| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799 | import jsonimport loggingfrom typing import castfrom flask import abort, requestfrom flask_restful import Resource, inputs, marshal_with, reqparse  # type: ignorefrom sqlalchemy.orm import Sessionfrom werkzeug.exceptions import Forbidden, InternalServerError, NotFoundimport servicesfrom configs import dify_configfrom controllers.console import apifrom controllers.console.app.error import (    ConversationCompletedError,    DraftWorkflowNotExist,    DraftWorkflowNotSync,)from controllers.console.app.wraps import get_app_modelfrom controllers.console.wraps import account_initialization_required, setup_requiredfrom controllers.web.error import InvokeRateLimitError as InvokeRateLimitHttpErrorfrom core.app.apps.base_app_queue_manager import AppQueueManagerfrom core.app.entities.app_invoke_entities import InvokeFromfrom extensions.ext_database import dbfrom factories import variable_factoryfrom fields.workflow_fields import workflow_fields, workflow_pagination_fieldsfrom fields.workflow_run_fields import workflow_run_node_execution_fieldsfrom libs import helperfrom libs.helper import TimestampField, uuid_valuefrom libs.login import current_user, login_requiredfrom models import Appfrom models.account import Accountfrom models.model import AppModefrom services.app_generate_service import AppGenerateServicefrom services.errors.app import WorkflowHashNotEqualErrorfrom services.errors.llm import InvokeRateLimitErrorfrom services.workflow_service import DraftWorkflowDeletionError, WorkflowInUseError, WorkflowServicelogger = logging.getLogger(__name__)class DraftWorkflowApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    @marshal_with(workflow_fields)    def get(self, app_model: App):        """        Get draft workflow        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        # fetch draft workflow by app_model        workflow_service = WorkflowService()        workflow = workflow_service.get_draft_workflow(app_model=app_model)        if not workflow:            raise DraftWorkflowNotExist()        # return workflow, if not found, return None (initiate graph by frontend)        return workflow    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    def post(self, app_model: App):        """        Sync draft workflow        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        content_type = request.headers.get("Content-Type", "")        if "application/json" in content_type:            parser = reqparse.RequestParser()            parser.add_argument("graph", type=dict, required=True, nullable=False, location="json")            parser.add_argument("features", type=dict, required=True, nullable=False, location="json")            parser.add_argument("hash", type=str, required=False, location="json")            # TODO: set this to required=True after frontend is updated            parser.add_argument("environment_variables", type=list, required=False, location="json")            parser.add_argument("conversation_variables", type=list, required=False, location="json")            args = parser.parse_args()        elif "text/plain" in content_type:            try:                data = json.loads(request.data.decode("utf-8"))                if "graph" not in data or "features" not in data:                    raise ValueError("graph or features not found in data")                if not isinstance(data.get("graph"), dict) or not isinstance(data.get("features"), dict):                    raise ValueError("graph or features is not a dict")                args = {                    "graph": data.get("graph"),                    "features": data.get("features"),                    "hash": data.get("hash"),                    "environment_variables": data.get("environment_variables"),                    "conversation_variables": data.get("conversation_variables"),                }            except json.JSONDecodeError:                return {"message": "Invalid JSON data"}, 400        else:            abort(415)        if not isinstance(current_user, Account):            raise Forbidden()        workflow_service = WorkflowService()        try:            environment_variables_list = args.get("environment_variables") or []            environment_variables = [                variable_factory.build_environment_variable_from_mapping(obj) for obj in environment_variables_list            ]            conversation_variables_list = args.get("conversation_variables") or []            conversation_variables = [                variable_factory.build_conversation_variable_from_mapping(obj) for obj in conversation_variables_list            ]            workflow = workflow_service.sync_draft_workflow(                app_model=app_model,                graph=args["graph"],                features=args["features"],                unique_hash=args.get("hash"),                account=current_user,                environment_variables=environment_variables,                conversation_variables=conversation_variables,            )        except WorkflowHashNotEqualError:            raise DraftWorkflowNotSync()        return {            "result": "success",            "hash": workflow.unique_hash,            "updated_at": TimestampField().format(workflow.updated_at or workflow.created_at),        }class AdvancedChatDraftWorkflowRunApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT])    def post(self, app_model: App):        """        Run draft workflow        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("inputs", type=dict, location="json")        parser.add_argument("query", type=str, required=True, location="json", default="")        parser.add_argument("files", type=list, location="json")        parser.add_argument("conversation_id", type=uuid_value, location="json")        parser.add_argument("parent_message_id", type=uuid_value, required=False, location="json")        args = parser.parse_args()        try:            response = AppGenerateService.generate(                app_model=app_model, user=current_user, args=args, invoke_from=InvokeFrom.DEBUGGER, streaming=True            )            return helper.compact_generate_response(response)        except services.errors.conversation.ConversationNotExistsError:            raise NotFound("Conversation Not Exists.")        except services.errors.conversation.ConversationCompletedError:            raise ConversationCompletedError()        except InvokeRateLimitError as ex:            raise InvokeRateLimitHttpError(ex.description)        except ValueError as e:            raise e        except Exception:            logging.exception("internal server error.")            raise InternalServerError()class AdvancedChatDraftRunIterationNodeApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT])    def post(self, app_model: App, node_id: str):        """        Run draft workflow iteration node        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("inputs", type=dict, location="json")        args = parser.parse_args()        try:            response = AppGenerateService.generate_single_iteration(                app_model=app_model, user=current_user, node_id=node_id, args=args, streaming=True            )            return helper.compact_generate_response(response)        except services.errors.conversation.ConversationNotExistsError:            raise NotFound("Conversation Not Exists.")        except services.errors.conversation.ConversationCompletedError:            raise ConversationCompletedError()        except ValueError as e:            raise e        except Exception:            logging.exception("internal server error.")            raise InternalServerError()class WorkflowDraftRunIterationNodeApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.WORKFLOW])    def post(self, app_model: App, node_id: str):        """        Run draft workflow iteration node        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("inputs", type=dict, location="json")        args = parser.parse_args()        try:            response = AppGenerateService.generate_single_iteration(                app_model=app_model, user=current_user, node_id=node_id, args=args, streaming=True            )            return helper.compact_generate_response(response)        except services.errors.conversation.ConversationNotExistsError:            raise NotFound("Conversation Not Exists.")        except services.errors.conversation.ConversationCompletedError:            raise ConversationCompletedError()        except ValueError as e:            raise e        except Exception:            logging.exception("internal server error.")            raise InternalServerError()class AdvancedChatDraftRunLoopNodeApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT])    def post(self, app_model: App, node_id: str):        """        Run draft workflow loop node        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("inputs", type=dict, location="json")        args = parser.parse_args()        try:            response = AppGenerateService.generate_single_loop(                app_model=app_model, user=current_user, node_id=node_id, args=args, streaming=True            )            return helper.compact_generate_response(response)        except services.errors.conversation.ConversationNotExistsError:            raise NotFound("Conversation Not Exists.")        except services.errors.conversation.ConversationCompletedError:            raise ConversationCompletedError()        except ValueError as e:            raise e        except Exception:            logging.exception("internal server error.")            raise InternalServerError()class WorkflowDraftRunLoopNodeApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.WORKFLOW])    def post(self, app_model: App, node_id: str):        """        Run draft workflow loop node        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("inputs", type=dict, location="json")        args = parser.parse_args()        try:            response = AppGenerateService.generate_single_loop(                app_model=app_model, user=current_user, node_id=node_id, args=args, streaming=True            )            return helper.compact_generate_response(response)        except services.errors.conversation.ConversationNotExistsError:            raise NotFound("Conversation Not Exists.")        except services.errors.conversation.ConversationCompletedError:            raise ConversationCompletedError()        except ValueError as e:            raise e        except Exception:            logging.exception("internal server error.")            raise InternalServerError()class DraftWorkflowRunApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.WORKFLOW])    def post(self, app_model: App):        """        Run draft workflow        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        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("files", type=list, required=False, location="json")        args = parser.parse_args()        try:            response = AppGenerateService.generate(                app_model=app_model,                user=current_user,                args=args,                invoke_from=InvokeFrom.DEBUGGER,                streaming=True,            )            return helper.compact_generate_response(response)        except InvokeRateLimitError as ex:            raise InvokeRateLimitHttpError(ex.description)class WorkflowTaskStopApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    def post(self, app_model: App, task_id: str):        """        Stop workflow task        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        AppQueueManager.set_stop_flag(task_id, InvokeFrom.DEBUGGER, current_user.id)        return {"result": "success"}class DraftWorkflowNodeRunApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    @marshal_with(workflow_run_node_execution_fields)    def post(self, app_model: App, node_id: str):        """        Run draft workflow node        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("inputs", type=dict, required=True, nullable=False, location="json")        args = parser.parse_args()        inputs = args.get("inputs")        if inputs == None:            raise ValueError("missing inputs")        workflow_service = WorkflowService()        workflow_node_execution = workflow_service.run_draft_workflow_node(            app_model=app_model, node_id=node_id, user_inputs=inputs, account=current_user        )        return workflow_node_executionclass PublishedWorkflowApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    @marshal_with(workflow_fields)    def get(self, app_model: App):        """        Get published workflow        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        # fetch published workflow by app_model        workflow_service = WorkflowService()        workflow = workflow_service.get_published_workflow(app_model=app_model)        # return workflow, if not found, return None        return workflow    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    def post(self, app_model: App):        """        Publish workflow        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("marked_name", type=str, required=False, default="", location="json")        parser.add_argument("marked_comment", type=str, required=False, default="", location="json")        args = parser.parse_args()        # Validate name and comment length        if args.marked_name and len(args.marked_name) > 20:            raise ValueError("Marked name cannot exceed 20 characters")        if args.marked_comment and len(args.marked_comment) > 100:            raise ValueError("Marked comment cannot exceed 100 characters")        workflow_service = WorkflowService()        with Session(db.engine) as session:            workflow = workflow_service.publish_workflow(                session=session,                app_model=app_model,                account=current_user,                marked_name=args.marked_name or "",                marked_comment=args.marked_comment or "",            )            app_model.workflow_id = workflow.id            db.session.commit()            workflow_created_at = TimestampField().format(workflow.created_at)            session.commit()        return {            "result": "success",            "created_at": workflow_created_at,        }class DefaultBlockConfigsApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    def get(self, app_model: App):        """        Get default block config        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        # Get default block configs        workflow_service = WorkflowService()        return workflow_service.get_default_block_configs()class DefaultBlockConfigApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    def get(self, app_model: App, block_type: str):        """        Get default block config        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("q", type=str, location="args")        args = parser.parse_args()        q = args.get("q")        filters = None        if q:            try:                filters = json.loads(args.get("q", ""))            except json.JSONDecodeError:                raise ValueError("Invalid filters")        # Get default block configs        workflow_service = WorkflowService()        return workflow_service.get_default_block_config(node_type=block_type, filters=filters)class ConvertToWorkflowApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.CHAT, AppMode.COMPLETION])    def post(self, app_model: App):        """        Convert basic mode of chatbot app to workflow mode        Convert expert mode of chatbot app to workflow mode        Convert Completion App to Workflow App        """        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        if request.data:            parser = reqparse.RequestParser()            parser.add_argument("name", type=str, required=False, nullable=True, location="json")            parser.add_argument("icon_type", type=str, required=False, nullable=True, location="json")            parser.add_argument("icon", type=str, required=False, nullable=True, location="json")            parser.add_argument("icon_background", type=str, required=False, nullable=True, location="json")            args = parser.parse_args()        else:            args = {}        # convert to workflow mode        workflow_service = WorkflowService()        new_app_model = workflow_service.convert_to_workflow(app_model=app_model, account=current_user, args=args)        # return app id        return {            "new_app_id": new_app_model.id,        }class WorkflowConfigApi(Resource):    """Resource for workflow configuration."""    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    def get(self, app_model: App):        return {            "parallel_depth_limit": dify_config.WORKFLOW_PARALLEL_DEPTH_LIMIT,        }class PublishedAllWorkflowApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    @marshal_with(workflow_pagination_fields)    def get(self, app_model: App):        """        Get published workflows        """        if not current_user.is_editor:            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("page", type=inputs.int_range(1, 99999), required=False, default=1, location="args")        parser.add_argument("limit", type=inputs.int_range(1, 100), required=False, default=20, location="args")        parser.add_argument("user_id", type=str, required=False, location="args")        parser.add_argument("named_only", type=inputs.boolean, required=False, default=False, location="args")        args = parser.parse_args()        page = int(args.get("page", 1))        limit = int(args.get("limit", 10))        user_id = args.get("user_id")        named_only = args.get("named_only", False)        if user_id:            if user_id != current_user.id:                raise Forbidden()            user_id = cast(str, user_id)        workflow_service = WorkflowService()        with Session(db.engine) as session:            workflows, has_more = workflow_service.get_all_published_workflow(                session=session,                app_model=app_model,                page=page,                limit=limit,                user_id=user_id,                named_only=named_only,            )            return {                "items": workflows,                "page": page,                "limit": limit,                "has_more": has_more,            }class WorkflowByIdApi(Resource):    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    @marshal_with(workflow_fields)    def patch(self, app_model: App, workflow_id: str):        """        Update workflow attributes        """        # Check permission        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("marked_name", type=str, required=False, location="json")        parser.add_argument("marked_comment", type=str, required=False, location="json")        args = parser.parse_args()        # Validate name and comment length        if args.marked_name and len(args.marked_name) > 20:            raise ValueError("Marked name cannot exceed 20 characters")        if args.marked_comment and len(args.marked_comment) > 100:            raise ValueError("Marked comment cannot exceed 100 characters")        args = parser.parse_args()        # Prepare update data        update_data = {}        if args.get("marked_name") is not None:            update_data["marked_name"] = args["marked_name"]        if args.get("marked_comment") is not None:            update_data["marked_comment"] = args["marked_comment"]        if not update_data:            return {"message": "No valid fields to update"}, 400        workflow_service = WorkflowService()        # Create a session and manage the transaction        with Session(db.engine, expire_on_commit=False) as session:            workflow = workflow_service.update_workflow(                session=session,                workflow_id=workflow_id,                tenant_id=app_model.tenant_id,                account_id=current_user.id,                data=update_data,            )            if not workflow:                raise NotFound("Workflow not found")            # Commit the transaction in the controller            session.commit()        return workflow    @setup_required    @login_required    @account_initialization_required    @get_app_model(mode=[AppMode.ADVANCED_CHAT, AppMode.WORKFLOW])    def delete(self, app_model: App, workflow_id: str):        """        Delete workflow        """        # Check permission        if not current_user.is_editor:            raise Forbidden()        if not isinstance(current_user, Account):            raise Forbidden()        workflow_service = WorkflowService()        # Create a session and manage the transaction        with Session(db.engine) as session:            try:                workflow_service.delete_workflow(                    session=session, workflow_id=workflow_id, tenant_id=app_model.tenant_id                )                # Commit the transaction in the controller                session.commit()            except WorkflowInUseError as e:                abort(400, description=str(e))            except DraftWorkflowDeletionError as e:                abort(400, description=str(e))            except ValueError as e:                raise NotFound(str(e))        return None, 204api.add_resource(    DraftWorkflowApi,    "/apps/<uuid:app_id>/workflows/draft",)api.add_resource(    WorkflowConfigApi,    "/apps/<uuid:app_id>/workflows/draft/config",)api.add_resource(    AdvancedChatDraftWorkflowRunApi,    "/apps/<uuid:app_id>/advanced-chat/workflows/draft/run",)api.add_resource(    DraftWorkflowRunApi,    "/apps/<uuid:app_id>/workflows/draft/run",)api.add_resource(    WorkflowTaskStopApi,    "/apps/<uuid:app_id>/workflow-runs/tasks/<string:task_id>/stop",)api.add_resource(    DraftWorkflowNodeRunApi,    "/apps/<uuid:app_id>/workflows/draft/nodes/<string:node_id>/run",)api.add_resource(    AdvancedChatDraftRunIterationNodeApi,    "/apps/<uuid:app_id>/advanced-chat/workflows/draft/iteration/nodes/<string:node_id>/run",)api.add_resource(    WorkflowDraftRunIterationNodeApi,    "/apps/<uuid:app_id>/workflows/draft/iteration/nodes/<string:node_id>/run",)api.add_resource(    AdvancedChatDraftRunLoopNodeApi,    "/apps/<uuid:app_id>/advanced-chat/workflows/draft/loop/nodes/<string:node_id>/run",)api.add_resource(    WorkflowDraftRunLoopNodeApi,    "/apps/<uuid:app_id>/workflows/draft/loop/nodes/<string:node_id>/run",)api.add_resource(    PublishedWorkflowApi,    "/apps/<uuid:app_id>/workflows/publish",)api.add_resource(    PublishedAllWorkflowApi,    "/apps/<uuid:app_id>/workflows",)api.add_resource(    DefaultBlockConfigsApi,    "/apps/<uuid:app_id>/workflows/default-workflow-block-configs",)api.add_resource(    DefaultBlockConfigApi,    "/apps/<uuid:app_id>/workflows/default-workflow-block-configs/<string:block_type>",)api.add_resource(    ConvertToWorkflowApi,    "/apps/<uuid:app_id>/convert-to-workflow",)api.add_resource(    WorkflowByIdApi,    "/apps/<uuid:app_id>/workflows/<string:workflow_id>",)
 |