import logging from flask_login import current_user from flask_restful import Resource, marshal, reqparse from werkzeug.exceptions import Forbidden, InternalServerError, NotFound import services from controllers.console import api from controllers.console.app.error import ( CompletionRequestError, ProviderModelCurrentlyNotSupportError, ProviderNotInitializeError, ProviderQuotaExceededError, ) from controllers.console.datasets.error import DatasetNotInitializedError from controllers.console.setup import setup_required from controllers.console.wraps import account_initialization_required from core.errors.error import ( LLMBadRequestError, ModelCurrentlyNotSupportError, ProviderTokenNotInitError, QuotaExceededError, ) from core.model_runtime.errors.invoke import InvokeError from fields.hit_testing_fields import hit_testing_record_fields from libs.login import login_required from services.dataset_service import DatasetService from services.hit_testing_service import HitTestingService class HitTestingApi(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('retrieval_model', type=dict, required=False, location='json') args = parser.parse_args() HitTestingService.hit_testing_args_check(args) try: response = HitTestingService.retrieve( dataset=dataset, query=args['query'], account=current_user, retrieval_model=args['retrieval_model'], limit=10 ) return {"query": response['query'], 'records': marshal(response['records'], hit_testing_record_fields)} except services.errors.index.IndexNotInitializedError: raise DatasetNotInitializedError() except ProviderTokenNotInitError as ex: raise ProviderNotInitializeError(ex.description) except QuotaExceededError: raise ProviderQuotaExceededError() except ModelCurrentlyNotSupportError: raise ProviderModelCurrentlyNotSupportError() except LLMBadRequestError: raise ProviderNotInitializeError( "No Embedding Model or Reranking Model available. Please configure a valid provider " "in the Settings -> Model Provider.") except InvokeError as e: raise CompletionRequestError(e.description) except ValueError as e: raise ValueError(str(e)) except Exception as e: logging.exception("Hit testing failed.") raise InternalServerError(str(e)) api.add_resource(HitTestingApi, '/datasets//hit-testing')