| 123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263 | from flask import requestfrom flask_login import current_user  # type: ignorefrom flask_restful import Resource, marshal, reqparse  # type: ignorefrom werkzeug.exceptions import Forbidden, InternalServerError, NotFoundimport servicesfrom controllers.console import apifrom controllers.console.datasets.error import DatasetNameDuplicateErrorfrom controllers.console.wraps import account_initialization_required, setup_requiredfrom fields.dataset_fields import dataset_detail_fieldsfrom libs.login import login_requiredfrom services.dataset_service import DatasetServicefrom services.external_knowledge_service import ExternalDatasetServicefrom services.hit_testing_service import HitTestingServicefrom services.knowledge_service import ExternalDatasetTestServicedef _validate_name(name):    if not name or len(name) < 1 or len(name) > 100:        raise ValueError("Name must be between 1 to 100 characters.")    return namedef _validate_description_length(description):    if description and len(description) > 400:        raise ValueError("Description cannot exceed 400 characters.")    return descriptionclass ExternalApiTemplateListApi(Resource):    @setup_required    @login_required    @account_initialization_required    def get(self):        page = request.args.get("page", default=1, type=int)        limit = request.args.get("limit", default=20, type=int)        search = request.args.get("keyword", default=None, type=str)        external_knowledge_apis, total = ExternalDatasetService.get_external_knowledge_apis(            page, limit, current_user.current_tenant_id, search        )        response = {            "data": [item.to_dict() for item in external_knowledge_apis],            "has_more": len(external_knowledge_apis) == limit,            "limit": limit,            "total": total,            "page": page,        }        return response, 200    @setup_required    @login_required    @account_initialization_required    def post(self):        parser = reqparse.RequestParser()        parser.add_argument(            "name",            nullable=False,            required=True,            help="Name is required. Name must be between 1 to 100 characters.",            type=_validate_name,        )        parser.add_argument(            "settings",            type=dict,            location="json",            nullable=False,            required=True,        )        args = parser.parse_args()        ExternalDatasetService.validate_api_list(args["settings"])        # 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()        try:            external_knowledge_api = ExternalDatasetService.create_external_knowledge_api(                tenant_id=current_user.current_tenant_id, user_id=current_user.id, args=args            )        except services.errors.dataset.DatasetNameDuplicateError:            raise DatasetNameDuplicateError()        return external_knowledge_api.to_dict(), 201class ExternalApiTemplateApi(Resource):    @setup_required    @login_required    @account_initialization_required    def get(self, external_knowledge_api_id):        external_knowledge_api_id = str(external_knowledge_api_id)        external_knowledge_api = ExternalDatasetService.get_external_knowledge_api(external_knowledge_api_id)        if external_knowledge_api is None:            raise NotFound("API template not found.")        return external_knowledge_api.to_dict(), 200    @setup_required    @login_required    @account_initialization_required    def patch(self, external_knowledge_api_id):        external_knowledge_api_id = str(external_knowledge_api_id)        parser = reqparse.RequestParser()        parser.add_argument(            "name",            nullable=False,            required=True,            help="type is required. Name must be between 1 to 100 characters.",            type=_validate_name,        )        parser.add_argument(            "settings",            type=dict,            location="json",            nullable=False,            required=True,        )        args = parser.parse_args()        ExternalDatasetService.validate_api_list(args["settings"])        external_knowledge_api = ExternalDatasetService.update_external_knowledge_api(            tenant_id=current_user.current_tenant_id,            user_id=current_user.id,            external_knowledge_api_id=external_knowledge_api_id,            args=args,        )        return external_knowledge_api.to_dict(), 200    @setup_required    @login_required    @account_initialization_required    def delete(self, external_knowledge_api_id):        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:            raise Forbidden()        ExternalDatasetService.delete_external_knowledge_api(current_user.current_tenant_id, external_knowledge_api_id)        return {"result": "success"}, 200class ExternalApiUseCheckApi(Resource):    @setup_required    @login_required    @account_initialization_required    def get(self, external_knowledge_api_id):        external_knowledge_api_id = str(external_knowledge_api_id)        external_knowledge_api_is_using, count = ExternalDatasetService.external_knowledge_api_use_check(            external_knowledge_api_id        )        return {"is_using": external_knowledge_api_is_using, "count": count}, 200class ExternalDatasetCreateApi(Resource):    @setup_required    @login_required    @account_initialization_required    def post(self):        # The role of the current user in the ta table must be admin, owner, or editor        if not current_user.is_editor:            raise Forbidden()        parser = reqparse.RequestParser()        parser.add_argument("external_knowledge_api_id", type=str, required=True, nullable=False, location="json")        parser.add_argument("external_knowledge_id", type=str, required=True, nullable=False, location="json")        parser.add_argument(            "name",            nullable=False,            required=True,            help="name is required. Name must be between 1 to 100 characters.",            type=_validate_name,        )        parser.add_argument("description", type=str, required=False, nullable=True, location="json")        parser.add_argument("external_retrieval_model", type=dict, required=False, location="json")        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()        try:            dataset = ExternalDatasetService.create_external_dataset(                tenant_id=current_user.current_tenant_id,                user_id=current_user.id,                args=args,            )        except services.errors.dataset.DatasetNameDuplicateError:            raise DatasetNameDuplicateError()        return marshal(dataset, dataset_detail_fields), 201class ExternalKnowledgeHitTestingApi(Resource):    @setup_required    @login_required    @account_initialization_required    def post(self, dataset_id):        dataset_id_str = str(dataset_id)        dataset = DatasetService.get_dataset(dataset_id_str)        if dataset is None:            raise NotFound("Dataset not found.")        try:            DatasetService.check_dataset_permission(dataset, current_user)        except services.errors.account.NoPermissionError as e:            raise Forbidden(str(e))        parser = reqparse.RequestParser()        parser.add_argument("query", type=str, location="json")        parser.add_argument("external_retrieval_model", type=dict, required=False, location="json")        args = parser.parse_args()        HitTestingService.hit_testing_args_check(args)        try:            response = HitTestingService.external_retrieve(                dataset=dataset,                query=args["query"],                account=current_user,                external_retrieval_model=args["external_retrieval_model"],            )            return response        except Exception as e:            raise InternalServerError(str(e))class BedrockRetrievalApi(Resource):    # this api is only for internal testing    def post(self):        parser = reqparse.RequestParser()        parser.add_argument("retrieval_setting", nullable=False, required=True, type=dict, location="json")        parser.add_argument(            "query",            nullable=False,            required=True,            type=str,        )        parser.add_argument("knowledge_id", nullable=False, required=True, type=str)        args = parser.parse_args()        # Call the knowledge retrieval service        result = ExternalDatasetTestService.knowledge_retrieval(            args["retrieval_setting"], args["query"], args["knowledge_id"]        )        return result, 200api.add_resource(ExternalKnowledgeHitTestingApi, "/datasets/<uuid:dataset_id>/external-hit-testing")api.add_resource(ExternalDatasetCreateApi, "/datasets/external")api.add_resource(ExternalApiTemplateListApi, "/datasets/external-knowledge-api")api.add_resource(ExternalApiTemplateApi, "/datasets/external-knowledge-api/<uuid:external_knowledge_api_id>")api.add_resource(ExternalApiUseCheckApi, "/datasets/external-knowledge-api/<uuid:external_knowledge_api_id>/use-check")# this api is only for internal testapi.add_resource(BedrockRetrievalApi, "/test/retrieval")
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