diff --git a/db/gfdb/gfdb.go b/db/gfdb/gfdb.go
index f3cfe6f..d3c0aaa 100644
--- a/db/gfdb/gfdb.go
+++ b/db/gfdb/gfdb.go
@@ -440,7 +440,7 @@ func (d *dataBase) Model(ctx context.Context, tableNameOrStruct ...any) *model {
 		m.Sharding(shardingConfig).ShardingValue(user.TenantId)
 	}
 
-	m.OmitNil().OmitEmpty().Hook(catchSQLHook())
+	m.OmitNil().Hook(catchSQLHook())
 	return &model{
 		Model: m,
 	}
diff --git a/rag/eino/document_semantic.go b/rag/eino/document_semantic.go
new file mode 100644
index 0000000..1fa53bd
--- /dev/null
+++ b/rag/eino/document_semantic.go
@@ -0,0 +1,63 @@
+package eino
+
+import (
+	"context"
+
+	"github.com/cloudwego/eino-ext/components/document/transformer/splitter/recursive"
+	"github.com/cloudwego/eino-ext/components/document/transformer/splitter/semantic"
+	"github.com/cloudwego/eino/components/document"
+	"github.com/cloudwego/eino/schema"
+	"github.com/gogf/gf/v2/frame/g"
+)
+
+// 全局只初始化一次
+var (
+	splitter document.Transformer
+)
+
+// SemanticSplitDocument 语义分割文档
+func SemanticSplitDocument(ctx context.Context, docs []*schema.Document) (res []*schema.Document, err error) {
+	if g.IsEmpty(splitter) {
+		// 默认分隔符（支持中英文）
+		separators := []string{"\n\n", "\n", "。", "！", "？", "；", ".", "!", "?", ";"}
+		// 读取配置，使用合理的默认值
+		bufferSize := g.Cfg().MustGet(ctx, "eino.splitter.bufferSize").Int()
+		percentile := g.Cfg().MustGet(ctx, "eino.splitter.percentile").Float64()
+		batchSize := g.Cfg().MustGet(ctx, "eino.splitter.batchSize").Int()
+		if batchSize <= 0 {
+			batchSize = 10 // doubao-embedding-vision 限制每批最多 10 个
+		}
+
+		// 使用批量包装器
+		batchEmbedder := NewBatchEmbedder(Embedder, batchSize)
+
+		splitter, err = semantic.NewSplitter(ctx, &semantic.Config{
+			Embedding:  batchEmbedder,
+			BufferSize: bufferSize,
+			Percentile: percentile,
+			Separators: separators,
+		})
+		if err != nil {
+			return
+		}
+	}
+	return splitter.Transform(ctx, docs)
+}
+
+// RecursiveSplitDocument 递归分割文档
+func RecursiveSplitDocument(ctx context.Context, docs []*schema.Document) (res []*schema.Document, err error) {
+	if g.IsEmpty(splitter) {
+		// 默认分隔符（支持中英文）
+		separators := []string{"\n\n", "\n", "。", "！", "？", "；", ".", "!", "?", ";"}
+		splitter, err = recursive.NewSplitter(ctx, &recursive.Config{
+			ChunkSize:   1500,
+			OverlapSize: 300,
+			KeepType:    recursive.KeepTypeNone,
+			Separators:  separators,
+		})
+		if err != nil {
+			return
+		}
+	}
+	return splitter.Transform(ctx, docs)
+}