r2

api/controllers/console/datasets/datasets.py

@@ -283,7 +283,7 @@ class DatasetApi(Resource):
             location="json",
             help="Invalid external knowledge api id.",
         )
-        
+
         parser.add_argument(
             "icon_info",
             type=dict,

api/controllers/console/datasets/datasets_document.py

@@ -52,6 +52,7 @@ from fields.document_fields import (
 )
 from libs.login import login_required
 from models import Dataset, DatasetProcessRule, Document, DocumentSegment, UploadFile
+from models.dataset import DocumentPipelineExecutionLog
 from services.dataset_service import DatasetService, DocumentService
 from services.entities.knowledge_entities.knowledge_entities import KnowledgeConfig
 from tasks.add_document_to_index_task import add_document_to_index_task
@@ -1092,6 +1093,35 @@ class WebsiteDocumentSyncApi(DocumentResource):
         return {"result": "success"}, 200
 
 
+class DocumentPipelineExecutionLogApi(DocumentResource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self, dataset_id, document_id):
+        dataset_id = str(dataset_id)
+        document_id = str(document_id)
+
+        dataset = DatasetService.get_dataset(dataset_id)
+        if not dataset:
+            raise NotFound("Dataset not found.")
+        document = DocumentService.get_document(dataset.id, document_id)
+        if not document:
+            raise NotFound("Document not found.")
+        log = (
+            db.session.query(DocumentPipelineExecutionLog)
+            .filter_by(document_id=document_id)
+            .order_by(DocumentPipelineExecutionLog.created_at.desc())
+            .first()
+        )
+        if not log:
+            return {"datasource_info": None, "datasource_type": None, "input_data": None}, 200
+        return {
+            "datasource_info": log.datasource_info,
+            "datasource_type": log.datasource_type,
+            "input_data": log.input_data,
+        }, 200
+
+
 api.add_resource(GetProcessRuleApi, "/datasets/process-rule")
 api.add_resource(DatasetDocumentListApi, "/datasets/<uuid:dataset_id>/documents")
 api.add_resource(DatasetInitApi, "/datasets/init")

api/controllers/console/datasets/rag_pipeline/datasource_auth.py

@@ -41,8 +41,9 @@ class DatasourcePluginOauthApi(Resource):
         if not plugin_oauth_config:
             raise NotFound()
         oauth_handler = OAuthHandler()
-        redirect_url = (f"{dify_config.CONSOLE_WEB_URL}/oauth/datasource/callback?"
-                        f"provider={provider}&plugin_id={plugin_id}")
+        redirect_url = (
+            f"{dify_config.CONSOLE_WEB_URL}/oauth/datasource/callback?provider={provider}&plugin_id={plugin_id}"
+        )
         system_credentials = plugin_oauth_config.system_credentials
         if system_credentials:
             system_credentials["redirect_url"] = redirect_url
@@ -123,9 +124,7 @@ class DatasourceAuth(Resource):
         args = parser.parse_args()
         datasource_provider_service = DatasourceProviderService()
         datasources = datasource_provider_service.get_datasource_credentials(
-            tenant_id=current_user.current_tenant_id,
-            provider=args["provider"],
-            plugin_id=args["plugin_id"]
+            tenant_id=current_user.current_tenant_id, provider=args["provider"], plugin_id=args["plugin_id"]
         )
         return {"result": datasources}, 200
 
@@ -146,7 +145,7 @@ class DatasourceAuthUpdateDeleteApi(Resource):
             tenant_id=current_user.current_tenant_id,
             auth_id=auth_id,
             provider=args["provider"],
-            plugin_id=args["plugin_id"]
+            plugin_id=args["plugin_id"],
         )
         return {"result": "success"}, 200
 

api/controllers/console/datasets/rag_pipeline/rag_pipeline_workflow.py

@@ -384,6 +384,7 @@ class PublishedRagPipelineRunApi(Resource):
 #         return result
 #
 
+
 class RagPipelinePublishedDatasourceNodeRunApi(Resource):
     @setup_required
     @login_required
@@ -419,7 +420,7 @@ class RagPipelinePublishedDatasourceNodeRunApi(Resource):
             user_inputs=inputs,
             account=current_user,
             datasource_type=datasource_type,
-            is_published=True
+            is_published=True,
         )
 
         return result
@@ -458,12 +459,12 @@ class RagPipelineDraftDatasourceNodeRunApi(Resource):
             return helper.compact_generate_response(
                 PipelineGenerator.convert_to_event_stream(
                     rag_pipeline_service.run_datasource_workflow_node(
-                    pipeline=pipeline,
-                    node_id=node_id,
-                    user_inputs=inputs,
-                    account=current_user,
-                    datasource_type=datasource_type,
-                    is_published=False
+                        pipeline=pipeline,
+                        node_id=node_id,
+                        user_inputs=inputs,
+                        account=current_user,
+                        datasource_type=datasource_type,
+                        is_published=False,
                     )
                 )
             )

api/core/app/apps/common/workflow_response_converter.py

@@ -188,7 +188,7 @@ class WorkflowResponseConverter:
             manager = PluginDatasourceManager()
             provider_entity = manager.fetch_datasource_provider(
                 self._application_generate_entity.app_config.tenant_id,
-                f"{node_data.plugin_id}/{node_data.provider_name}"
+                f"{node_data.plugin_id}/{node_data.provider_name}",
             )
             response.data.extras["icon"] = provider_entity.declaration.identity.icon
 

api/core/app/apps/pipeline/pipeline_generator.py

@@ -33,7 +33,7 @@ from core.workflow.repositories.workflow_execution_repository import WorkflowExe
 from core.workflow.repositories.workflow_node_execution_repository import WorkflowNodeExecutionRepository
 from extensions.ext_database import db
 from models import Account, EndUser, Workflow, WorkflowNodeExecutionTriggeredFrom
-from models.dataset import Document, Pipeline
+from models.dataset import Document, DocumentPipelineExecutionLog, Pipeline
 from models.enums import WorkflowRunTriggeredFrom
 from models.model import AppMode
 from services.dataset_service import DocumentService
@@ -136,6 +136,16 @@ class PipelineGenerator(BaseAppGenerator):
             document_id = None
             if invoke_from == InvokeFrom.PUBLISHED:
                 document_id = documents[i].id
+                document_pipeline_execution_log = DocumentPipelineExecutionLog(
+                    document_id=document_id,
+                    datasource_type=datasource_type,
+                    datasource_info=datasource_info,
+                    input_data=inputs,
+                    pipeline_id=pipeline.id,
+                    created_by=user.id,
+                )
+                db.session.add(document_pipeline_execution_log)
+                db.session.commit()
             application_generate_entity = RagPipelineGenerateEntity(
                 task_id=str(uuid.uuid4()),
                 app_config=pipeline_config,

api/core/datasource/entities/datasource_entities.py

@@ -284,17 +284,20 @@ class WebSiteInfo(BaseModel):
     """
     Website info
     """
+
     status: Optional[str] = Field(..., description="crawl job status")
     web_info_list: Optional[list[WebSiteInfoDetail]] = []
     total: Optional[int] = Field(default=0, description="The total number of websites")
     completed: Optional[int] = Field(default=0, description="The number of completed websites")
 
+
 class WebsiteCrawlMessage(BaseModel):
     """
     Get website crawl response
     """
+
     result: WebSiteInfo = WebSiteInfo(status="", web_info_list=[], total=0, completed=0)
 
+
 class DatasourceMessage(ToolInvokeMessage):
     pass
-

api/core/datasource/website_crawl/website_crawl_provider.py

@@ -43,7 +43,6 @@ class WebsiteCrawlDatasourcePluginProviderController(DatasourcePluginProviderCon
         if not datasource_entity:
             raise ValueError(f"Datasource with name {datasource_name} not found")
 
-
         return WebsiteCrawlDatasourcePlugin(
             entity=datasource_entity,
             runtime=DatasourceRuntime(tenant_id=self.tenant_id),

api/core/workflow/graph_engine/entities/event.py

@@ -277,8 +277,7 @@ InNodeEvent = BaseNodeEvent | BaseParallelBranchEvent | BaseIterationEvent | Bas
 
 class DatasourceRunEvent(BaseModel):
     status: str = Field(..., description="status")
-    data: Mapping[str,Any] | list = Field(..., description="result")
+    data: Mapping[str, Any] | list = Field(..., description="result")
     total: Optional[int] = Field(..., description="total")
     completed: Optional[int] = Field(..., description="completed")
     time_consuming: Optional[float] = Field(..., description="time consuming")
-

api/core/workflow/nodes/datasource/datasource_node.py

@@ -74,12 +74,12 @@ class DatasourceNode(BaseNode[DatasourceNodeData]):
         except DatasourceNodeError as e:
             yield RunCompletedEvent(
                 run_result=NodeRunResult(
-                status=WorkflowNodeExecutionStatus.FAILED,
-                inputs={},
-                metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
-                error=f"Failed to get datasource runtime: {str(e)}",
-                error_type=type(e).__name__,
-            )
+                    status=WorkflowNodeExecutionStatus.FAILED,
+                    inputs={},
+                    metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
+                    error=f"Failed to get datasource runtime: {str(e)}",
+                    error_type=type(e).__name__,
+                )
             )
 
         # get parameters
@@ -114,16 +114,17 @@ class DatasourceNode(BaseNode[DatasourceNodeData]):
                     )
 
                 case DatasourceProviderType.WEBSITE_CRAWL:
-
-                    yield RunCompletedEvent(run_result=NodeRunResult(
-                        status=WorkflowNodeExecutionStatus.SUCCEEDED,
-                        inputs=parameters_for_log,
-                        metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
-                        outputs={
-                            **datasource_info,
-                            "datasource_type": datasource_type,
-                        },
-                    ))
+                    yield RunCompletedEvent(
+                        run_result=NodeRunResult(
+                            status=WorkflowNodeExecutionStatus.SUCCEEDED,
+                            inputs=parameters_for_log,
+                            metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
+                            outputs={
+                                **datasource_info,
+                                "datasource_type": datasource_type,
+                            },
+                        )
+                    )
                 case DatasourceProviderType.LOCAL_FILE:
                     related_id = datasource_info.get("related_id")
                     if not related_id:
@@ -155,33 +156,39 @@ class DatasourceNode(BaseNode[DatasourceNodeData]):
                             variable_key_list=new_key_list,
                             variable_value=value,
                         )
-                    yield RunCompletedEvent(run_result=NodeRunResult(
-                        status=WorkflowNodeExecutionStatus.SUCCEEDED,
-                        inputs=parameters_for_log,
-                        metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
-                        outputs={
-                            "file_info": datasource_info,
-                            "datasource_type": datasource_type,
-                        },
-                    ))
+                    yield RunCompletedEvent(
+                        run_result=NodeRunResult(
+                            status=WorkflowNodeExecutionStatus.SUCCEEDED,
+                            inputs=parameters_for_log,
+                            metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
+                            outputs={
+                                "file_info": datasource_info,
+                                "datasource_type": datasource_type,
+                            },
+                        )
+                    )
                 case _:
                     raise DatasourceNodeError(f"Unsupported datasource provider: {datasource_type}")
         except PluginDaemonClientSideError as e:
-            yield RunCompletedEvent(run_result=NodeRunResult(
-                status=WorkflowNodeExecutionStatus.FAILED,
-                inputs=parameters_for_log,
-                metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
-                error=f"Failed to transform datasource message: {str(e)}",
-                error_type=type(e).__name__,
-            ))
+            yield RunCompletedEvent(
+                run_result=NodeRunResult(
+                    status=WorkflowNodeExecutionStatus.FAILED,
+                    inputs=parameters_for_log,
+                    metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
+                    error=f"Failed to transform datasource message: {str(e)}",
+                    error_type=type(e).__name__,
+                )
+            )
         except DatasourceNodeError as e:
-            yield RunCompletedEvent(run_result=NodeRunResult(
-                status=WorkflowNodeExecutionStatus.FAILED,
-                inputs=parameters_for_log,
-                metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
-                error=f"Failed to invoke datasource: {str(e)}",
-                error_type=type(e).__name__,
-            ))
+            yield RunCompletedEvent(
+                run_result=NodeRunResult(
+                    status=WorkflowNodeExecutionStatus.FAILED,
+                    inputs=parameters_for_log,
+                    metadata={WorkflowNodeExecutionMetadataKey.DATASOURCE_INFO: datasource_info},
+                    error=f"Failed to invoke datasource: {str(e)}",
+                    error_type=type(e).__name__,
+                )
+            )
 
     def _generate_parameters(
         self,
@@ -286,8 +293,6 @@ class DatasourceNode(BaseNode[DatasourceNodeData]):
 
         return result
 
-
-
     def _transform_message(
         self,
         messages: Generator[DatasourceMessage, None, None],

api/core/workflow/nodes/knowledge_index/knowledge_index_node.py

@@ -123,10 +123,14 @@ class KnowledgeIndexNode(BaseNode[KnowledgeIndexNodeData]):
         # update document status
         document.indexing_status = "completed"
         document.completed_at = datetime.datetime.now(datetime.UTC).replace(tzinfo=None)
-        document.word_count = db.session.query(func.sum(DocumentSegment.word_count)).filter(
-            DocumentSegment.document_id == document.id,
-            DocumentSegment.dataset_id == dataset.id,
-        ).scalar()
+        document.word_count = (
+            db.session.query(func.sum(DocumentSegment.word_count))
+            .filter(
+                DocumentSegment.document_id == document.id,
+                DocumentSegment.dataset_id == dataset.id,
+            )
+            .scalar()
+        )
         db.session.add(document)
         # update document segment status
         db.session.query(DocumentSegment).filter(

api/factories/file_factory.py

@@ -349,6 +349,7 @@ def _build_from_datasource_file(
         storage_key=datasource_file.key,
     )
 
+
 def _is_file_valid_with_config(
     *,
     input_file_type: str,

api/migrations/versions/2025_05_15_1558-b35c3db83d09_add_pipeline_info.py

@@ -12,7 +12,7 @@ from sqlalchemy.dialects import postgresql
 
 # revision identifiers, used by Alembic.
 revision = 'b35c3db83d09'
-down_revision = '2adcbe1f5dfb'
+down_revision = '4474872b0ee6'
 branch_labels = None
 depends_on = None
 

api/migrations/versions/2025_06_17_1905-70a0fc0c013f_add_pipeline_info_7.py

@@ -0,0 +1,45 @@
+"""add_pipeline_info_7
+
+Revision ID: 70a0fc0c013f
+Revises: 224fba149d48
+Create Date: 2025-06-17 19:05:39.920953
+
+"""
+from alembic import op
+import models as models
+import sqlalchemy as sa
+
+
+# revision identifiers, used by Alembic.
+revision = '70a0fc0c013f'
+down_revision = '224fba149d48'
+branch_labels = None
+depends_on = None
+
+
+def upgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    op.create_table('document_pipeline_execution_logs',
+    sa.Column('id', models.types.StringUUID(), server_default=sa.text('uuid_generate_v4()'), nullable=False),
+    sa.Column('pipeline_id', models.types.StringUUID(), nullable=False),
+    sa.Column('document_id', models.types.StringUUID(), nullable=False),
+    sa.Column('datasource_type', sa.String(length=255), nullable=False),
+    sa.Column('datasource_info', sa.Text(), nullable=False),
+    sa.Column('input_data', sa.JSON(), nullable=False),
+    sa.Column('created_by', models.types.StringUUID(), nullable=True),
+    sa.Column('created_at', sa.DateTime(), server_default=sa.text('CURRENT_TIMESTAMP'), nullable=False),
+    sa.PrimaryKeyConstraint('id', name='document_pipeline_execution_log_pkey')
+    )
+    with op.batch_alter_table('document_pipeline_execution_logs', schema=None) as batch_op:
+        batch_op.create_index('document_pipeline_execution_logs_document_id_idx', ['document_id'], unique=False)
+
+    # ### end Alembic commands ###
+
+
+def downgrade():
+    # ### commands auto generated by Alembic - please adjust! ###
+    with op.batch_alter_table('document_pipeline_execution_logs', schema=None) as batch_op:
+        batch_op.drop_index('document_pipeline_execution_logs_document_id_idx')
+
+    op.drop_table('document_pipeline_execution_logs')
+    # ### end Alembic commands ###

api/models/dataset.py

@@ -75,12 +75,16 @@ class Dataset(Base):
 
     @property
     def total_available_documents(self):
-        return db.session.query(func.count(Document.id)).filter(
-            Document.dataset_id == self.id,
-            Document.indexing_status == "completed",
-            Document.enabled == True,
-            Document.archived == False,
-        ).scalar()
+        return (
+            db.session.query(func.count(Document.id))
+            .filter(
+                Document.dataset_id == self.id,
+                Document.indexing_status == "completed",
+                Document.enabled == True,
+                Document.archived == False,
+            )
+            .scalar()
+        )
 
     @property
     def dataset_keyword_table(self):
@@ -325,6 +329,7 @@ class DatasetProcessRule(Base):
         except JSONDecodeError:
             return None
 
+
 class Document(Base):
     __tablename__ = "documents"
     __table_args__ = (
@@ -1248,3 +1253,20 @@ class Pipeline(Base):  # type: ignore[name-defined]
     @property
     def dataset(self):
         return db.session.query(Dataset).filter(Dataset.pipeline_id == self.id).first()
+
+
+class DocumentPipelineExecutionLog(Base):
+    __tablename__ = "document_pipeline_execution_logs"
+    __table_args__ = (
+        db.PrimaryKeyConstraint("id", name="document_pipeline_execution_log_pkey"),
+        db.Index("document_pipeline_execution_logs_document_id_idx", "document_id"),
+    )
+
+    id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()"))
+    pipeline_id = db.Column(StringUUID, nullable=False)
+    document_id = db.Column(StringUUID, nullable=False)
+    datasource_type = db.Column(db.String(255), nullable=False)
+    datasource_info = db.Column(db.Text, nullable=False)
+    input_data = db.Column(db.JSON, nullable=False)
+    created_by = db.Column(StringUUID, nullable=True)
+    created_at = db.Column(db.DateTime, nullable=False, server_default=func.current_timestamp())

api/services/dataset_service.py

@@ -334,11 +334,15 @@ class DatasetService:
                 dataset.retrieval_model = external_retrieval_model
             dataset.name = data.get("name", dataset.name)
             #  check if dataset name is exists
-            if db.session.query(Dataset).filter(
-                Dataset.id != dataset_id,
-                Dataset.name == dataset.name,
-                Dataset.tenant_id == dataset.tenant_id,
-            ).first():
+            if (
+                db.session.query(Dataset)
+                .filter(
+                    Dataset.id != dataset_id,
+                    Dataset.name == dataset.name,
+                    Dataset.tenant_id == dataset.tenant_id,
+                )
+                .first()
+            ):
                 raise ValueError("Dataset name already exists")
             dataset.description = data.get("description", "")
             permission = data.get("permission")

api/services/datasource_provider_service.py

@@ -36,7 +36,7 @@ class DatasourceProviderService:
             user_id=current_user.id,
             provider=provider,
             plugin_id=plugin_id,
-            credentials=credentials
+            credentials=credentials,
         )
         if credential_valid:
             # Get all provider configurations of the current workspace
@@ -47,9 +47,8 @@ class DatasourceProviderService:
             )
 
             provider_credential_secret_variables = self.extract_secret_variables(
-                                                                                tenant_id=tenant_id,
-                                                                                provider_id=f"{plugin_id}/{provider}"
-                                                                                 )
+                tenant_id=tenant_id, provider_id=f"{plugin_id}/{provider}"
+            )
             for key, value in credentials.items():
                 if key in provider_credential_secret_variables:
                     # if send [__HIDDEN__] in secret input, it will be same as original value
@@ -73,9 +72,9 @@ class DatasourceProviderService:
         :param credential_form_schemas:
         :return:
         """
-        datasource_provider = self.provider_manager.fetch_datasource_provider(tenant_id=tenant_id,
-                                                                              provider_id=provider_id
-                                                                              )
+        datasource_provider = self.provider_manager.fetch_datasource_provider(
+            tenant_id=tenant_id, provider_id=provider_id
+        )
         credential_form_schemas = datasource_provider.declaration.credentials_schema
         secret_input_form_variables = []
         for credential_form_schema in credential_form_schemas:
@@ -108,8 +107,9 @@ class DatasourceProviderService:
         for datasource_provider in datasource_providers:
             encrypted_credentials = datasource_provider.encrypted_credentials
             # Get provider credential secret variables
-            credential_secret_variables = self.extract_secret_variables(tenant_id=tenant_id,
-                                                                        provider_id=f"{plugin_id}/{provider}")
+            credential_secret_variables = self.extract_secret_variables(
+                tenant_id=tenant_id, provider_id=f"{plugin_id}/{provider}"
+            )
 
             # Obfuscate provider credentials
             copy_credentials = encrypted_credentials.copy()
@@ -149,8 +149,9 @@ class DatasourceProviderService:
         for datasource_provider in datasource_providers:
             encrypted_credentials = datasource_provider.encrypted_credentials
             # Get provider credential secret variables
-            credential_secret_variables = self.extract_secret_variables(tenant_id=tenant_id,
-                                                                        provider_id=f"{plugin_id}/{provider}")
+            credential_secret_variables = self.extract_secret_variables(
+                tenant_id=tenant_id, provider_id=f"{plugin_id}/{provider}"
+            )
 
             # Obfuscate provider credentials
             copy_credentials = encrypted_credentials.copy()
@@ -166,18 +167,18 @@ class DatasourceProviderService:
 
         return copy_credentials_list
 
-
-    def update_datasource_credentials(self,
-                                      tenant_id: str,
-                                      auth_id: str,
-                                      provider: str,
-                                      plugin_id: str,
-                                      credentials: dict) -> None:
+    def update_datasource_credentials(
+        self, tenant_id: str, auth_id: str, provider: str, plugin_id: str, credentials: dict
+    ) -> None:
         """
         update datasource credentials.
         """
         credential_valid = self.provider_manager.validate_provider_credentials(
-            tenant_id=tenant_id, user_id=current_user.id, provider=provider,plugin_id=plugin_id, credentials=credentials
+            tenant_id=tenant_id,
+            user_id=current_user.id,
+            provider=provider,
+            plugin_id=plugin_id,
+            credentials=credentials,
         )
         if credential_valid:
             # Get all provider configurations of the current workspace
@@ -188,9 +189,8 @@ class DatasourceProviderService:
             )
 
             provider_credential_secret_variables = self.extract_secret_variables(
-                                                                                tenant_id=tenant_id,
-                                                                                provider_id=f"{plugin_id}/{provider}"
-                                                                                 )
+                tenant_id=tenant_id, provider_id=f"{plugin_id}/{provider}"
+            )
             if not datasource_provider:
                 raise ValueError("Datasource provider not found")
             else:

api/services/rag_pipeline/pipeline_template/customized/customized_retrieval.py

@@ -66,7 +66,7 @@ class CustomizedPipelineTemplateRetrieval(PipelineTemplateRetrievalBase):
         )
         if not pipeline_template:
             return None
-        
+
         dsl_data = yaml.safe_load(pipeline_template.yaml_content)
         graph_data = dsl_data.get("workflow", {}).get("graph", {})
 

api/services/rag_pipeline/rag_pipeline.py

@@ -484,8 +484,13 @@ class RagPipelineService:
     #             raise ValueError(f"Unsupported datasource provider: {datasource_runtime.datasource_provider_type}")
 
     def run_datasource_workflow_node(
-        self, pipeline: Pipeline, node_id: str, user_inputs: dict, account: Account, datasource_type: str,
-        is_published: bool
+        self,
+        pipeline: Pipeline,
+        node_id: str,
+        user_inputs: dict,
+        account: Account,
+        datasource_type: str,
+        is_published: bool,
     ) -> Generator[str, None, None]:
         """
         Run published workflow datasource
@@ -525,27 +530,26 @@ class RagPipelineService:
         datasource_provider_service = DatasourceProviderService()
         credentials = datasource_provider_service.get_real_datasource_credentials(
             tenant_id=pipeline.tenant_id,
-            provider=datasource_node_data.get('provider_name'),
-            plugin_id=datasource_node_data.get('plugin_id'),
+            provider=datasource_node_data.get("provider_name"),
+            plugin_id=datasource_node_data.get("plugin_id"),
         )
         if credentials:
             datasource_runtime.runtime.credentials = credentials[0].get("credentials")
         match datasource_type:
             case DatasourceProviderType.ONLINE_DOCUMENT:
                 datasource_runtime = cast(OnlineDocumentDatasourcePlugin, datasource_runtime)
-                online_document_result: Generator[OnlineDocumentPagesMessage, None, None] =\
+                online_document_result: Generator[OnlineDocumentPagesMessage, None, None] = (
                     datasource_runtime.get_online_document_pages(
                         user_id=account.id,
                         datasource_parameters=user_inputs,
                         provider_type=datasource_runtime.datasource_provider_type(),
                     )
+                )
                 start_time = time.time()
                 for message in online_document_result:
                     end_time = time.time()
                     online_document_event = DatasourceRunEvent(
-                        status="completed",
-                        data=message.result,
-                        time_consuming=round(end_time - start_time, 2)
+                        status="completed", data=message.result, time_consuming=round(end_time - start_time, 2)
                     )
                     yield json.dumps(online_document_event.model_dump())
 
@@ -564,7 +568,7 @@ class RagPipelineService:
                         data=message.result.web_info_list,
                         total=message.result.total,
                         completed=message.result.completed,
-                        time_consuming = round(end_time - start_time, 2)
+                        time_consuming=round(end_time - start_time, 2),
                     )
                     yield json.dumps(crawl_event.model_dump())
             case _:
@@ -781,9 +785,7 @@ class RagPipelineService:
             raise ValueError("Datasource node data not found")
         variables = datasource_node_data.get("variables", {})
         if variables:
-            variables_map = {
-                item["variable"]: item for item in variables
-            }
+            variables_map = {item["variable"]: item for item in variables}
         else:
             return []
         datasource_parameters = datasource_node_data.get("datasource_parameters", {})
@@ -813,9 +815,7 @@ class RagPipelineService:
             raise ValueError("Datasource node data not found")
         variables = datasource_node_data.get("variables", {})
         if variables:
-            variables_map = {
-                item["variable"]: item for item in variables
-            }
+            variables_map = {item["variable"]: item for item in variables}
         else:
             return []
         datasource_parameters = datasource_node_data.get("datasource_parameters", {})
@@ -967,11 +967,14 @@ class RagPipelineService:
         if not dataset:
             raise ValueError("Dataset not found")
 
-        max_position = db.session.query(
-            func.max(PipelineCustomizedTemplate.position)).filter(
-            PipelineCustomizedTemplate.tenant_id == pipeline.tenant_id).scalar()
+        max_position = (
+            db.session.query(func.max(PipelineCustomizedTemplate.position))
+            .filter(PipelineCustomizedTemplate.tenant_id == pipeline.tenant_id)
+            .scalar()
+        )
 
         from services.rag_pipeline.rag_pipeline_dsl_service import RagPipelineDslService
+
         dsl = RagPipelineDslService.export_rag_pipeline_dsl(pipeline=pipeline, include_secret=True)
 
         pipeline_customized_template = PipelineCustomizedTemplate(