feat: Add summary index for knowledge. (#31625)

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Co-authored-by: CodingOnStar <hanxujiang@dify.ai>
Co-authored-by: CodingOnStar <hanxujiang@dify.com>
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api/services/entities/knowledge_entities/knowledge_entities.py

@@ -119,6 +119,7 @@ class KnowledgeConfig(BaseModel):
     data_source: DataSource | None = None
     process_rule: ProcessRule | None = None
     retrieval_model: RetrievalModel | None = None
+    summary_index_setting: dict | None = None
     doc_form: str = "text_model"
     doc_language: str = "English"
     embedding_model: str | None = None
@@ -141,6 +142,7 @@ class SegmentUpdateArgs(BaseModel):
     regenerate_child_chunks: bool = False
     enabled: bool | None = None
     attachment_ids: list[str] | None = None
+    summary: str | None = None  # Summary content for summary index
 
 
 class ChildChunkUpdateArgs(BaseModel):

api/services/entities/knowledge_entities/rag_pipeline_entities.py

@@ -116,6 +116,8 @@ class KnowledgeConfiguration(BaseModel):
     embedding_model: str = ""
     keyword_number: int | None = 10
     retrieval_model: RetrievalSetting
+    # add summary index setting
+    summary_index_setting: dict | None = None
 
     @field_validator("embedding_model_provider", mode="before")
     @classmethod