix, k)
redis.call('HSET', nkey, KEYS[2], v)
if KEYS[4] and tonumber(KEYS[3]) ~= 0 then
redis.call('EXPIRE', nkey, KEYS[3])
end
nconverted = nconverted + 1
end
end
return nconverted
]]
conn:add_cmd('EVAL', {lua_script, '3', symbol_spam, 'S', tostring(expire)})
local ret, res = conn:exec()
if not ret then
logger.errx('error converting symbol %s', symbol_spam)
return false
else
logger.infox('converted %s elements from symbol %s', res, symbol_spam)
end
conn:add_cmd('EVAL', {lua_script, '3', symbol_ham, 'H', tostring(expire)})
ret, res = conn:exec()
if not ret then
logger.errx('error converting symbol %s', symbol_ham)
return false
else
logger.infox('converted %s elements from symbol %s', res, symbol_ham)
end
-- We can now convert metadata: set + learned + version
-- KEYS[1]: key to check (e.g. 'BAYES_SPAM')
-- KEYS[2]: learn key (e.g. 'learns_spam' or 'learns_ham')
lua_script = [[
local keys = redis.call('SMEMBERS', KEYS[1]..'_keys')
for _,k in ipairs(keys) do
local learns = redis.call('HGET', k, 'learns')
local neutral_prefix = string.gsub(k, KEYS[1], 'RS')
redis.call('HSET', neutral_prefix, KEYS[2], learns)
redis.call('SADD', KEYS[1]..'_keys', neutral_prefix)
redis.call('SREM', KEYS[1]..'_keys', k)
redis.call('DEL', k)
redis.call('SET', KEYS[1]..'_version', '2')
end
]]
conn:add_cmd('EVAL', {lua_script, '2', symbol_spam, 'learns_spam'})
local ret, _ = conn:exec()
if not ret then
logger.errx('error converting metadata for symbol %s', symbol_spam)
return false
end
conn:add_cmd('EVAL', {lua_script, '2', symbol_ham, 'learns_ham'})
local ret, _ = conn:exec()
if not ret then
logger.errx('error converting metadata for symbol %s', symbol_ham)
return false
end
return true
end
exports.convert_bayes_schema = convert_bayes_schema
-- It now accepts both ham and spam databases
-- parameters:
-- redis_params - how do we connect to a redis server
-- sqlite_db_spam - name for sqlite database with spam tokens
-- sqlite_db_ham - name for sqlite database with ham tokens
-- symbol_ham - name for symbol representing spam, e.g. BAYES_SPAM
-- symbol_spam - name for symbol representing ham, e.g. BAYES_HAM
-- learn_cache_spam - name for sqlite database with spam learn cache
-- learn_cache_ham - name for sqlite database with ham learn cache
-- reset_previous - if true, then the old database is flushed (slow)
local function convert_sqlite_to_redis(redis_params,
sqlite_db_spam, sqlite_db_ham, symbol_spam, symbol_ham,
learn_cache_db, expire, reset_previous)
local num = 0
local total = 0
local nusers = 0
local lim = 1000 -- Update each 1000 tokens
local users_map = {}
local db_spam = sqlite3.open(sqlite_db_spam)
if not db_spam then
logger.errx('Cannot open source db: %s', sqlite_db_spam)
return false
end
local db_ham = sqlite3.open(sqlite_db_ham)
if not db_ham then
logger.errx('Cannot open source db: %s', sqlite_db_ham)
return false
end
local res,conn,_ = lua_redis.redis_connect_sync(redis_params, true)
if not res then
logger.errx("cannot connect to redis server")
return false
end
if reset_previous then
-- Do a more complicated cleanup
-- execute a lua script that cleans up data
local script = [[
local members = redis.call('SMEMBERS', KEYS[1]..'_keys')
for _,prefix in ipairs(members) do
local keys = redis.call('KEYS', prefix..'*')
redis.call('DEL', keys)
end
]]
-- Common keys
for _,sym in ipairs({symbol_spam, symbol_ham}) do
logger.infox('Cleaning up old data for %s', sym)
conn:add_cmd('EVAL', {script, '1', sym})
conn:exec()
conn:add_cmd('DEL', {sym .. "_version"})
conn:add_cmd('DEL', {sym .. "_keys"})
conn:exec()
end
if learn_cache_db then
-- Cleanup learned_cache
logger.infox('Cleaning up old data learned cache')
conn:add_cmd('DEL', {"learned_ids"})
conn:exec()
end
end
local function convert_db(db, is_spam)
-- Map users and languages
local learns = {}
db:sql('BEGIN;')
-- Fill users mapping
for row in db:rows('SELECT * FROM users;') do
if row.id == '0' then
users_map[row.id] = ''
else
users_map[row.id] = row.name
end
learns[row.id] = row.learns
nusers = nusers + 1
end
-- Workaround for old databases
for row in db:rows('SELECT * FROM languages') do
if learns['0'] then
learns['0'] = learns['0'] + row.learns
else
learns['0'] = row.learns
end
end
local function send_batch(tokens, prefix)
-- We use the new schema: RS[user]_token -> H=ham count
-- S=spam count
local hash_key = 'H'
if is_spam then
hash_key = 'S'
end
for _,tok in tokens do
-- tok schema:
-- tok[1] = token_id (uint64 represented as a string)
-- tok[2] = token value (number)
-- tok[3] = user_map[user_id] or ''
local rkey = string.format('%s%s_%s', prefix, tok[3], tok[1])
conn:add_cmd('HINCRBYFLOAT', {rkey, hash_key, tostring(tok[2])})
if expire and expire ~= 0 then
conn:add_cmd('EXPIRE', {rkey, tostring(expire)})
end
end
return conn:exec()
end
-- Fill tokens, sending data to redis each `lim` records
local tokens = {}
for row in db:rows('SELECT token,value,user FROM tokens;') do
local user = ''
if row.user ~= 0 and users_map[row.user] then
user = users_map[row.user]
end
table.insert(tokens, {row.token, row.value, user})
num = num + 1
total = total + 1
if num > lim then
-- TODO: we use the default 'RS' prefix, it can be false in case of
-- classifiers with labels
local ret,err_str = send_batch(tokens, 'RS')
if not ret then
logger.errx('Cannot send tokens to the redis server: ' .. err_str)
db:sql('COMMIT;')
return false
end
num = 0
tokens = {}
end
end
-- Last batch
if #tokens > 0 then
local ret,err_str = send_batch(tokens, 'RS')
if not ret then
logger.errx('Cannot send tokens to the redis server: ' .. err_str)
db:sql('COMMIT;')
return false
end
end
-- Close DB
db:sql('COMMIT;')
local symbol = symbol_ham
local learns_elt = "learns_ham"
if is_spam then
symbol = symbol_spam
learns_elt = "learns_spam"
end
for id,learned in pairs(learns) do
local user = users_map[id]
if not conn:add_cmd('HSET', {'RS' .. user, learns_elt, learned}) then
logger.errx('Cannot update learns for user: ' .. user)
return false
end
if user ~= '' then
if not conn:add_cmd('SADD', {symbol .. '_keys', 'RS' .. user}) then
logger.errx('Cannot update learns for user: ' .. user)
return false
end
end
end
-- Set version
conn:add_cmd('SET', {symbol..'_version', '2'})
return conn:exec()
end
if not convert_db(db_spam, true) then
return false
end
if not convert_db(db_ham, false) then
return false
end
if learn_cache_db then
logger.infox('Convert learned ids from %s', learn_cache_db)
local db = sqlite3.open(learn_cache_db)
local ret = true
local err_str
local converted = 0
if not db then
logger.errx('Cannot open cache database: ' .. learn_cache_db)
return false
end
db:sql('BEGIN;')
for row in db:rows('SELECT * FROM learns;') do
local is_spam
local digest = tostring(util.encode_base32(row.digest))
if row.flag == '0' then
is_spam = '-1'
else
is_spam = '1'
end
if not conn:add_cmd('HSET', {'learned_ids', digest, is_spam}) then
logger.errx('Cannot add hash: ' .. digest)
ret = false
else
converted = converted + 1
end
end
db:sql('COMMIT;')
if ret then
ret,err_str = conn:exec()
end
if ret then
logger.infox('Converted %d cached items from sqlite3 learned cache to redis',
converted)
else
logger.errx('Error occurred during sending data to redis: ' .. err_str)
end
end
logger.infox('Migrated %d tokens for %d users for symbol %s',
total, nusers, res['symbol'])
end
exports.convert_sqlite_to_redis = convert_sqlite_to_redis
return exports