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gorse init

This commit is contained in:
Mr Chen 2024-08-02 04:00:41 +08:00
parent e25804998d
commit 7c0d0f4a07
13 changed files with 1173 additions and 1 deletions
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1
.gitignore vendored
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@ -180,4 +180,3 @@ plugins/frp
plugins/file_search
plugins/proxysql
plugins/tidb
plugins/gorse

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plugins/gorse/LICENSE Normal file
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Apache License
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http://www.apache.org/licenses/
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# gorse
推荐系统
# 脚本安装
cd /www/server/mdserver-web/plugins && rm -rf gorse && git clone https://github.com/mw-plugin/gorse && cd gorse && rm -rf .git && cd /www/server/mdserver-web/plugins/gorse && bash install.sh install 0.4.15

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[database]
cache_store = "{$CONFIG_REDIS}"
data_store = "mongodb://127.0.0.1:27017/gorse"
table_prefix = "gorse_"
cache_table_prefix = "gorse_"
data_table_prefix = "gorse_"
[master]
port = 8086
host = "0.0.0.0"
http_port = 8088
http_host = "0.0.0.0"
http_cors_domains = []
http_cors_methods = []
n_jobs = 1
meta_timeout = "10s"
dashboard_user_name = "{$CONFIG_ADMIN}"
dashboard_password = "{$CONFIG_PASS}"
admin_api_key = ""
[server]
default_n = 10
api_key = ""
clock_error = "5s"
auto_insert_user = true
auto_insert_item = true
cache_expire = "10s"
[recommend]
cache_size = 100
cache_expire = "72h"
[recommend.data_source]
positive_feedback_types = ["star","like"]
read_feedback_types = ["read"]
positive_feedback_ttl = 0
item_ttl = 0
[recommend.popular]
popular_window = "720h"
[recommend.user_neighbors]
neighbor_type = "similar"
enable_index = true
index_recall = 0.8
index_fit_epoch = 3
[recommend.item_neighbors]
neighbor_type = "similar"
enable_index = true
index_recall = 0.8
index_fit_epoch = 3
[recommend.collaborative]
enable_index = true
index_recall = 0.9
index_fit_epoch = 3
model_fit_period = "60m"
model_search_period = "360m"
model_search_epoch = 100
model_search_trials = 10
enable_model_size_search = false
[recommend.replacement]
enable_replacement = false
positive_replacement_decay = 0.8
read_replacement_decay = 0.6
[recommend.offline]
check_recommend_period = "1m"
refresh_recommend_period = "24h"
enable_latest_recommend = true
enable_popular_recommend = false
enable_user_based_recommend = true
enable_item_based_recommend = false
enable_collaborative_recommend = true
enable_click_through_prediction = true
explore_recommend = { popular = 0.1, latest = 0.2 }
[recommend.online]
fallback_recommend = ["item_based", "latest"]
num_feedback_fallback_item_based = 10
[tracing]
enable_tracing = false
exporter = "jaeger"
collector_endpoint = "http://localhost:14268/api/traces"
sampler = "always"
ratio = 1

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<style>
.overflow_hide {
overflow: hidden;
text-overflow: ellipsis;
white-space: nowrap;
vertical-align: middle;
}
</style>
<div class="bt-form">
<div class='plugin_version'></div>
<div class="bt-w-main">
<div class="bt-w-menu">
<p class="bgw" onclick="pluginService('gorse');">服务</p>
<p onclick="pluginInitD('gorse');">自启动</p>
<p onclick="pluginConfigTpl('gorse',$('.plugin_version').attr('version'));">配置修改</p>
<p onclick="pluginLogs('gorse','','run_log');">运行日志</p>
<p onclick="gorseReadme();">相关说明</p>
</div>
<div class="bt-w-con pd15">
<div class="soft-man-con" style="height: 520px; overflow: auto;"></div>
</div>
</div>
</div>
<script type="text/javascript">
$.getScript( "/plugins/file?name=gorse&f=js/gorse.js", function(){
pluginService('gorse', $('.plugin_version').attr('version'));
});
</script>

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# coding:utf-8
import sys
import io
import os
import time
import re
sys.path.append(os.getcwd() + "/class/core")
import mw
app_debug = False
if mw.isAppleSystem():
app_debug = True
def getPluginName():
return 'gorse'
def getPluginDir():
return mw.getPluginDir() + '/' + getPluginName()
def getServerDir():
return mw.getServerDir() + '/' + getPluginName()
def getInitDFile():
current_os = mw.getOs()
if current_os == 'darwin':
return '/tmp/' + getPluginName()
if current_os.startswith('freebsd'):
return '/etc/rc.d/' + getPluginName()
return '/etc/init.d/' + getPluginName()
def getConf():
path = getServerDir() + "/gorse.toml"
return path
def getConfTpl():
path = getPluginDir() + "/config/gorse.toml"
return path
def getInitDTpl():
path = getPluginDir() + "/init.d/" + getPluginName() + ".tpl"
return path
def getArgs():
args = sys.argv[3:]
tmp = {}
args_len = len(args)
if args_len == 1:
t = args[0].strip('{').strip('}')
if t.strip() == '':
tmp = []
else:
t = t.split(':',1)
tmp[t[0]] = t[1]
tmp[t[0]] = t[1]
elif args_len > 1:
for i in range(len(args)):
t = args[i].split(':',1)
tmp[t[0]] = t[1]
return tmp
def checkArgs(data, ck=[]):
for i in range(len(ck)):
if not ck[i] in data:
return (False, mw.returnJson(False, '参数:(' + ck[i] + ')没有!'))
return (True, mw.returnJson(True, 'ok'))
def configTpl():
path = getPluginDir() + '/tpl'
pathFile = os.listdir(path)
tmp = []
for one in pathFile:
file = path + '/' + one
tmp.append(file)
return mw.getJson(tmp)
def readConfigTpl():
args = getArgs()
data = checkArgs(args, ['file'])
if not data[0]:
return data[1]
content = mw.readFile(args['file'])
content = contentReplace(content)
return mw.returnJson(True, 'ok', content)
def getPidFile():
file = getConf()
content = mw.readFile(file)
rep = r'pidfile\s*(.*)'
tmp = re.search(rep, content)
return tmp.groups()[0].strip()
def status():
# pid_file = getPidFile()
# if not os.path.exists(pid_file):
# return 'stop'
cmd = "ps aux|grep gorse |grep -v grep | grep -v python | grep -v mdserver-web | awk '{print $2}'"
data = mw.execShell(cmd)
if data[0] == '':
return 'stop'
return 'start'
def initRedisConf():
requirepass = ""
conf = mw.getServerDir() + '/redis/redis.conf'
content = mw.readFile(conf)
rep = r"^(requirepass" + r')\s*([.0-9A-Za-z_& ~]+)'
tmp = re.search(rep, content, re.M)
if tmp:
requirepass = tmp.groups()[1]
port = "6379"
rep = r"^(port)\s*([.0-9A-Za-z_& ~]+)"
tmp = re.search(rep, content, re.M)
if tmp:
port = tmp.groups()[1]
return 'redis://:'+requirepass+'@127.0.0.1:'+port+'/3'
def contentReplace(content):
service_path = mw.getServerDir()
content = content.replace('{$ROOT_PATH}', mw.getRootDir())
content = content.replace('{$SERVER_PATH}', service_path)
content = content.replace('{$CONFIG_ADMIN}', mw.getRandomString(6))
content = content.replace('{$CONFIG_PASS}', mw.getRandomString(10))
content = content.replace('{$CONFIG_REDIS}', initRedisConf())
return content
def initDreplace():
file_tpl = getInitDTpl()
service_path = os.path.dirname(os.getcwd())
initD_path = getServerDir() + '/init.d'
if not os.path.exists(initD_path):
mw.execShell("mkdir -p " + initD_path)
file_bin = initD_path + '/' + getPluginName()
# initd replace
if not os.path.exists(file_bin):
content = mw.readFile(file_tpl)
content = content.replace('{$SERVER_PATH}', service_path)
mw.writeFile(file_bin, content)
mw.execShell('chmod +x ' + file_bin)
# log
dataLog = getServerDir() + '/data'
if not os.path.exists(dataLog):
mw.execShell('chmod +x ' + file_bin)
# config replace
dst_conf = getServerDir() + '/gorse.toml'
dst_conf_init = getServerDir() + '/init.pl'
if not os.path.exists(dst_conf_init):
content = mw.readFile(getConfTpl())
content = content.replace('{$SERVER_PATH}', service_path)
content = contentReplace(content)
mw.writeFile(dst_conf, content)
mw.writeFile(dst_conf_init, 'ok')
# systemd
systemDir = mw.systemdCfgDir()
systemService = systemDir + '/' + getPluginName() + '.service'
if os.path.exists(systemDir) and not os.path.exists(systemService):
systemServiceTpl = getPluginDir() + '/init.d/' + getPluginName() + '.service.tpl'
service_path = mw.getServerDir()
content = mw.readFile(systemServiceTpl)
content = content.replace('{$SERVER_PATH}', service_path)
mw.writeFile(systemService, se_content)
mw.execShell('systemctl daemon-reload')
return file_bin
def gorseOp(method):
file = initDreplace()
# print(file)
current_os = mw.getOs()
if current_os == "darwin":
data = mw.execShell(file + ' ' + method)
if data[1] == '':
return 'ok'
return data[1]
if current_os.startswith("freebsd"):
data = mw.execShell('service ' + getPluginName() + ' ' + method)
if data[1] == '':
return 'ok'
return data[1]
data = mw.execShell('systemctl ' + method + ' ' + getPluginName())
if data[1] == '':
return 'ok'
return data[1]
def start():
return gorseOp('start')
def stop():
return gorseOp('stop')
def restart():
status = gorseOp('restart')
log_file = runLog()
mw.execShell("echo '' > " + log_file)
return status
def reload():
return gorseOp('reload')
def getPort():
conf = getServerDir() + '/gorse.conf'
content = mw.readFile(conf)
rep = "^(" + 'port' + ')\s*([.0-9A-Za-z_& ~]+)'
tmp = re.search(rep, content, re.M)
if tmp:
return tmp.groups()[1]
return '6379'
def initdStatus():
current_os = mw.getOs()
if current_os == 'darwin':
return "Apple Computer does not support"
if current_os.startswith('freebsd'):
initd_bin = getInitDFile()
if os.path.exists(initd_bin):
return 'ok'
shell_cmd = 'systemctl status ' + getPluginName() + ' | grep loaded | grep "enabled;"'
data = mw.execShell(shell_cmd)
if data[0] == '':
return 'fail'
return 'ok'
def initdInstall():
current_os = mw.getOs()
if current_os == 'darwin':
return "Apple Computer does not support"
# freebsd initd install
if current_os.startswith('freebsd'):
import shutil
source_bin = initDreplace()
initd_bin = getInitDFile()
shutil.copyfile(source_bin, initd_bin)
mw.execShell('chmod +x ' + initd_bin)
mw.execShell('sysrc ' + getPluginName() + '_enable="YES"')
return 'ok'
mw.execShell('systemctl enable ' + getPluginName())
return 'ok'
def initdUinstall():
current_os = mw.getOs()
if current_os == 'darwin':
return "Apple Computer does not support"
if current_os.startswith('freebsd'):
initd_bin = getInitDFile()
os.remove(initd_bin)
mw.execShell('sysrc ' + getPluginName() + '_enable="NO"')
return 'ok'
mw.execShell('systemctl disable ' + getPluginName())
return 'ok'
def runLog():
return getServerDir() + '/logs.pl'
def installPreInspection():
redis_path = mw.getServerDir() + "/redis"
if not os.path.exists(redis_path):
return "默认需要安装Redis"
mongodb_path = mw.getServerDir() + "/mongodb"
if not os.path.exists(mongodb_path):
return "默认需要安装MongoDB"
return 'ok'
if __name__ == "__main__":
func = sys.argv[1]
if func == 'status':
print(status())
elif func == 'start':
print(start())
elif func == 'stop':
print(stop())
elif func == 'restart':
print(restart())
elif func == 'reload':
print(reload())
elif func == 'initd_status':
print(initdStatus())
elif func == 'initd_install':
print(initdInstall())
elif func == 'initd_uninstall':
print(initdUinstall())
elif func == 'install_pre_inspection':
print(installPreInspection())
elif func == 'conf':
print(getConf())
elif func == 'run_log':
print(runLog())
elif func == 'config_tpl':
print(configTpl())
elif func == 'read_config_tpl':
print(readConfigTpl())
else:
print('error')

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plugins/gorse/info.json Executable file
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{
"sort": 7,
"ps": "一款高效简单的推荐系统[单机]",
"name": "gorse",
"title": "Gorse",
"shell": "install.sh",
"versions":["0.4.15"],
"tip": "soft",
"install_pre_inspection":true,
"checks": "server/gorse",
"path": "server/gorse",
"display": 1,
"author": "midoks",
"date": "2024-06-12",
"home": "https://gorse.io/zh/docs/master/deploy/binary.html",
"type": 0,
"pid": "5"
}

13
plugins/gorse/init.d/gorse.service.tpl Normal file
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[Unit]
Description=Gorse, an open source recommender system service written in Go.
After=network.target
[Service]
Type=simple
Restart=always
ExecStart={$SERVER_PATH}/gorse/bin/gorse-in-one -c {$SERVER_PATH}/gorse/gorse.toml \
--log-path {$SERVER_PATH}/gorse/gorse.log \
--cache-path {$SERVER_PATH}/gorse/data/cache.data
[Install]
WantedBy=multi-user.target

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plugins/gorse/init.d/gorse.tpl Normal file
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#!/bin/sh
# chkconfig: 2345 55 25
# description: Gorse Service
### BEGIN INIT INFO
# Provides: Gorse
# Required-Start: $all
# Required-Stop: $all
# Default-Start: 2 3 4 5
# Default-Stop: 0 1 6
# Short-Description: starts Gorse
# Description: starts the MDW-Web
### END INIT INFO
# Simple Gorse init.d script conceived to work on Linux systems
# as it does use of the /proc filesystem.
CONF="{$SERVER_PATH}/gorse/gorse.toml"
APP_DIR={$SERVER_PATH}/gorse
app_start(){
echo "Starting Gorse server..."
echo "$APP_DIR/bin/gorse-in-one -c $CONF"
nohup $APP_DIR/bin/gorse-in-one -c $CONF >> {$SERVER_PATH}/gorse/logs.pl 2>&1 &
}
app_stop(){
echo "Stopping ..."
find_gorse=`ps -ef | grep gorse | grep -v grep | awk "{print $2}"`
for p in ${find_gorse[@]}
do
kill -9 $p > /dev/null 2>&1
done
echo "Gorse stopped"
}
case "$1" in
start)
app_start
;;
stop)
app_stop
;;
restart|reload)
app_stop
sleep 0.3
app_start
;;
*)
echo "Please use start or stop as first argument"
;;
esac

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#!/bin/bash
PATH=/bin:/sbin:/usr/bin:/usr/sbin:/usr/local/bin:/usr/local/sbin:~/bin:/opt/homebrew/bin
export PATH
curPath=`pwd`
rootPath=$(dirname "$curPath")
rootPath=$(dirname "$rootPath")
serverPath=$(dirname "$rootPath")
sysName=`uname`
sysArch=`arch`
# cd /Users/midoks/Desktop/mwdev/server/mdserver-web/plugins/gorse && bash install.sh install 0.4.15
# cd /www/server/mdserver-web/plugins/gorse && bash install.sh install 0.4.15
install_tmp=${rootPath}/tmp/mw_install.pl
VERSION=$2
Install_App()
{
echo '正在安装脚本文件...' > $install_tmp
mkdir -p $serverPath/source
mkdir -p $serverPath/source/gorse
SYSNAME=linux
if [ "$sysName" == "Darwin" ];then
SYSNAME=darwin
fi
ARCH="amd64"
if [ "$sysArch" == "x86_64" ];then
ARCH="amd64"
elif [ "$sysArch" == "aarch64" ];then
ARCH="arm64"
elif [ "$sysArch" == "arm64" ];then
ARCH="arm64"
else
ARCH="amd64"
fi
FILE_TGZ=gorse_${SYSNAME}_${ARCH}.zip
GORSE_DIR=$serverPath/source/gorse
# https://github.com/gorse-io/gorse/releases/download/v0.4.15/gorse_linux_amd64.zip
echo "https://github.com/gorse-io/gorse/releases/download/v${VERSION}/${FILE_TGZ}"
if [ ! -f $GORSE_DIR/${FILE_TGZ} ];then
wget -O $GORSE_DIR/${FILE_TGZ} https://github.com/gorse-io/gorse/releases/download/v${VERSION}/${FILE_TGZ}
fi
mkdir -p $serverPath/gorse/bin
mkdir -p $serverPath/gorse/logs
cd $GORSE_DIR && unzip -d $serverPath/gorse/bin ${FILE_TGZ}
mkdir -p $serverPath/gorse/data
echo "${VERSION}" > $serverPath/gorse/version.pl
echo '安装Gorse完成'
cd ${rootPath} && python3 ${rootPath}/plugins/gorse/index.py start
cd ${rootPath} && python3 ${rootPath}/plugins/gorse/index.py initd_install
if [ -d ${GORSE_DIR}/gorse-${VERSION} ];then
rm -rf ${GORSE_DIR}/gorse-${VERSION}
fi
}
Uninstall_App()
{
app_name=gorse
systemctl_dir=/lib/systemd/system
if [ -d /usr/lib/systemd/system ];then
systemctl_dir=/usr/lib/systemd/system
fi
if [ -f ${systemctl_dir}/${app_name}.service ];then
systemctl stop ${app_name}
systemctl disable ${app_name}
rm -rf ${systemctl_dir}/${app_name}.service
systemctl daemon-reload
fi
if [ -f $serverPath/${app_name}/initd/${app_name} ];then
$serverPath/${app_name}/initd/${app_name} stop
fi
if [ -d $serverPath/${app_name} ];then
rm -rf $serverPath/${app_name}
fi
echo "卸载Gorse成功"
}
action=$1
if [ "${1}" == 'install' ];then
Install_App
else
Uninstall_App
fi

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function gorsePost(method, version, args,callback){
var loadT = layer.msg('正在获取...', { icon: 16, time: 0, shade: 0.3 });
var req_data = {};
req_data['name'] = 'gorse';
req_data['func'] = method;
req_data['version'] = version;
if (typeof(args) == 'string'){
req_data['args'] = JSON.stringify(toArrayObject(args));
} else {
req_data['args'] = JSON.stringify(args);
}
$.post('/plugins/run', req_data, function(data) {
layer.close(loadT);
if (!data.status){
//错误展示10S
layer.msg(data.msg,{icon:0,time:2000,shade: [10, '#000']});
return;
}
if(typeof(callback) == 'function'){
callback(data);
}
},'json');
}
function gorsePostCallbak(method, version, args,callback){
var loadT = layer.msg('正在获取...', { icon: 16, time: 0, shade: 0.3 });
var req_data = {};
req_data['name'] = 'gorse';
req_data['func'] = method;
args['version'] = version;
if (typeof(args) == 'string'){
req_data['args'] = JSON.stringify(toArrayObject(args));
} else {
req_data['args'] = JSON.stringify(args);
}
$.post('/plugins/callback', req_data, function(data) {
layer.close(loadT);
if (!data.status){
layer.msg(data.msg,{icon:0,time:2000,shade: [0.3, '#000']});
return;
}
if(typeof(callback) == 'function'){
callback(data);
}
},'json');
}
function gorseReadme(){
var readme = '<ul class="help-info-text c7">';
readme += '<li>参考官方</li>';
readme += '<li><a target="_blank" href="https://gorse.io">https://gorse.io</a></li>';
readme += '</ul>';
$('.soft-man-con').html(readme);
}

252
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[database]
# The database for caching, support Redis, MySQL, Postgres and MongoDB:
# redis://<user>:<password>@<host>:<port>/<db_number>
# rediss://<user>:<password>@<host>:<port>/<db_number>
# redis+cluster://<user>:<password>@<host1>:<port1>,<host2>:<port2>,...,<hostN>:<portN>
# postgres://bob:secret@1.2.3.4:5432/mydb?sslmode=verify-full
# postgresql://bob:secret@1.2.3.4:5432/mydb?sslmode=verify-full
# mongodb://[username:password@]host1[:port1][,...hostN[:portN]][/[defaultauthdb][?options]]
# mongodb+srv://[username:password@]host1[:port1][,...hostN[:portN]][/[defaultauthdb][?options]]
cache_store = "redis://localhost:6379/0"
# The database for persist data, support MySQL, Postgres, ClickHouse and MongoDB:
# mysql://[username[:password]@][protocol[(address)]]/dbname[?param1=value1&...&paramN=valueN]
# postgres://bob:secret@1.2.3.4:5432/mydb?sslmode=verify-full
# postgresql://bob:secret@1.2.3.4:5432/mydb?sslmode=verify-full
# clickhouse://user:password@host[:port]/database?param1=value1&...&paramN=valueN
# chhttp://user:password@host[:port]/database?param1=value1&...&paramN=valueN
# chhttps://user:password@host[:port]/database?param1=value1&...&paramN=valueN
# mongodb://[username:password@]host1[:port1][,...hostN[:portN]][/[defaultauthdb][?options]]
# mongodb+srv://[username:password@]host1[:port1][,...hostN[:portN]][/[defaultauthdb][?options]]
data_store = "mysql://gorse:gorse_pass@tcp(localhost:3306)/gorse"
# The naming prefix for tables (collections, keys) in databases. The default value is empty.
table_prefix = ""
# The naming prefix for tables (collections, keys) in cache storage databases. The default value is `table_prefix`.
cache_table_prefix = ""
# The naming prefix for tables (collections, keys) in data storage databases. The default value is `table_prefix`.
data_table_prefix = ""
[master]
# GRPC port of the master node. The default value is 8086.
port = 8086
# gRPC host of the master node. The default values is "0.0.0.0".
host = "0.0.0.0"
# HTTP port of the master node. The default values is 8088.
http_port = 8088
# HTTP host of the master node. The default values is "0.0.0.0".
http_host = "0.0.0.0"
# AllowedDomains is a list of allowed values for Http Origin.
# The list may contain the special wildcard string ".*" ; all is allowed
# If empty all are allowed.
http_cors_domains = []
# AllowedMethods is either empty or has a list of http methods names. Checking is case-insensitive.
http_cors_methods = []
# Number of working jobs in the master node. The default value is 1.
n_jobs = 1
# Meta information timeout. The default value is 10s.
meta_timeout = "10s"
# Username for the master node dashboard.
dashboard_user_name = ""
# Password for the master node dashboard.
dashboard_password = ""
# Secret key for admin APIs (SSL required).
admin_api_key = ""
[server]
# Default number of returned items. The default value is 10.
default_n = 10
# Secret key for RESTful APIs (SSL required).
api_key = ""
# Clock error in the cluster. The default value is 5s.
clock_error = "5s"
# Insert new users while inserting feedback. The default value is true.
auto_insert_user = true
# Insert new items while inserting feedback. The default value is true.
auto_insert_item = true
# Server-side cache expire time. The default value is 10s.
cache_expire = "10s"
[recommend]
# The cache size for recommended/popular/latest items. The default value is 10.
cache_size = 100
# Recommended cache expire time. The default value is 72h.
cache_expire = "72h"
[recommend.data_source]
# The feedback types for positive events.
positive_feedback_types = ["star","like"]
# The feedback types for read events.
read_feedback_types = ["read"]
# The time-to-live (days) of positive feedback, 0 means disabled. The default value is 0.
positive_feedback_ttl = 0
# The time-to-live (days) of items, 0 means disabled. The default value is 0.
item_ttl = 0
[recommend.popular]
# The time window of popular items. The default values is 4320h.
popular_window = "720h"
[recommend.user_neighbors]
# The type of neighbors for users. There are three types:
# similar: Neighbors are found by number of common labels.
# related: Neighbors are found by number of common liked items.
# auto: If a user have labels, neighbors are found by number of common labels.
# If this user have no labels, neighbors are found by number of common liked items.
# The default value is "auto".
neighbor_type = "similar"
# Enable approximate user neighbor searching using vector index. The default value is true.
enable_index = true
# Minimal recall for approximate user neighbor searching. The default value is 0.8.
index_recall = 0.8
# Maximal number of fit epochs for approximate user neighbor searching vector index. The default value is 3.
index_fit_epoch = 3
[recommend.item_neighbors]
# The type of neighbors for items. There are three types:
# similar: Neighbors are found by number of common labels.
# related: Neighbors are found by number of common users.
# auto: If a item have labels, neighbors are found by number of common labels.
# If this item have no labels, neighbors are found by number of common users.
# The default value is "auto".
neighbor_type = "similar"
# Enable approximate item neighbor searching using vector index. The default value is true.
enable_index = true
# Minimal recall for approximate item neighbor searching. The default value is 0.8.
index_recall = 0.8
# Maximal number of fit epochs for approximate item neighbor searching vector index. The default value is 3.
index_fit_epoch = 3
[recommend.collaborative]
# Enable approximate collaborative filtering recommend using vector index. The default value is true.
enable_index = true
# Minimal recall for approximate collaborative filtering recommend. The default value is 0.9.
index_recall = 0.9
# Maximal number of fit epochs for approximate collaborative filtering recommend vector index. The default value is 3.
index_fit_epoch = 3
# The time period for model fitting. The default value is "60m".
model_fit_period = "60m"
# The time period for model searching. The default value is "360m".
model_search_period = "360m"
# The number of epochs for model searching. The default value is 100.
model_search_epoch = 100
# The number of trials for model searching. The default value is 10.
model_search_trials = 10
# Enable searching models of different sizes, which consume more memory. The default value is false.
enable_model_size_search = false
[recommend.replacement]
# Replace historical items back to recommendations. The default value is false.
enable_replacement = false
# Decay the weights of replaced items from positive feedbacks. The default value is 0.8.
positive_replacement_decay = 0.8
# Decay the weights of replaced items from read feedbacks. The default value is 0.6.
read_replacement_decay = 0.6
[recommend.offline]
# The time period to check recommendation for users. The default values is 1m.
check_recommend_period = "1m"
# The time period to refresh recommendation for inactive users. The default values is 120h.
refresh_recommend_period = "24h"
# Enable latest recommendation during offline recommendation. The default value is false.
enable_latest_recommend = true
# Enable popular recommendation during offline recommendation. The default value is false.
enable_popular_recommend = false
# Enable user-based similarity recommendation during offline recommendation. The default value is false.
enable_user_based_recommend = true
# Enable item-based similarity recommendation during offline recommendation. The default value is false.
enable_item_based_recommend = false
# Enable collaborative filtering recommendation during offline recommendation. The default value is true.
enable_collaborative_recommend = true
# Enable click-though rate prediction during offline recommendation. Otherwise, results from multi-way recommendation
# would be merged randomly. The default value is false.
enable_click_through_prediction = true
# The explore recommendation method is used to inject popular items or latest items into recommended result:
# popular: Recommend popular items to cold-start users.
# latest: Recommend latest items to cold-start users.
# The default values is { popular = 0.0, latest = 0.0 }.
explore_recommend = { popular = 0.1, latest = 0.2 }
[recommend.online]
# The fallback recommendation method is used when cached recommendation drained out:
# item_based: Recommend similar items to cold-start users.
# popular: Recommend popular items to cold-start users.
# latest: Recommend latest items to cold-start users.
# Recommenders are used in order. The default values is ["latest"].
fallback_recommend = ["item_based", "latest"]
# The number of feedback used in fallback item-based similar recommendation. The default values is 10.
num_feedback_fallback_item_based = 10
[tracing]
# Enable tracing for REST APIs. The default value is false.
enable_tracing = false
# The type of tracing exporters should be one of "jaeger", "zipkin", "otlp" and "otlphttp". The default value is "jaeger".
exporter = "jaeger"
# The endpoint of tracing collector.
collector_endpoint = "http://localhost:14268/api/traces"
# The type of tracing sampler should be one of "always", "never" and "ratio". The default value is "always".
sampler = "always"
# The ratio of ratio based sampler. The default value is 1.
ratio = 1