diff --git a/api/graphql.go b/api/graphql.go
index 943664b..d5e3c8a 100644
--- a/api/graphql.go
+++ b/api/graphql.go
@@ -695,17 +695,6 @@ func NewSchema(config Config) (graphql.Schema, error) {
 					}
 				}
 
-				// 数据库中筛选:按文章标签
-				if p.Args["article_tags"] != nil {
-					tags := strings.Split(strings.ReplaceAll(p.Args["article_tags"].(string), " ", ""), ", ")
-					for _, tag := range tags {
-						query = query.Join(goqu.T("web_article"), goqu.On(
-							goqu.I("web_images.article_id").Eq(goqu.I("web_article.id")),
-							goqu.L("MATCH(web_article.tags) AGAINST (? IN NATURAL LANGUAGE MODE)", tag),
-						))
-					}
-				}
-
 				// 数据库中筛选:喜欢的截图
 				if p.Args["praise"] != nil {
 					query = query.Join(goqu.T("web_praise"), goqu.On(
@@ -739,45 +728,46 @@ func NewSchema(config Config) (graphql.Schema, error) {
 					))
 				}
 
+				var conditions []goqu.Expression = []goqu.Expression{
+					goqu.I("web_images.article_id").Eq(goqu.I("web_article.id")),
+				}
+
+				// 按游戏标签筛选图像
+				if p.Args["article_tags"] != nil {
+					tags := strings.Split(strings.ReplaceAll(p.Args["article_tags"].(string), " ", ""), ", ")
+					for _, tag := range tags {
+						conditions = append(conditions, goqu.L("MATCH(web_article.tags) AGAINST (? IN NATURAL LANGUAGE MODE)", tag))
+					}
+				}
+
 				// 按游戏风格筛选图像
 				if p.Args["style"] != nil {
-					query = query.Join(goqu.T("web_article"), goqu.On(
-						goqu.I("web_images.article_id").Eq(goqu.I("web_article.id")),
-						goqu.I("web_article.style").Eq(p.Args["style"]),
-					))
+					conditions = append(conditions, goqu.I("web_article.style").Eq(p.Args["style"]))
 				}
 
 				// 按游戏平台筛选图像
 				if p.Args["device"] != nil {
-					query = query.Join(goqu.T("web_article"), goqu.On(
-						goqu.I("web_images.article_id").Eq(goqu.I("web_article.id")),
-						goqu.I("web_article.device").Eq(p.Args["device"]),
-					))
+					conditions = append(conditions, goqu.I("web_article.device").Eq(p.Args["device"]))
 				}
 
 				// 按游戏版式筛选图像
 				if p.Args["orientation"] != nil {
-					query = query.Join(goqu.T("web_article"), goqu.On(
-						goqu.I("web_images.article_id").Eq(goqu.I("web_article.id")),
-						goqu.I("web_article.orientation").Eq(p.Args["orientation"]),
-					))
+					conditions = append(conditions, goqu.I("web_article.orientation").Eq(p.Args["orientation"]))
 				}
 
 				// 按游戏年份筛选图像
 				if p.Args["era"] != nil {
-					query = query.Join(goqu.T("web_article"), goqu.On(
-						goqu.I("web_images.article_id").Eq(goqu.I("web_article.id")),
-						goqu.I("web_article.era").Eq(p.Args["era"]),
-					))
+					conditions = append(conditions, goqu.I("web_article.era").Eq(p.Args["era"]))
 				}
 
 				// 按游戏类型筛选图像(逗号分割且去除空格)
 				if p.Args["category_id"] != nil {
 					category_ids := strings.Split(strings.ReplaceAll(p.Args["category_id"].(string), " ", ""), ",")
-					query = query.Join(goqu.T("web_article_category"), goqu.On(
-						goqu.I("web_images.article_id").Eq(goqu.I("web_article_category.article_id")),
-						goqu.I("web_article_category.category_id").In(category_ids),
-					))
+					conditions = append(conditions, goqu.I("web_article.category_id").In(category_ids))
+				}
+
+				if len(conditions) > 1 {
+					query = query.Join(goqu.T("web_article"), goqu.On(conditions...))
 				}
 
 				// 数据库中筛选:按关注列表
diff --git a/go.mod b/go.mod
index a776815..ecf59cd 100644
--- a/go.mod
+++ b/go.mod
@@ -16,6 +16,7 @@ require (
 	github.com/mitchellh/mapstructure v1.5.1-0.20231216201459-8508981c8b6c
 	github.com/spf13/viper v1.15.0
 	github.com/thoas/go-funk v0.9.3
+	github.com/zhenghaoz/gorse v0.5.0-alpha.1.0.20241116140254-a323b179f5e4
 	gorm.io/driver/mysql v1.5.7
 	gorm.io/gorm v1.25.12
 )
@@ -56,7 +57,6 @@ require (
 	github.com/stretchr/objx v0.5.2 // indirect
 	github.com/subosito/gotenv v1.4.2 // indirect
 	github.com/tjfoc/gmsm v1.3.2 // indirect
-	github.com/zhenghaoz/gorse v0.5.0-alpha.1.0.20241116140254-a323b179f5e4 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.55.0 // indirect
 	go.opentelemetry.io/otel v1.31.0 // indirect
 	go.opentelemetry.io/otel/metric v1.31.0 // indirect
diff --git a/go.sum b/go.sum
index 02fd17c..29fce4d 100644
--- a/go.sum
+++ b/go.sum
@@ -35,6 +35,8 @@ github.com/aliyun/aliyun-oss-go-sdk v2.2.7+incompatible/go.mod h1:T/Aws4fEfogEE9
 github.com/aliyun/credentials-go v1.1.2 h1:qU1vwGIBb3UJ8BwunHDRFtAhS6jnQLnde/yk0+Ih2GY=
 github.com/aliyun/credentials-go v1.1.2/go.mod h1:ozcZaMR5kLM7pwtCMEpVmQ242suV6qTJya2bDq4X1Tw=
 github.com/census-instrumentation/opencensus-proto v0.2.1/go.mod h1:f6KPmirojxKA12rnyqOA5BBL4O983OfeGPqjHWSTneU=
+github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
+github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
 github.com/chai2010/webp v1.1.1 h1:jTRmEccAJ4MGrhFOrPMpNGIJ/eybIgwKpcACsrTEapk=
 github.com/chai2010/webp v1.1.1/go.mod h1:0XVwvZWdjjdxpUEIf7b9g9VkHFnInUSYujwqTLEuldU=
 github.com/clbanning/mxj/v2 v2.5.6/go.mod h1:hNiWqW14h+kc+MdF9C6/YoRfjEJoR3ou6tn/Qo+ve2s=
@@ -46,6 +48,8 @@ github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSs
 github.com/davecgh/go-spew v1.1.1 h1:vj9j/u1bqnvCEfJOwUhtlOARqs3+rkHYY13jYWTU97c=
 github.com/davecgh/go-spew v1.1.1/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/denisenkom/go-mssqldb v0.10.0/go.mod h1:xbL0rPBG9cCiLr28tMa8zpbdarY27NDyej4t/EjAShU=
+github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f h1:lO4WD4F/rVNCu3HqELle0jiPLLBs70cWOduZpkS1E78=
+github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f/go.mod h1:cuUVRXasLTGF7a8hSLbxyZXjz+1KgoB3wDUb6vlszIc=
 github.com/disintegration/imaging v1.6.2 h1:w1LecBlG2Lnp8B3jk5zSuNqd7b4DXhcjwek1ei82L+c=
 github.com/disintegration/imaging v1.6.2/go.mod h1:44/5580QXChDfwIclfc/PCwrr44amcmDAg8hxG0Ewe4=
 github.com/doug-martin/goqu/v9 v9.19.0 h1:PD7t1X3tRcUiSdc5TEyOFKujZA5gs3VSA7wxSvBx7qo=
@@ -149,6 +153,8 @@ github.com/pkg/errors v0.8.1/go.mod h1:bwawxfHBFNV+L2hUp1rHADufV3IMtnDRdf1r5NINE
 github.com/pmezard/go-difflib v1.0.0 h1:4DBwDE0NGyQoBHbLQYPwSUPoCMWR5BEzIk/f1lZbAQM=
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/prometheus/client_model v0.0.0-20190812154241-14fe0d1b01d4/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
+github.com/redis/go-redis/v9 v9.7.0 h1:HhLSs+B6O021gwzl+locl0zEDnyNkxMtf/Z3NNBMa9E=
+github.com/redis/go-redis/v9 v9.7.0/go.mod h1:f6zhXITC7JUJIlPEiBOTXxJgPLdZcA93GewI7inzyWw=
 github.com/rogpeppe/go-internal v1.12.0 h1:exVL4IDcn6na9z1rAb56Vxr+CgyK3nn3O+epU5NdKM8=
 github.com/rogpeppe/go-internal v1.12.0/go.mod h1:E+RYuTGaKKdloAfM02xzb0FW3Paa99yedzYV+kq4uf4=
 github.com/sirupsen/logrus v1.4.2/go.mod h1:tLMulIdttU9McNUspp0xgXVQah82FyeX6MwdIuYE2rE=
@@ -238,8 +244,6 @@ golang.org/x/net v0.0.0-20220722155237-a158d28d115b/go.mod h1:XRhObCWvk6IyKnWLug
 golang.org/x/net v0.6.0/go.mod h1:2Tu9+aMcznHK/AK1HMvgo6xiTLG5rD5rZLDS+rp2Bjs=
 golang.org/x/net v0.10.0/go.mod h1:0qNGK6F8kojg2nk9dLZ2mShWaEBan6FAoqfSigmmuDg=
 golang.org/x/net v0.11.0/go.mod h1:2L/ixqYpgIVXmeoSA/4Lu7BzTG4KIyPIryS4IsOd1oQ=
-golang.org/x/net v0.28.0 h1:a9JDOJc5GMUJ0+UDqmLT86WiEy7iWyIhz8gz8E4e5hE=
-golang.org/x/net v0.28.0/go.mod h1:yqtgsTWOOnlGLG9GFRrK3++bGOUEkNBoHZc8MEDWPNg=
 golang.org/x/net v0.30.0 h1:AcW1SDZMkb8IpzCdQUaIq2sP4sZ4zw+55h6ynffypl4=
 golang.org/x/net v0.30.0/go.mod h1:2wGyMJ5iFasEhkwi13ChkO/t1ECNC4X4eBKkVFyYFlU=
 golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
@@ -265,8 +269,6 @@ golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.9.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.25.0 h1:r+8e+loiHxRqhXVl6ML1nO3l1+oFoWbnlu2Ehimmi34=
-golang.org/x/sys v0.25.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/sys v0.26.0 h1:KHjCJyddX0LoSTb3J+vWpupP9p0oznkqVk/IfjymZbo=
 golang.org/x/sys v0.26.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
@@ -281,8 +283,6 @@ golang.org/x/text v0.3.7/go.mod h1:u+2+/6zg+i71rQMx5EYifcz6MCKuco9NR6JIITiCfzQ=
 golang.org/x/text v0.7.0/go.mod h1:mrYo+phRRbMaCq/xk9113O4dZlRixOauAjOtrjsXDZ8=
 golang.org/x/text v0.9.0/go.mod h1:e1OnstbJyHTd6l/uOt8jFFHp6TRDWZR/bV3emEE/zU8=
 golang.org/x/text v0.10.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
-golang.org/x/text v0.18.0 h1:XvMDiNzPAl0jr17s6W9lcaIhGUfUORdGCNsuLmPG224=
-golang.org/x/text v0.18.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
 golang.org/x/text v0.19.0 h1:kTxAhCbGbxhK0IwgSKiMO5awPoDQ0RpfiVYBfK860YM=
 golang.org/x/text v0.19.0/go.mod h1:BuEKDfySbSR4drPmRPG/7iBdf8hvFMuRexcpahXilzY=
 golang.org/x/time v0.6.0 h1:eTDhh4ZXt5Qf0augr54TN6suAUudPcawVZeIAPU7D4U=
@@ -308,8 +308,6 @@ google.golang.org/appengine v1.4.0/go.mod h1:xpcJRLb0r/rnEns0DIKYYv+WjYCduHsrkT7
 google.golang.org/genproto v0.0.0-20180817151627-c66870c02cf8/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
 google.golang.org/genproto v0.0.0-20190819201941-24fa4b261c55/go.mod h1:DMBHOl98Agz4BDEuKkezgsaosCRResVns1a3J2ZsMNc=
 google.golang.org/genproto v0.0.0-20200423170343-7949de9c1215/go.mod h1:55QSHmfGQM9UVYDPBsyGGes0y52j32PQ3BqQfXhyH3c=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20240812133136-8ffd90a71988 h1:V71AcdLZr2p8dC9dbOIMCpqi4EmRl8wUwnJzXXLmbmc=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20240812133136-8ffd90a71988/go.mod h1:Ue6ibwXGpU+dqIcODieyLOcgj7z8+IcskoNIgZxtrFY=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20240814211410-ddb44dafa142 h1:e7S5W7MGGLaSu8j3YjdezkZ+m1/Nm0uRVRMEMGk26Xs=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20240814211410-ddb44dafa142/go.mod h1:UqMtugtsSgubUsoxbuAoiCXvqvErP7Gf0so0mK9tHxU=
 google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=
@@ -317,14 +315,10 @@ google.golang.org/grpc v1.23.0/go.mod h1:Y5yQAOtifL1yxbo5wqy6BxZv8vAUGQwXBOALyac
 google.golang.org/grpc v1.25.1/go.mod h1:c3i+UQWmh7LiEpx4sFZnkU36qjEYZ0imhYfXVyQciAY=
 google.golang.org/grpc v1.27.0/go.mod h1:qbnxyOmOxrQa7FizSgH+ReBfzJrCY1pSN7KXBS8abTk=
 google.golang.org/grpc v1.29.1/go.mod h1:itym6AZVZYACWQqET3MqgPpjcuV5QH3BxFS3IjizoKk=
-google.golang.org/grpc v1.65.0 h1:bs/cUb4lp1G5iImFFd3u5ixQzweKizoZJAwBNLR42lc=
-google.golang.org/grpc v1.65.0/go.mod h1:WgYC2ypjlB0EiQi6wdKixMqukr6lBc0Vo+oOgjrM5ZQ=
 google.golang.org/grpc v1.67.1 h1:zWnc1Vrcno+lHZCOofnIMvycFcc0QRGIzm9dhnDX68E=
 google.golang.org/grpc v1.67.1/go.mod h1:1gLDyUQU7CTLJI90u3nXZ9ekeghjeM7pTDZlqFNg2AA=
 google.golang.org/grpc/examples v0.0.0-20220617181431-3e7b97febc7f h1:rqzndB2lIQGivcXdTuY3Y9NBvr70X+y77woofSRluec=
 google.golang.org/grpc/examples v0.0.0-20220617181431-3e7b97febc7f/go.mod h1:gxndsbNG1n4TZcHGgsYEfVGnTxqfEdfiDv6/DADXX9o=
-google.golang.org/protobuf v1.34.2 h1:6xV6lTsCfpGD21XK49h7MhtcApnLqkfYgPcdHftf6hg=
-google.golang.org/protobuf v1.34.2/go.mod h1:qYOHts0dSfpeUzUFpOMr/WGzszTmLH+DiWniOlNbLDw=
 google.golang.org/protobuf v1.35.1 h1:m3LfL6/Ca+fqnjnlqQXNpFPABW1UD7mjh8KO2mKFytA=
 google.golang.org/protobuf v1.35.1/go.mod h1:9fA7Ob0pmnwhb644+1+CVWFRbNajQ6iRojtC/QF5bRE=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=