diff --git a/kernel/model/attribute_view.go b/kernel/model/attribute_view.go
index e0e129f15..55ab3306a 100644
--- a/kernel/model/attribute_view.go
+++ b/kernel/model/attribute_view.go
@@ -1449,38 +1449,17 @@ func (tx *Transaction) doRemoveAttrViewView(operation *Operation) (ret *TxErr) {
 
 func getMirrorBlocksNodes(avID string) (trees []*parse.Tree, nodes []*ast.Node) {
 	mirrorBlockIDs := treenode.GetMirrorAttrViewBlockIDs(avID)
-	mirrorBlockTree := map[string]*parse.Tree{}
-	treeCache := map[string]*parse.Tree{}
-	for _, mirrorBlock := range mirrorBlockIDs {
-		bt := treenode.GetBlockTree(mirrorBlock)
-		if nil == bt {
-			logging.LogErrorf("get block tree by block ID [%s] failed", mirrorBlock)
-			continue
-		}
-
-		tree := mirrorBlockTree[mirrorBlock]
-		if nil == tree {
-			tree, _ = LoadTreeByBlockID(mirrorBlock)
-			if nil == tree {
-				logging.LogErrorf("load tree by block ID [%s] failed", mirrorBlock)
-				continue
-			}
-			treeCache[tree.ID] = tree
-			mirrorBlockTree[mirrorBlock] = tree
-		}
-	}
-
-	for _, mirrorBlockID := range mirrorBlockIDs {
-		tree := mirrorBlockTree[mirrorBlockID]
-		node := treenode.GetNodeInTree(tree, mirrorBlockID)
+	mirrorBlockTrees := filesys.LoadTrees(mirrorBlockIDs)
+	for id, tree := range mirrorBlockTrees {
+		node := treenode.GetNodeInTree(tree, id)
 		if nil == node {
-			logging.LogErrorf("get node in tree by block ID [%s] failed", mirrorBlockID)
+			logging.LogErrorf("get node in tree by block ID [%s] failed", id)
 			continue
 		}
 		nodes = append(nodes, node)
 	}
 
-	for _, tree := range treeCache {
+	for _, tree := range mirrorBlockTrees {
 		trees = append(trees, tree)
 	}
 	return
diff --git a/kernel/model/backlink.go b/kernel/model/backlink.go
index f8a35a659..44400aa82 100644
--- a/kernel/model/backlink.go
+++ b/kernel/model/backlink.go
@@ -30,6 +30,7 @@ import (
 	"github.com/88250/lute/parse"
 	"github.com/emirpasic/gods/sets/hashset"
 	"github.com/siyuan-note/logging"
+	"github.com/siyuan-note/siyuan/kernel/filesys"
 	"github.com/siyuan-note/siyuan/kernel/search"
 	"github.com/siyuan-note/siyuan/kernel/sql"
 	"github.com/siyuan-note/siyuan/kernel/treenode"
@@ -82,32 +83,27 @@ func GetBackmentionDoc(defID, refTreeID, keyword string, containChildren bool) (
 
 	linkRefs, _, excludeBacklinkIDs := buildLinkRefs(rootID, refs, keyword)
 	tmpMentions, mentionKeywords := buildTreeBackmention(sqlBlock, linkRefs, keyword, excludeBacklinkIDs, beforeLen)
-	luteEngine := NewLute()
-	treeCache := map[string]*parse.Tree{}
+	luteEngine := util.NewLute()
 	var mentions []*Block
 	for _, mention := range tmpMentions {
 		if mention.RootID == refTreeID {
 			mentions = append(mentions, mention)
 		}
 	}
+	var mentionBlockIDs []string
+	for _, mention := range mentions {
+		mentionBlockIDs = append(mentionBlockIDs, mention.ID)
+	}
+	mentionBlockIDs = gulu.Str.RemoveDuplicatedElem(mentionBlockIDs)
 
 	if "" != keyword {
 		mentionKeywords = append(mentionKeywords, keyword)
 	}
 	mentionKeywords = gulu.Str.RemoveDuplicatedElem(mentionKeywords)
-	for _, mention := range mentions {
-		refTree := treeCache[mention.RootID]
-		if nil == refTree {
-			var loadErr error
-			refTree, loadErr = LoadTreeByBlockID(mention.ID)
-			if nil != loadErr {
-				logging.LogWarnf("load ref tree [%s] failed: %s", mention.ID, loadErr)
-				continue
-			}
-			treeCache[mention.RootID] = refTree
-		}
 
-		backlink := buildBacklink(mention.ID, refTree, mentionKeywords, luteEngine)
+	trees := filesys.LoadTrees(mentionBlockIDs)
+	for id, tree := range trees {
+		backlink := buildBacklink(id, tree, mentionKeywords, luteEngine)
 		ret = append(ret, backlink)
 	}
 	return
@@ -138,7 +134,7 @@ func GetBacklinkDoc(defID, refTreeID, keyword string, containChildren bool) (ret
 		return
 	}
 
-	luteEngine := NewLute()
+	luteEngine := util.NewLute()
 	for _, linkRef := range linkRefs {
 		var keywords []string
 		if "" != keyword {
diff --git a/kernel/model/block.go b/kernel/model/block.go
index bfc295148..69e643a57 100644
--- a/kernel/model/block.go
+++ b/kernel/model/block.go
@@ -325,11 +325,13 @@ func TransferBlockRef(fromID, toID string, refIDs []string) (err error) {
 	if 1 > len(refIDs) { // 如果不指定 refIDs，则转移所有引用了 fromID 的块
 		refIDs, _ = sql.QueryRefIDsByDefID(fromID, false)
 	}
-	for _, refID := range refIDs {
-		tree, _ := LoadTreeByBlockID(refID)
+
+	trees := filesys.LoadTrees(refIDs)
+	for refID, tree := range trees {
 		if nil == tree {
 			continue
 		}
+
 		node := treenode.GetNodeInTree(tree, refID)
 		textMarks := node.ChildrenByType(ast.NodeTextMark)
 		for _, textMark := range textMarks {