feat: knowledge pipeline (#25360)

Signed-off-by: -LAN- <laipz8200@outlook.com>
Co-authored-by: twwu <twwu@dify.ai>
Co-authored-by: crazywoola <100913391+crazywoola@users.noreply.github.com>
Co-authored-by: jyong <718720800@qq.com>
Co-authored-by: Wu Tianwei <30284043+WTW0313@users.noreply.github.com>
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Co-authored-by: lyzno1 <yuanyouhuilyz@gmail.com>
Co-authored-by: quicksand <quicksandzn@gmail.com>
Co-authored-by: Jyong <76649700+JohnJyong@users.noreply.github.com>
Co-authored-by: lyzno1 <92089059+lyzno1@users.noreply.github.com>
Co-authored-by: zxhlyh <jasonapring2015@outlook.com>
Co-authored-by: Yongtao Huang <yongtaoh2022@gmail.com>
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Co-authored-by: nite-knite <nkCoding@gmail.com>
Co-authored-by: Hanqing Zhao <sherry9277@gmail.com>
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api/controllers/console/datasets/data_source.py

@@ -1,4 +1,6 @@
 import json
+from collections.abc import Generator
+from typing import cast
 
 from flask import request
 from flask_login import current_user
@@ -9,6 +11,8 @@ from werkzeug.exceptions import NotFound
 
 from controllers.console import api
 from controllers.console.wraps import account_initialization_required, setup_required
+from core.datasource.entities.datasource_entities import DatasourceProviderType, OnlineDocumentPagesMessage
+from core.datasource.online_document.online_document_plugin import OnlineDocumentDatasourcePlugin
 from core.indexing_runner import IndexingRunner
 from core.rag.extractor.entity.datasource_type import DatasourceType
 from core.rag.extractor.entity.extract_setting import ExtractSetting
@@ -19,6 +23,7 @@ from libs.datetime_utils import naive_utc_now
 from libs.login import login_required
 from models import DataSourceOauthBinding, Document
 from services.dataset_service import DatasetService, DocumentService
+from services.datasource_provider_service import DatasourceProviderService
 from tasks.document_indexing_sync_task import document_indexing_sync_task
 
 
@@ -111,6 +116,18 @@ class DataSourceNotionListApi(Resource):
     @marshal_with(integrate_notion_info_list_fields)
     def get(self):
         dataset_id = request.args.get("dataset_id", default=None, type=str)
+        credential_id = request.args.get("credential_id", default=None, type=str)
+        if not credential_id:
+            raise ValueError("Credential id is required.")
+        datasource_provider_service = DatasourceProviderService()
+        credential = datasource_provider_service.get_datasource_credentials(
+            tenant_id=current_user.current_tenant_id,
+            credential_id=credential_id,
+            provider="notion_datasource",
+            plugin_id="langgenius/notion_datasource",
+        )
+        if not credential:
+            raise NotFound("Credential not found.")
         exist_page_ids = []
         with Session(db.engine) as session:
             # import notion in the exist dataset
@@ -134,31 +151,49 @@ class DataSourceNotionListApi(Resource):
                         data_source_info = json.loads(document.data_source_info)
                         exist_page_ids.append(data_source_info["notion_page_id"])
             # get all authorized pages
-            data_source_bindings = session.scalars(
-                select(DataSourceOauthBinding).filter_by(
-                    tenant_id=current_user.current_tenant_id, provider="notion", disabled=False
+            from core.datasource.datasource_manager import DatasourceManager
+
+            datasource_runtime = DatasourceManager.get_datasource_runtime(
+                provider_id="langgenius/notion_datasource/notion_datasource",
+                datasource_name="notion_datasource",
+                tenant_id=current_user.current_tenant_id,
+                datasource_type=DatasourceProviderType.ONLINE_DOCUMENT,
+            )
+            datasource_provider_service = DatasourceProviderService()
+            if credential:
+                datasource_runtime.runtime.credentials = credential
+            datasource_runtime = cast(OnlineDocumentDatasourcePlugin, datasource_runtime)
+            online_document_result: Generator[OnlineDocumentPagesMessage, None, None] = (
+                datasource_runtime.get_online_document_pages(
+                    user_id=current_user.id,
+                    datasource_parameters={},
+                    provider_type=datasource_runtime.datasource_provider_type(),
                 )
-            ).all()
-            if not data_source_bindings:
-                return {"notion_info": []}, 200
-            pre_import_info_list = []
-            for data_source_binding in data_source_bindings:
-                source_info = data_source_binding.source_info
-                pages = source_info["pages"]
-                # Filter out already bound pages
-                for page in pages:
-                    if page["page_id"] in exist_page_ids:
-                        page["is_bound"] = True
-                    else:
-                        page["is_bound"] = False
-                pre_import_info = {
-                    "workspace_name": source_info["workspace_name"],
-                    "workspace_icon": source_info["workspace_icon"],
-                    "workspace_id": source_info["workspace_id"],
-                    "pages": pages,
-                }
-                pre_import_info_list.append(pre_import_info)
-            return {"notion_info": pre_import_info_list}, 200
+            )
+            try:
+                pages = []
+                workspace_info = {}
+                for message in online_document_result:
+                    result = message.result
+                    for info in result:
+                        workspace_info = {
+                            "workspace_id": info.workspace_id,
+                            "workspace_name": info.workspace_name,
+                            "workspace_icon": info.workspace_icon,
+                        }
+                        for page in info.pages:
+                            page_info = {
+                                "page_id": page.page_id,
+                                "page_name": page.page_name,
+                                "type": page.type,
+                                "parent_id": page.parent_id,
+                                "is_bound": page.page_id in exist_page_ids,
+                                "page_icon": page.page_icon,
+                            }
+                            pages.append(page_info)
+            except Exception as e:
+                raise e
+            return {"notion_info": {**workspace_info, "pages": pages}}, 200
 
 
 class DataSourceNotionApi(Resource):
@@ -166,27 +201,25 @@ class DataSourceNotionApi(Resource):
     @login_required
     @account_initialization_required
     def get(self, workspace_id, page_id, page_type):
+        credential_id = request.args.get("credential_id", default=None, type=str)
+        if not credential_id:
+            raise ValueError("Credential id is required.")
+        datasource_provider_service = DatasourceProviderService()
+        credential = datasource_provider_service.get_datasource_credentials(
+            tenant_id=current_user.current_tenant_id,
+            credential_id=credential_id,
+            provider="notion_datasource",
+            plugin_id="langgenius/notion_datasource",
+        )
+
         workspace_id = str(workspace_id)
         page_id = str(page_id)
-        with Session(db.engine) as session:
-            data_source_binding = session.execute(
-                select(DataSourceOauthBinding).where(
-                    db.and_(
-                        DataSourceOauthBinding.tenant_id == current_user.current_tenant_id,
-                        DataSourceOauthBinding.provider == "notion",
-                        DataSourceOauthBinding.disabled == False,
-                        DataSourceOauthBinding.source_info["workspace_id"] == f'"{workspace_id}"',
-                    )
-                )
-            ).scalar_one_or_none()
-        if not data_source_binding:
-            raise NotFound("Data source binding not found.")
 
         extractor = NotionExtractor(
             notion_workspace_id=workspace_id,
             notion_obj_id=page_id,
             notion_page_type=page_type,
-            notion_access_token=data_source_binding.access_token,
+            notion_access_token=credential.get("integration_secret"),
             tenant_id=current_user.current_tenant_id,
         )
 
@@ -211,10 +244,12 @@ class DataSourceNotionApi(Resource):
         extract_settings = []
         for notion_info in notion_info_list:
             workspace_id = notion_info["workspace_id"]
+            credential_id = notion_info.get("credential_id")
             for page in notion_info["pages"]:
                 extract_setting = ExtractSetting(
                     datasource_type=DatasourceType.NOTION.value,
                     notion_info={
+                        "credential_id": credential_id,
                         "notion_workspace_id": workspace_id,
                         "notion_obj_id": page["page_id"],
                         "notion_page_type": page["type"],

api/controllers/console/datasets/datasets.py

@@ -20,7 +20,6 @@ from controllers.console.wraps import (
 from core.errors.error import LLMBadRequestError, ProviderTokenNotInitError
 from core.indexing_runner import IndexingRunner
 from core.model_runtime.entities.model_entities import ModelType
-from core.plugin.entities.plugin import ModelProviderID
 from core.provider_manager import ProviderManager
 from core.rag.datasource.vdb.vector_type import VectorType
 from core.rag.extractor.entity.datasource_type import DatasourceType
@@ -33,6 +32,7 @@ from fields.document_fields import document_status_fields
 from libs.login import login_required
 from models import ApiToken, Dataset, Document, DocumentSegment, UploadFile
 from models.dataset import DatasetPermissionEnum
+from models.provider_ids import ModelProviderID
 from services.dataset_service import DatasetPermissionService, DatasetService, DocumentService
 
 
@@ -337,6 +337,15 @@ class DatasetApi(Resource):
             location="json",
             help="Invalid external knowledge api id.",
         )
+
+        parser.add_argument(
+            "icon_info",
+            type=dict,
+            required=False,
+            nullable=True,
+            location="json",
+            help="Invalid icon info.",
+        )
         args = parser.parse_args()
         data = request.get_json()
 
@@ -387,7 +396,7 @@ class DatasetApi(Resource):
         dataset_id_str = str(dataset_id)
 
         # The role of the current user in the ta table must be admin, owner, or editor
-        if not current_user.is_editor or current_user.is_dataset_operator:
+        if not (current_user.is_editor or current_user.is_dataset_operator):
             raise Forbidden()
 
         try:
@@ -503,10 +512,12 @@ class DatasetIndexingEstimateApi(Resource):
             notion_info_list = args["info_list"]["notion_info_list"]
             for notion_info in notion_info_list:
                 workspace_id = notion_info["workspace_id"]
+                credential_id = notion_info.get("credential_id")
                 for page in notion_info["pages"]:
                     extract_setting = ExtractSetting(
                         datasource_type=DatasourceType.NOTION.value,
                         notion_info={
+                            "credential_id": credential_id,
                             "notion_workspace_id": workspace_id,
                             "notion_obj_id": page["page_id"],
                             "notion_page_type": page["type"],
@@ -730,6 +741,19 @@ class DatasetApiDeleteApi(Resource):
         return {"result": "success"}, 204
 
 
+@console_ns.route("/datasets/<uuid:dataset_id>/api-keys/<string:status>")
+class DatasetEnableApiApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, dataset_id, status):
+        dataset_id_str = str(dataset_id)
+
+        DatasetService.update_dataset_api_status(dataset_id_str, status == "enable")
+
+        return {"result": "success"}, 200
+
+
 @console_ns.route("/datasets/api-base-info")
 class DatasetApiBaseUrlApi(Resource):
     @api.doc("get_dataset_api_base_info")

api/controllers/console/datasets/datasets_document.py

@@ -1,3 +1,4 @@
+import json
 import logging
 from argparse import ArgumentTypeError
 from collections.abc import Sequence
@@ -53,6 +54,7 @@ from fields.document_fields import (
 from libs.datetime_utils import naive_utc_now
 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
 
@@ -542,6 +544,7 @@ class DocumentBatchIndexingEstimateApi(DocumentResource):
                 extract_setting = ExtractSetting(
                     datasource_type=DatasourceType.NOTION.value,
                     notion_info={
+                        "credential_id": data_source_info["credential_id"],
                         "notion_workspace_id": data_source_info["notion_workspace_id"],
                         "notion_obj_id": data_source_info["notion_page_id"],
                         "notion_page_type": data_source_info["type"],
@@ -716,7 +719,7 @@ class DocumentApi(DocumentResource):
             response = {"id": document.id, "doc_type": document.doc_type, "doc_metadata": document.doc_metadata_details}
         elif metadata == "without":
             dataset_process_rules = DatasetService.get_process_rules(dataset_id)
-            document_process_rules = document.dataset_process_rule.to_dict()
+            document_process_rules = document.dataset_process_rule.to_dict() if document.dataset_process_rule else {}
             data_source_info = document.data_source_detail_dict
             response = {
                 "id": document.id,
@@ -1108,3 +1111,64 @@ class WebsiteDocumentSyncApi(DocumentResource):
         DocumentService.sync_website_document(dataset_id, document)
 
         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,
+                "datasource_node_id": None,
+            }, 200
+        return {
+            "datasource_info": json.loads(log.datasource_info),
+            "datasource_type": log.datasource_type,
+            "input_data": log.input_data,
+            "datasource_node_id": log.datasource_node_id,
+        }, 200
+
+
+api.add_resource(GetProcessRuleApi, "/datasets/process-rule")
+api.add_resource(DatasetDocumentListApi, "/datasets/<uuid:dataset_id>/documents")
+api.add_resource(DatasetInitApi, "/datasets/init")
+api.add_resource(
+    DocumentIndexingEstimateApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/indexing-estimate"
+)
+api.add_resource(DocumentBatchIndexingEstimateApi, "/datasets/<uuid:dataset_id>/batch/<string:batch>/indexing-estimate")
+api.add_resource(DocumentBatchIndexingStatusApi, "/datasets/<uuid:dataset_id>/batch/<string:batch>/indexing-status")
+api.add_resource(DocumentIndexingStatusApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/indexing-status")
+api.add_resource(DocumentApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>")
+api.add_resource(
+    DocumentProcessingApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/processing/<string:action>"
+)
+api.add_resource(DocumentMetadataApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/metadata")
+api.add_resource(DocumentStatusApi, "/datasets/<uuid:dataset_id>/documents/status/<string:action>/batch")
+api.add_resource(DocumentPauseApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/processing/pause")
+api.add_resource(DocumentRecoverApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/processing/resume")
+api.add_resource(DocumentRetryApi, "/datasets/<uuid:dataset_id>/retry")
+api.add_resource(DocumentRenameApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/rename")
+
+api.add_resource(WebsiteDocumentSyncApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/website-sync")
+api.add_resource(
+    DocumentPipelineExecutionLogApi, "/datasets/<uuid:dataset_id>/documents/<uuid:document_id>/pipeline-execution-log"
+)

api/controllers/console/datasets/error.py

@@ -71,3 +71,9 @@ class ChildChunkDeleteIndexError(BaseHTTPException):
     error_code = "child_chunk_delete_index_error"
     description = "Delete child chunk index failed: {message}"
     code = 500
+
+
+class PipelineNotFoundError(BaseHTTPException):
+    error_code = "pipeline_not_found"
+    description = "Pipeline not found."
+    code = 404

api/controllers/console/datasets/external.py

@@ -148,7 +148,7 @@ class ExternalApiTemplateApi(Resource):
         external_knowledge_api_id = str(external_knowledge_api_id)
 
         # The role of the current user in the ta table must be admin, owner, or editor
-        if not current_user.is_editor or current_user.is_dataset_operator:
+        if not (current_user.is_editor or current_user.is_dataset_operator):
             raise Forbidden()
 
         ExternalDatasetService.delete_external_knowledge_api(current_user.current_tenant_id, external_knowledge_api_id)

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

@@ -0,0 +1,362 @@
+from fastapi.encoders import jsonable_encoder
+from flask import make_response, redirect, request
+from flask_login import current_user
+from flask_restx import Resource, reqparse
+from werkzeug.exceptions import Forbidden, NotFound
+
+from configs import dify_config
+from controllers.console import api
+from controllers.console.wraps import (
+    account_initialization_required,
+    setup_required,
+)
+from core.model_runtime.errors.validate import CredentialsValidateFailedError
+from core.plugin.impl.oauth import OAuthHandler
+from libs.helper import StrLen
+from libs.login import login_required
+from models.provider_ids import DatasourceProviderID
+from services.datasource_provider_service import DatasourceProviderService
+from services.plugin.oauth_service import OAuthProxyService
+
+
+class DatasourcePluginOAuthAuthorizationUrl(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self, provider_id: str):
+        user = current_user
+        tenant_id = user.current_tenant_id
+        if not current_user.is_editor:
+            raise Forbidden()
+
+        credential_id = request.args.get("credential_id")
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        provider_name = datasource_provider_id.provider_name
+        plugin_id = datasource_provider_id.plugin_id
+        oauth_config = DatasourceProviderService().get_oauth_client(
+            tenant_id=tenant_id,
+            datasource_provider_id=datasource_provider_id,
+        )
+        if not oauth_config:
+            raise ValueError(f"No OAuth Client Config for {provider_id}")
+
+        context_id = OAuthProxyService.create_proxy_context(
+            user_id=current_user.id,
+            tenant_id=tenant_id,
+            plugin_id=plugin_id,
+            provider=provider_name,
+            credential_id=credential_id,
+        )
+        oauth_handler = OAuthHandler()
+        redirect_uri = f"{dify_config.CONSOLE_API_URL}/console/api/oauth/plugin/{provider_id}/datasource/callback"
+        authorization_url_response = oauth_handler.get_authorization_url(
+            tenant_id=tenant_id,
+            user_id=user.id,
+            plugin_id=plugin_id,
+            provider=provider_name,
+            redirect_uri=redirect_uri,
+            system_credentials=oauth_config,
+        )
+        response = make_response(jsonable_encoder(authorization_url_response))
+        response.set_cookie(
+            "context_id",
+            context_id,
+            httponly=True,
+            samesite="Lax",
+            max_age=OAuthProxyService.__MAX_AGE__,
+        )
+        return response
+
+
+class DatasourceOAuthCallback(Resource):
+    @setup_required
+    def get(self, provider_id: str):
+        context_id = request.cookies.get("context_id") or request.args.get("context_id")
+        if not context_id:
+            raise Forbidden("context_id not found")
+
+        context = OAuthProxyService.use_proxy_context(context_id)
+        if context is None:
+            raise Forbidden("Invalid context_id")
+
+        user_id, tenant_id = context.get("user_id"), context.get("tenant_id")
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        plugin_id = datasource_provider_id.plugin_id
+        datasource_provider_service = DatasourceProviderService()
+        oauth_client_params = datasource_provider_service.get_oauth_client(
+            tenant_id=tenant_id,
+            datasource_provider_id=datasource_provider_id,
+        )
+        if not oauth_client_params:
+            raise NotFound()
+        redirect_uri = f"{dify_config.CONSOLE_API_URL}/console/api/oauth/plugin/{provider_id}/datasource/callback"
+        oauth_handler = OAuthHandler()
+        oauth_response = oauth_handler.get_credentials(
+            tenant_id=tenant_id,
+            user_id=user_id,
+            plugin_id=plugin_id,
+            provider=datasource_provider_id.provider_name,
+            redirect_uri=redirect_uri,
+            system_credentials=oauth_client_params,
+            request=request,
+        )
+        credential_id = context.get("credential_id")
+        if credential_id:
+            datasource_provider_service.reauthorize_datasource_oauth_provider(
+                tenant_id=tenant_id,
+                provider_id=datasource_provider_id,
+                avatar_url=oauth_response.metadata.get("avatar_url") or None,
+                name=oauth_response.metadata.get("name") or None,
+                expire_at=oauth_response.expires_at,
+                credentials=dict(oauth_response.credentials),
+                credential_id=context.get("credential_id"),
+            )
+        else:
+            datasource_provider_service.add_datasource_oauth_provider(
+                tenant_id=tenant_id,
+                provider_id=datasource_provider_id,
+                avatar_url=oauth_response.metadata.get("avatar_url") or None,
+                name=oauth_response.metadata.get("name") or None,
+                expire_at=oauth_response.expires_at,
+                credentials=dict(oauth_response.credentials),
+            )
+        return redirect(f"{dify_config.CONSOLE_WEB_URL}/oauth-callback")
+
+
+class DatasourceAuth(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, provider_id: str):
+        if not current_user.is_editor:
+            raise Forbidden()
+
+        parser = reqparse.RequestParser()
+        parser.add_argument(
+            "name", type=StrLen(max_length=100), required=False, nullable=True, location="json", default=None
+        )
+        parser.add_argument("credentials", type=dict, required=True, nullable=False, location="json")
+        args = parser.parse_args()
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        datasource_provider_service = DatasourceProviderService()
+
+        try:
+            datasource_provider_service.add_datasource_api_key_provider(
+                tenant_id=current_user.current_tenant_id,
+                provider_id=datasource_provider_id,
+                credentials=args["credentials"],
+                name=args["name"],
+            )
+        except CredentialsValidateFailedError as ex:
+            raise ValueError(str(ex))
+        return {"result": "success"}, 200
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self, provider_id: str):
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        datasource_provider_service = DatasourceProviderService()
+        datasources = datasource_provider_service.list_datasource_credentials(
+            tenant_id=current_user.current_tenant_id,
+            provider=datasource_provider_id.provider_name,
+            plugin_id=datasource_provider_id.plugin_id,
+        )
+        return {"result": datasources}, 200
+
+
+class DatasourceAuthDeleteApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, provider_id: str):
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        plugin_id = datasource_provider_id.plugin_id
+        provider_name = datasource_provider_id.provider_name
+        if not current_user.is_editor:
+            raise Forbidden()
+        parser = reqparse.RequestParser()
+        parser.add_argument("credential_id", type=str, required=True, nullable=False, location="json")
+        args = parser.parse_args()
+        datasource_provider_service = DatasourceProviderService()
+        datasource_provider_service.remove_datasource_credentials(
+            tenant_id=current_user.current_tenant_id,
+            auth_id=args["credential_id"],
+            provider=provider_name,
+            plugin_id=plugin_id,
+        )
+        return {"result": "success"}, 200
+
+
+class DatasourceAuthUpdateApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, provider_id: str):
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        parser = reqparse.RequestParser()
+        parser.add_argument("credentials", type=dict, required=False, nullable=True, location="json")
+        parser.add_argument("name", type=StrLen(max_length=100), required=False, nullable=True, location="json")
+        parser.add_argument("credential_id", type=str, required=True, nullable=False, location="json")
+        args = parser.parse_args()
+        if not current_user.is_editor:
+            raise Forbidden()
+        datasource_provider_service = DatasourceProviderService()
+        datasource_provider_service.update_datasource_credentials(
+            tenant_id=current_user.current_tenant_id,
+            auth_id=args["credential_id"],
+            provider=datasource_provider_id.provider_name,
+            plugin_id=datasource_provider_id.plugin_id,
+            credentials=args.get("credentials", {}),
+            name=args.get("name", None),
+        )
+        return {"result": "success"}, 201
+
+
+class DatasourceAuthListApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self):
+        datasource_provider_service = DatasourceProviderService()
+        datasources = datasource_provider_service.get_all_datasource_credentials(
+            tenant_id=current_user.current_tenant_id
+        )
+        return {"result": jsonable_encoder(datasources)}, 200
+
+
+class DatasourceHardCodeAuthListApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def get(self):
+        datasource_provider_service = DatasourceProviderService()
+        datasources = datasource_provider_service.get_hard_code_datasource_credentials(
+            tenant_id=current_user.current_tenant_id
+        )
+        return {"result": jsonable_encoder(datasources)}, 200
+
+
+class DatasourceAuthOauthCustomClient(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, provider_id: str):
+        if not current_user.is_editor:
+            raise Forbidden()
+        parser = reqparse.RequestParser()
+        parser.add_argument("client_params", type=dict, required=False, nullable=True, location="json")
+        parser.add_argument("enable_oauth_custom_client", type=bool, required=False, nullable=True, location="json")
+        args = parser.parse_args()
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        datasource_provider_service = DatasourceProviderService()
+        datasource_provider_service.setup_oauth_custom_client_params(
+            tenant_id=current_user.current_tenant_id,
+            datasource_provider_id=datasource_provider_id,
+            client_params=args.get("client_params", {}),
+            enabled=args.get("enable_oauth_custom_client", False),
+        )
+        return {"result": "success"}, 200
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def delete(self, provider_id: str):
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        datasource_provider_service = DatasourceProviderService()
+        datasource_provider_service.remove_oauth_custom_client_params(
+            tenant_id=current_user.current_tenant_id,
+            datasource_provider_id=datasource_provider_id,
+        )
+        return {"result": "success"}, 200
+
+
+class DatasourceAuthDefaultApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, provider_id: str):
+        if not current_user.is_editor:
+            raise Forbidden()
+        parser = reqparse.RequestParser()
+        parser.add_argument("id", type=str, required=True, nullable=False, location="json")
+        args = parser.parse_args()
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        datasource_provider_service = DatasourceProviderService()
+        datasource_provider_service.set_default_datasource_provider(
+            tenant_id=current_user.current_tenant_id,
+            datasource_provider_id=datasource_provider_id,
+            credential_id=args["id"],
+        )
+        return {"result": "success"}, 200
+
+
+class DatasourceUpdateProviderNameApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    def post(self, provider_id: str):
+        if not current_user.is_editor:
+            raise Forbidden()
+        parser = reqparse.RequestParser()
+        parser.add_argument("name", type=StrLen(max_length=100), required=True, nullable=False, location="json")
+        parser.add_argument("credential_id", type=str, required=True, nullable=False, location="json")
+        args = parser.parse_args()
+        datasource_provider_id = DatasourceProviderID(provider_id)
+        datasource_provider_service = DatasourceProviderService()
+        datasource_provider_service.update_datasource_provider_name(
+            tenant_id=current_user.current_tenant_id,
+            datasource_provider_id=datasource_provider_id,
+            name=args["name"],
+            credential_id=args["credential_id"],
+        )
+        return {"result": "success"}, 200
+
+
+api.add_resource(
+    DatasourcePluginOAuthAuthorizationUrl,
+    "/oauth/plugin/<path:provider_id>/datasource/get-authorization-url",
+)
+api.add_resource(
+    DatasourceOAuthCallback,
+    "/oauth/plugin/<path:provider_id>/datasource/callback",
+)
+api.add_resource(
+    DatasourceAuth,
+    "/auth/plugin/datasource/<path:provider_id>",
+)
+
+api.add_resource(
+    DatasourceAuthUpdateApi,
+    "/auth/plugin/datasource/<path:provider_id>/update",
+)
+
+api.add_resource(
+    DatasourceAuthDeleteApi,
+    "/auth/plugin/datasource/<path:provider_id>/delete",
+)
+
+api.add_resource(
+    DatasourceAuthListApi,
+    "/auth/plugin/datasource/list",
+)
+
+api.add_resource(
+    DatasourceHardCodeAuthListApi,
+    "/auth/plugin/datasource/default-list",
+)
+
+api.add_resource(
+    DatasourceAuthOauthCustomClient,
+    "/auth/plugin/datasource/<path:provider_id>/custom-client",
+)
+
+api.add_resource(
+    DatasourceAuthDefaultApi,
+    "/auth/plugin/datasource/<path:provider_id>/default",
+)
+
+api.add_resource(
+    DatasourceUpdateProviderNameApi,
+    "/auth/plugin/datasource/<path:provider_id>/update-name",
+)

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

@@ -0,0 +1,57 @@
+from flask_restx import (  # type: ignore
+    Resource,  # type: ignore
+    reqparse,
+)
+from werkzeug.exceptions import Forbidden
+
+from controllers.console import api
+from controllers.console.datasets.wraps import get_rag_pipeline
+from controllers.console.wraps import account_initialization_required, setup_required
+from libs.login import current_user, login_required
+from models import Account
+from models.dataset import Pipeline
+from services.rag_pipeline.rag_pipeline import RagPipelineService
+
+
+class DataSourceContentPreviewApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @get_rag_pipeline
+    def post(self, pipeline: Pipeline, node_id: str):
+        """
+        Run datasource content preview
+        """
+        if not isinstance(current_user, Account):
+            raise Forbidden()
+
+        parser = reqparse.RequestParser()
+        parser.add_argument("inputs", type=dict, required=True, nullable=False, location="json")
+        parser.add_argument("datasource_type", type=str, required=True, location="json")
+        parser.add_argument("credential_id", type=str, required=False, location="json")
+        args = parser.parse_args()
+
+        inputs = args.get("inputs")
+        if inputs is None:
+            raise ValueError("missing inputs")
+        datasource_type = args.get("datasource_type")
+        if datasource_type is None:
+            raise ValueError("missing datasource_type")
+
+        rag_pipeline_service = RagPipelineService()
+        preview_content = rag_pipeline_service.run_datasource_node_preview(
+            pipeline=pipeline,
+            node_id=node_id,
+            user_inputs=inputs,
+            account=current_user,
+            datasource_type=datasource_type,
+            is_published=True,
+            credential_id=args.get("credential_id"),
+        )
+        return preview_content, 200
+
+
+api.add_resource(
+    DataSourceContentPreviewApi,
+    "/rag/pipelines/<uuid:pipeline_id>/workflows/published/datasource/nodes/<string:node_id>/preview",
+)

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

@@ -0,0 +1,164 @@
+import logging
+
+from flask import request
+from flask_restx import Resource, reqparse
+from sqlalchemy.orm import Session
+
+from controllers.console import api
+from controllers.console.wraps import (
+    account_initialization_required,
+    enterprise_license_required,
+    knowledge_pipeline_publish_enabled,
+    setup_required,
+)
+from extensions.ext_database import db
+from libs.login import login_required
+from models.dataset import PipelineCustomizedTemplate
+from services.entities.knowledge_entities.rag_pipeline_entities import PipelineTemplateInfoEntity
+from services.rag_pipeline.rag_pipeline import RagPipelineService
+
+logger = logging.getLogger(__name__)
+
+
+def _validate_name(name):
+    if not name or len(name) < 1 or len(name) > 40:
+        raise ValueError("Name must be between 1 to 40 characters.")
+    return name
+
+
+def _validate_description_length(description):
+    if len(description) > 400:
+        raise ValueError("Description cannot exceed 400 characters.")
+    return description
+
+
+class PipelineTemplateListApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @enterprise_license_required
+    def get(self):
+        type = request.args.get("type", default="built-in", type=str)
+        language = request.args.get("language", default="en-US", type=str)
+        # get pipeline templates
+        pipeline_templates = RagPipelineService.get_pipeline_templates(type, language)
+        return pipeline_templates, 200
+
+
+class PipelineTemplateDetailApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @enterprise_license_required
+    def get(self, template_id: str):
+        type = request.args.get("type", default="built-in", type=str)
+        rag_pipeline_service = RagPipelineService()
+        pipeline_template = rag_pipeline_service.get_pipeline_template_detail(template_id, type)
+        return pipeline_template, 200
+
+
+class CustomizedPipelineTemplateApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @enterprise_license_required
+    def patch(self, template_id: str):
+        parser = reqparse.RequestParser()
+        parser.add_argument(
+            "name",
+            nullable=False,
+            required=True,
+            help="Name must be between 1 to 40 characters.",
+            type=_validate_name,
+        )
+        parser.add_argument(
+            "description",
+            type=str,
+            nullable=True,
+            required=False,
+            default="",
+        )
+        parser.add_argument(
+            "icon_info",
+            type=dict,
+            location="json",
+            nullable=True,
+        )
+        args = parser.parse_args()
+        pipeline_template_info = PipelineTemplateInfoEntity(**args)
+        RagPipelineService.update_customized_pipeline_template(template_id, pipeline_template_info)
+        return 200
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @enterprise_license_required
+    def delete(self, template_id: str):
+        RagPipelineService.delete_customized_pipeline_template(template_id)
+        return 200
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @enterprise_license_required
+    def post(self, template_id: str):
+        with Session(db.engine) as session:
+            template = (
+                session.query(PipelineCustomizedTemplate).where(PipelineCustomizedTemplate.id == template_id).first()
+            )
+            if not template:
+                raise ValueError("Customized pipeline template not found.")
+
+        return {"data": template.yaml_content}, 200
+
+
+class PublishCustomizedPipelineTemplateApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @enterprise_license_required
+    @knowledge_pipeline_publish_enabled
+    def post(self, pipeline_id: str):
+        parser = reqparse.RequestParser()
+        parser.add_argument(
+            "name",
+            nullable=False,
+            required=True,
+            help="Name must be between 1 to 40 characters.",
+            type=_validate_name,
+        )
+        parser.add_argument(
+            "description",
+            type=str,
+            nullable=True,
+            required=False,
+            default="",
+        )
+        parser.add_argument(
+            "icon_info",
+            type=dict,
+            location="json",
+            nullable=True,
+        )
+        args = parser.parse_args()
+        rag_pipeline_service = RagPipelineService()
+        rag_pipeline_service.publish_customized_pipeline_template(pipeline_id, args)
+        return {"result": "success"}
+
+
+api.add_resource(
+    PipelineTemplateListApi,
+    "/rag/pipeline/templates",
+)
+api.add_resource(
+    PipelineTemplateDetailApi,
+    "/rag/pipeline/templates/<string:template_id>",
+)
+api.add_resource(
+    CustomizedPipelineTemplateApi,
+    "/rag/pipeline/customized/templates/<string:template_id>",
+)
+api.add_resource(
+    PublishCustomizedPipelineTemplateApi,
+    "/rag/pipelines/<string:pipeline_id>/customized/publish",
+)

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

@@ -0,0 +1,114 @@
+from flask_login import current_user  # type: ignore  # type: ignore
+from flask_restx import Resource, marshal, reqparse  # type: ignore
+from sqlalchemy.orm import Session
+from werkzeug.exceptions import Forbidden
+
+import services
+from controllers.console import api
+from controllers.console.datasets.error import DatasetNameDuplicateError
+from controllers.console.wraps import (
+    account_initialization_required,
+    cloud_edition_billing_rate_limit_check,
+    setup_required,
+)
+from extensions.ext_database import db
+from fields.dataset_fields import dataset_detail_fields
+from libs.login import login_required
+from models.dataset import DatasetPermissionEnum
+from services.dataset_service import DatasetPermissionService, DatasetService
+from services.entities.knowledge_entities.rag_pipeline_entities import IconInfo, RagPipelineDatasetCreateEntity
+from services.rag_pipeline.rag_pipeline_dsl_service import RagPipelineDslService
+
+
+def _validate_name(name):
+    if not name or len(name) < 1 or len(name) > 40:
+        raise ValueError("Name must be between 1 to 40 characters.")
+    return name
+
+
+def _validate_description_length(description):
+    if len(description) > 400:
+        raise ValueError("Description cannot exceed 400 characters.")
+    return description
+
+
+class CreateRagPipelineDatasetApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @cloud_edition_billing_rate_limit_check("knowledge")
+    def post(self):
+        parser = reqparse.RequestParser()
+
+        parser.add_argument(
+            "yaml_content",
+            type=str,
+            nullable=False,
+            required=True,
+            help="yaml_content is required.",
+        )
+
+        args = parser.parse_args()
+
+        # The role of the current user in the ta table must be admin, owner, or editor, or dataset_operator
+        if not current_user.is_dataset_editor:
+            raise Forbidden()
+        rag_pipeline_dataset_create_entity = RagPipelineDatasetCreateEntity(
+            name="",
+            description="",
+            icon_info=IconInfo(
+                icon="📙",
+                icon_background="#FFF4ED",
+                icon_type="emoji",
+            ),
+            permission=DatasetPermissionEnum.ONLY_ME,
+            partial_member_list=None,
+            yaml_content=args["yaml_content"],
+        )
+        try:
+            with Session(db.engine) as session:
+                rag_pipeline_dsl_service = RagPipelineDslService(session)
+                import_info = rag_pipeline_dsl_service.create_rag_pipeline_dataset(
+                    tenant_id=current_user.current_tenant_id,
+                    rag_pipeline_dataset_create_entity=rag_pipeline_dataset_create_entity,
+                )
+            if rag_pipeline_dataset_create_entity.permission == "partial_members":
+                DatasetPermissionService.update_partial_member_list(
+                    current_user.current_tenant_id,
+                    import_info["dataset_id"],
+                    rag_pipeline_dataset_create_entity.partial_member_list,
+                )
+        except services.errors.dataset.DatasetNameDuplicateError:
+            raise DatasetNameDuplicateError()
+
+        return import_info, 201
+
+
+class CreateEmptyRagPipelineDatasetApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @cloud_edition_billing_rate_limit_check("knowledge")
+    def post(self):
+        # The role of the current user in the ta table must be admin, owner, or editor, or dataset_operator
+        if not current_user.is_dataset_editor:
+            raise Forbidden()
+        dataset = DatasetService.create_empty_rag_pipeline_dataset(
+            tenant_id=current_user.current_tenant_id,
+            rag_pipeline_dataset_create_entity=RagPipelineDatasetCreateEntity(
+                name="",
+                description="",
+                icon_info=IconInfo(
+                    icon="📙",
+                    icon_background="#FFF4ED",
+                    icon_type="emoji",
+                ),
+                permission=DatasetPermissionEnum.ONLY_ME,
+                partial_member_list=None,
+            ),
+        )
+        return marshal(dataset, dataset_detail_fields), 201
+
+
+api.add_resource(CreateRagPipelineDatasetApi, "/rag/pipeline/dataset")
+api.add_resource(CreateEmptyRagPipelineDatasetApi, "/rag/pipeline/empty-dataset")

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

@@ -0,0 +1,389 @@
+import logging
+from typing import Any, NoReturn
+
+from flask import Response
+from flask_restx import Resource, fields, inputs, marshal, marshal_with, reqparse
+from sqlalchemy.orm import Session
+from werkzeug.exceptions import Forbidden
+
+from controllers.console import api
+from controllers.console.app.error import (
+    DraftWorkflowNotExist,
+)
+from controllers.console.app.workflow_draft_variable import (
+    _WORKFLOW_DRAFT_VARIABLE_FIELDS,
+    _WORKFLOW_DRAFT_VARIABLE_WITHOUT_VALUE_FIELDS,
+)
+from controllers.console.datasets.wraps import get_rag_pipeline
+from controllers.console.wraps import account_initialization_required, setup_required
+from controllers.web.error import InvalidArgumentError, NotFoundError
+from core.variables.segment_group import SegmentGroup
+from core.variables.segments import ArrayFileSegment, FileSegment, Segment
+from core.variables.types import SegmentType
+from core.workflow.constants import CONVERSATION_VARIABLE_NODE_ID, SYSTEM_VARIABLE_NODE_ID
+from extensions.ext_database import db
+from factories.file_factory import build_from_mapping, build_from_mappings
+from factories.variable_factory import build_segment_with_type
+from libs.login import current_user, login_required
+from models.account import Account
+from models.dataset import Pipeline
+from models.workflow import WorkflowDraftVariable
+from services.rag_pipeline.rag_pipeline import RagPipelineService
+from services.workflow_draft_variable_service import WorkflowDraftVariableList, WorkflowDraftVariableService
+
+logger = logging.getLogger(__name__)
+
+
+def _convert_values_to_json_serializable_object(value: Segment) -> Any:
+    if isinstance(value, FileSegment):
+        return value.value.model_dump()
+    elif isinstance(value, ArrayFileSegment):
+        return [i.model_dump() for i in value.value]
+    elif isinstance(value, SegmentGroup):
+        return [_convert_values_to_json_serializable_object(i) for i in value.value]
+    else:
+        return value.value
+
+
+def _serialize_var_value(variable: WorkflowDraftVariable) -> Any:
+    value = variable.get_value()
+    # create a copy of the value to avoid affecting the model cache.
+    value = value.model_copy(deep=True)
+    # Refresh the url signature before returning it to client.
+    if isinstance(value, FileSegment):
+        file = value.value
+        file.remote_url = file.generate_url()
+    elif isinstance(value, ArrayFileSegment):
+        files = value.value
+        for file in files:
+            file.remote_url = file.generate_url()
+    return _convert_values_to_json_serializable_object(value)
+
+
+def _create_pagination_parser():
+    parser = reqparse.RequestParser()
+    parser.add_argument(
+        "page",
+        type=inputs.int_range(1, 100_000),
+        required=False,
+        default=1,
+        location="args",
+        help="the page of data requested",
+    )
+    parser.add_argument("limit", type=inputs.int_range(1, 100), required=False, default=20, location="args")
+    return parser
+
+
+def _get_items(var_list: WorkflowDraftVariableList) -> list[WorkflowDraftVariable]:
+    return var_list.variables
+
+
+_WORKFLOW_DRAFT_VARIABLE_LIST_WITHOUT_VALUE_FIELDS = {
+    "items": fields.List(fields.Nested(_WORKFLOW_DRAFT_VARIABLE_WITHOUT_VALUE_FIELDS), attribute=_get_items),
+    "total": fields.Raw(),
+}
+
+_WORKFLOW_DRAFT_VARIABLE_LIST_FIELDS = {
+    "items": fields.List(fields.Nested(_WORKFLOW_DRAFT_VARIABLE_FIELDS), attribute=_get_items),
+}
+
+
+def _api_prerequisite(f):
+    """Common prerequisites for all draft workflow variable APIs.
+
+    It ensures the following conditions are satisfied:
+
+    - Dify has been property setup.
+    - The request user has logged in and initialized.
+    - The requested app is a workflow or a chat flow.
+    - The request user has the edit permission for the app.
+    """
+
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @get_rag_pipeline
+    def wrapper(*args, **kwargs):
+        if not isinstance(current_user, Account) or not current_user.is_editor:
+            raise Forbidden()
+        return f(*args, **kwargs)
+
+    return wrapper
+
+
+class RagPipelineVariableCollectionApi(Resource):
+    @_api_prerequisite
+    @marshal_with(_WORKFLOW_DRAFT_VARIABLE_LIST_WITHOUT_VALUE_FIELDS)
+    def get(self, pipeline: Pipeline):
+        """
+        Get draft workflow
+        """
+        parser = _create_pagination_parser()
+        args = parser.parse_args()
+
+        # fetch draft workflow by app_model
+        rag_pipeline_service = RagPipelineService()
+        workflow_exist = rag_pipeline_service.is_workflow_exist(pipeline=pipeline)
+        if not workflow_exist:
+            raise DraftWorkflowNotExist()
+
+        # fetch draft workflow by app_model
+        with Session(bind=db.engine, expire_on_commit=False) as session:
+            draft_var_srv = WorkflowDraftVariableService(
+                session=session,
+            )
+        workflow_vars = draft_var_srv.list_variables_without_values(
+            app_id=pipeline.id,
+            page=args.page,
+            limit=args.limit,
+        )
+
+        return workflow_vars
+
+    @_api_prerequisite
+    def delete(self, pipeline: Pipeline):
+        draft_var_srv = WorkflowDraftVariableService(
+            session=db.session(),
+        )
+        draft_var_srv.delete_workflow_variables(pipeline.id)
+        db.session.commit()
+        return Response("", 204)
+
+
+def validate_node_id(node_id: str) -> NoReturn | None:
+    if node_id in [
+        CONVERSATION_VARIABLE_NODE_ID,
+        SYSTEM_VARIABLE_NODE_ID,
+    ]:
+        # NOTE(QuantumGhost): While we store the system and conversation variables as node variables
+        # with specific `node_id` in database, we still want to make the API separated. By disallowing
+        # accessing system and conversation variables in `WorkflowDraftNodeVariableListApi`,
+        # we mitigate the risk that user of the API depending on the implementation detail of the API.
+        #
+        # ref: [Hyrum's Law](https://www.hyrumslaw.com/)
+
+        raise InvalidArgumentError(
+            f"invalid node_id, please use correspond api for conversation and system variables, node_id={node_id}",
+        )
+    return None
+
+
+class RagPipelineNodeVariableCollectionApi(Resource):
+    @_api_prerequisite
+    @marshal_with(_WORKFLOW_DRAFT_VARIABLE_LIST_FIELDS)
+    def get(self, pipeline: Pipeline, node_id: str):
+        validate_node_id(node_id)
+        with Session(bind=db.engine, expire_on_commit=False) as session:
+            draft_var_srv = WorkflowDraftVariableService(
+                session=session,
+            )
+            node_vars = draft_var_srv.list_node_variables(pipeline.id, node_id)
+
+        return node_vars
+
+    @_api_prerequisite
+    def delete(self, pipeline: Pipeline, node_id: str):
+        validate_node_id(node_id)
+        srv = WorkflowDraftVariableService(db.session())
+        srv.delete_node_variables(pipeline.id, node_id)
+        db.session.commit()
+        return Response("", 204)
+
+
+class RagPipelineVariableApi(Resource):
+    _PATCH_NAME_FIELD = "name"
+    _PATCH_VALUE_FIELD = "value"
+
+    @_api_prerequisite
+    @marshal_with(_WORKFLOW_DRAFT_VARIABLE_FIELDS)
+    def get(self, pipeline: Pipeline, variable_id: str):
+        draft_var_srv = WorkflowDraftVariableService(
+            session=db.session(),
+        )
+        variable = draft_var_srv.get_variable(variable_id=variable_id)
+        if variable is None:
+            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        if variable.app_id != pipeline.id:
+            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        return variable
+
+    @_api_prerequisite
+    @marshal_with(_WORKFLOW_DRAFT_VARIABLE_FIELDS)
+    def patch(self, pipeline: Pipeline, variable_id: str):
+        # Request payload for file types:
+        #
+        # Local File:
+        #
+        #     {
+        #         "type": "image",
+        #         "transfer_method": "local_file",
+        #         "url": "",
+        #         "upload_file_id": "daded54f-72c7-4f8e-9d18-9b0abdd9f190"
+        #     }
+        #
+        # Remote File:
+        #
+        #
+        #     {
+        #         "type": "image",
+        #         "transfer_method": "remote_url",
+        #         "url": "http://127.0.0.1:5001/files/1602650a-4fe4-423c-85a2-af76c083e3c4/file-preview?timestamp=1750041099&nonce=...&sign=...=",
+        #         "upload_file_id": "1602650a-4fe4-423c-85a2-af76c083e3c4"
+        #     }
+
+        parser = reqparse.RequestParser()
+        parser.add_argument(self._PATCH_NAME_FIELD, type=str, required=False, nullable=True, location="json")
+        # Parse 'value' field as-is to maintain its original data structure
+        parser.add_argument(self._PATCH_VALUE_FIELD, type=lambda x: x, required=False, nullable=True, location="json")
+
+        draft_var_srv = WorkflowDraftVariableService(
+            session=db.session(),
+        )
+        args = parser.parse_args(strict=True)
+
+        variable = draft_var_srv.get_variable(variable_id=variable_id)
+        if variable is None:
+            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        if variable.app_id != pipeline.id:
+            raise NotFoundError(description=f"variable not found, id={variable_id}")
+
+        new_name = args.get(self._PATCH_NAME_FIELD, None)
+        raw_value = args.get(self._PATCH_VALUE_FIELD, None)
+        if new_name is None and raw_value is None:
+            return variable
+
+        new_value = None
+        if raw_value is not None:
+            if variable.value_type == SegmentType.FILE:
+                if not isinstance(raw_value, dict):
+                    raise InvalidArgumentError(description=f"expected dict for file, got {type(raw_value)}")
+                raw_value = build_from_mapping(mapping=raw_value, tenant_id=pipeline.tenant_id)
+            elif variable.value_type == SegmentType.ARRAY_FILE:
+                if not isinstance(raw_value, list):
+                    raise InvalidArgumentError(description=f"expected list for files, got {type(raw_value)}")
+                if len(raw_value) > 0 and not isinstance(raw_value[0], dict):
+                    raise InvalidArgumentError(description=f"expected dict for files[0], got {type(raw_value)}")
+                raw_value = build_from_mappings(mappings=raw_value, tenant_id=pipeline.tenant_id)
+            new_value = build_segment_with_type(variable.value_type, raw_value)
+        draft_var_srv.update_variable(variable, name=new_name, value=new_value)
+        db.session.commit()
+        return variable
+
+    @_api_prerequisite
+    def delete(self, pipeline: Pipeline, variable_id: str):
+        draft_var_srv = WorkflowDraftVariableService(
+            session=db.session(),
+        )
+        variable = draft_var_srv.get_variable(variable_id=variable_id)
+        if variable is None:
+            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        if variable.app_id != pipeline.id:
+            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        draft_var_srv.delete_variable(variable)
+        db.session.commit()
+        return Response("", 204)
+
+
+class RagPipelineVariableResetApi(Resource):
+    @_api_prerequisite
+    def put(self, pipeline: Pipeline, variable_id: str):
+        draft_var_srv = WorkflowDraftVariableService(
+            session=db.session(),
+        )
+
+        rag_pipeline_service = RagPipelineService()
+        draft_workflow = rag_pipeline_service.get_draft_workflow(pipeline=pipeline)
+        if draft_workflow is None:
+            raise NotFoundError(
+                f"Draft workflow not found, pipeline_id={pipeline.id}",
+            )
+        variable = draft_var_srv.get_variable(variable_id=variable_id)
+        if variable is None:
+            raise NotFoundError(description=f"variable not found, id={variable_id}")
+        if variable.app_id != pipeline.id:
+            raise NotFoundError(description=f"variable not found, id={variable_id}")
+
+        resetted = draft_var_srv.reset_variable(draft_workflow, variable)
+        db.session.commit()
+        if resetted is None:
+            return Response("", 204)
+        else:
+            return marshal(resetted, _WORKFLOW_DRAFT_VARIABLE_FIELDS)
+
+
+def _get_variable_list(pipeline: Pipeline, node_id) -> WorkflowDraftVariableList:
+    with Session(bind=db.engine, expire_on_commit=False) as session:
+        draft_var_srv = WorkflowDraftVariableService(
+            session=session,
+        )
+        if node_id == CONVERSATION_VARIABLE_NODE_ID:
+            draft_vars = draft_var_srv.list_conversation_variables(pipeline.id)
+        elif node_id == SYSTEM_VARIABLE_NODE_ID:
+            draft_vars = draft_var_srv.list_system_variables(pipeline.id)
+        else:
+            draft_vars = draft_var_srv.list_node_variables(app_id=pipeline.id, node_id=node_id)
+    return draft_vars
+
+
+class RagPipelineSystemVariableCollectionApi(Resource):
+    @_api_prerequisite
+    @marshal_with(_WORKFLOW_DRAFT_VARIABLE_LIST_FIELDS)
+    def get(self, pipeline: Pipeline):
+        return _get_variable_list(pipeline, SYSTEM_VARIABLE_NODE_ID)
+
+
+class RagPipelineEnvironmentVariableCollectionApi(Resource):
+    @_api_prerequisite
+    def get(self, pipeline: Pipeline):
+        """
+        Get draft workflow
+        """
+        # fetch draft workflow by app_model
+        rag_pipeline_service = RagPipelineService()
+        workflow = rag_pipeline_service.get_draft_workflow(pipeline=pipeline)
+        if workflow is None:
+            raise DraftWorkflowNotExist()
+
+        env_vars = workflow.environment_variables
+        env_vars_list = []
+        for v in env_vars:
+            env_vars_list.append(
+                {
+                    "id": v.id,
+                    "type": "env",
+                    "name": v.name,
+                    "description": v.description,
+                    "selector": v.selector,
+                    "value_type": v.value_type.value,
+                    "value": v.value,
+                    # Do not track edited for env vars.
+                    "edited": False,
+                    "visible": True,
+                    "editable": True,
+                }
+            )
+
+        return {"items": env_vars_list}
+
+
+api.add_resource(
+    RagPipelineVariableCollectionApi,
+    "/rag/pipelines/<uuid:pipeline_id>/workflows/draft/variables",
+)
+api.add_resource(
+    RagPipelineNodeVariableCollectionApi,
+    "/rag/pipelines/<uuid:pipeline_id>/workflows/draft/nodes/<string:node_id>/variables",
+)
+api.add_resource(
+    RagPipelineVariableApi, "/rag/pipelines/<uuid:pipeline_id>/workflows/draft/variables/<uuid:variable_id>"
+)
+api.add_resource(
+    RagPipelineVariableResetApi, "/rag/pipelines/<uuid:pipeline_id>/workflows/draft/variables/<uuid:variable_id>/reset"
+)
+api.add_resource(
+    RagPipelineSystemVariableCollectionApi, "/rag/pipelines/<uuid:pipeline_id>/workflows/draft/system-variables"
+)
+api.add_resource(
+    RagPipelineEnvironmentVariableCollectionApi,
+    "/rag/pipelines/<uuid:pipeline_id>/workflows/draft/environment-variables",
+)

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

@@ -0,0 +1,147 @@
+from typing import cast
+
+from flask_login import current_user  # type: ignore
+from flask_restx import Resource, marshal_with, reqparse  # type: ignore
+from sqlalchemy.orm import Session
+from werkzeug.exceptions import Forbidden
+
+from controllers.console import api
+from controllers.console.datasets.wraps import get_rag_pipeline
+from controllers.console.wraps import (
+    account_initialization_required,
+    setup_required,
+)
+from extensions.ext_database import db
+from fields.rag_pipeline_fields import pipeline_import_check_dependencies_fields, pipeline_import_fields
+from libs.login import login_required
+from models import Account
+from models.dataset import Pipeline
+from services.app_dsl_service import ImportStatus
+from services.rag_pipeline.rag_pipeline_dsl_service import RagPipelineDslService
+
+
+class RagPipelineImportApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @marshal_with(pipeline_import_fields)
+    def post(self):
+        # Check user role first
+        if not current_user.is_editor:
+            raise Forbidden()
+
+        parser = reqparse.RequestParser()
+        parser.add_argument("mode", type=str, required=True, location="json")
+        parser.add_argument("yaml_content", type=str, location="json")
+        parser.add_argument("yaml_url", type=str, location="json")
+        parser.add_argument("name", type=str, location="json")
+        parser.add_argument("description", type=str, location="json")
+        parser.add_argument("icon_type", type=str, location="json")
+        parser.add_argument("icon", type=str, location="json")
+        parser.add_argument("icon_background", type=str, location="json")
+        parser.add_argument("pipeline_id", type=str, location="json")
+        args = parser.parse_args()
+
+        # Create service with session
+        with Session(db.engine) as session:
+            import_service = RagPipelineDslService(session)
+            # Import app
+            account = cast(Account, current_user)
+            result = import_service.import_rag_pipeline(
+                account=account,
+                import_mode=args["mode"],
+                yaml_content=args.get("yaml_content"),
+                yaml_url=args.get("yaml_url"),
+                pipeline_id=args.get("pipeline_id"),
+                dataset_name=args.get("name"),
+            )
+            session.commit()
+
+        # Return appropriate status code based on result
+        status = result.status
+        if status == ImportStatus.FAILED.value:
+            return result.model_dump(mode="json"), 400
+        elif status == ImportStatus.PENDING.value:
+            return result.model_dump(mode="json"), 202
+        return result.model_dump(mode="json"), 200
+
+
+class RagPipelineImportConfirmApi(Resource):
+    @setup_required
+    @login_required
+    @account_initialization_required
+    @marshal_with(pipeline_import_fields)
+    def post(self, import_id):
+        # Check user role first
+        if not current_user.is_editor:
+            raise Forbidden()
+
+        # Create service with session
+        with Session(db.engine) as session:
+            import_service = RagPipelineDslService(session)
+            # Confirm import
+            account = cast(Account, current_user)
+            result = import_service.confirm_import(import_id=import_id, account=account)
+            session.commit()
+
+        # Return appropriate status code based on result
+        if result.status == ImportStatus.FAILED.value:
+            return result.model_dump(mode="json"), 400
+        return result.model_dump(mode="json"), 200
+
+
+class RagPipelineImportCheckDependenciesApi(Resource):
+    @setup_required
+    @login_required
+    @get_rag_pipeline
+    @account_initialization_required
+    @marshal_with(pipeline_import_check_dependencies_fields)
+    def get(self, pipeline: Pipeline):
+        if not current_user.is_editor:
+            raise Forbidden()
+
+        with Session(db.engine) as session:
+            import_service = RagPipelineDslService(session)
+            result = import_service.check_dependencies(pipeline=pipeline)
+
+        return result.model_dump(mode="json"), 200
+
+
+class RagPipelineExportApi(Resource):
+    @setup_required
+    @login_required
+    @get_rag_pipeline
+    @account_initialization_required
+    def get(self, pipeline: Pipeline):
+        if not current_user.is_editor:
+            raise Forbidden()
+
+            # Add include_secret params
+        parser = reqparse.RequestParser()
+        parser.add_argument("include_secret", type=bool, default=False, location="args")
+        args = parser.parse_args()
+
+        with Session(db.engine) as session:
+            export_service = RagPipelineDslService(session)
+            result = export_service.export_rag_pipeline_dsl(pipeline=pipeline, include_secret=args["include_secret"])
+
+        return {"data": result}, 200
+
+
+# Import Rag Pipeline
+api.add_resource(
+    RagPipelineImportApi,
+    "/rag/pipelines/imports",
+)
+api.add_resource(
+    RagPipelineImportConfirmApi,
+    "/rag/pipelines/imports/<string:import_id>/confirm",
+)
+api.add_resource(
+    RagPipelineImportCheckDependenciesApi,
+    "/rag/pipelines/imports/<string:pipeline_id>/check-dependencies",
+)
+api.add_resource(
+    RagPipelineExportApi,
+    "/rag/pipelines/<string:pipeline_id>/exports",
+)

api/controllers/console/datasets/wraps.py

@@ -0,0 +1,46 @@
+from collections.abc import Callable
+from functools import wraps
+
+from controllers.console.datasets.error import PipelineNotFoundError
+from extensions.ext_database import db
+from libs.login import current_user
+from models.account import Account
+from models.dataset import Pipeline
+
+
+def get_rag_pipeline(
+    view: Callable | None = None,
+):
+    def decorator(view_func):
+        @wraps(view_func)
+        def decorated_view(*args, **kwargs):
+            if not kwargs.get("pipeline_id"):
+                raise ValueError("missing pipeline_id in path parameters")
+
+            if not isinstance(current_user, Account):
+                raise ValueError("current_user is not an account")
+
+            pipeline_id = kwargs.get("pipeline_id")
+            pipeline_id = str(pipeline_id)
+
+            del kwargs["pipeline_id"]
+
+            pipeline = (
+                db.session.query(Pipeline)
+                .where(Pipeline.id == pipeline_id, Pipeline.tenant_id == current_user.current_tenant_id)
+                .first()
+            )
+
+            if not pipeline:
+                raise PipelineNotFoundError()
+
+            kwargs["pipeline"] = pipeline
+
+            return view_func(*args, **kwargs)
+
+        return decorated_view
+
+    if view is None:
+        return decorator
+    else:
+        return decorator(view)