Initial commit

api/controllers/service_api/__init__.py

@@ -0,0 +1,12 @@
+# -*- coding:utf-8 -*-
+from flask import Blueprint
+
+from libs.external_api import ExternalApi
+
+bp = Blueprint('service_api', __name__, url_prefix='/v1')
+api = ExternalApi(bp)
+
+
+from .app import completion, app, conversation, message
+
+from .dataset import document

api/controllers/service_api/app/__init__.py

@@ -0,0 +1,27 @@
+from extensions.ext_database import db
+from models.model import EndUser
+
+
+def create_or_update_end_user_for_user_id(app_model, user_id):
+    """
+    Create or update session terminal based on user ID.
+    """
+    end_user = db.session.query(EndUser) \
+        .filter(
+        EndUser.tenant_id == app_model.tenant_id,
+        EndUser.session_id == user_id,
+        EndUser.type == 'service_api'
+    ).first()
+
+    if end_user is None:
+        end_user = EndUser(
+            tenant_id=app_model.tenant_id,
+            app_id=app_model.id,
+            type='service_api',
+            is_anonymous=True,
+            session_id=user_id
+        )
+        db.session.add(end_user)
+        db.session.commit()
+
+    return end_user

api/controllers/service_api/app/app.py

@@ -0,0 +1,43 @@
+# -*- coding:utf-8 -*-
+from flask_restful import fields, marshal_with
+
+from controllers.service_api import api
+from controllers.service_api.wraps import AppApiResource
+
+
+class AppParameterApi(AppApiResource):
+    """Resource for app variables."""
+
+    variable_fields = {
+        'key': fields.String,
+        'name': fields.String,
+        'description': fields.String,
+        'type': fields.String,
+        'default': fields.String,
+        'max_length': fields.Integer,
+        'options': fields.List(fields.String)
+    }
+
+    parameters_fields = {
+        'opening_statement': fields.String,
+        'suggested_questions': fields.Raw,
+        'suggested_questions_after_answer': fields.Raw,
+        'more_like_this': fields.Raw,
+        'user_input_form': fields.Raw,
+    }
+
+    @marshal_with(parameters_fields)
+    def get(self, app_model, end_user):
+        """Retrieve app parameters."""
+        app_model_config = app_model.app_model_config
+
+        return {
+            'opening_statement': app_model_config.opening_statement,
+            'suggested_questions': app_model_config.suggested_questions_list,
+            'suggested_questions_after_answer': app_model_config.suggested_questions_after_answer_dict,
+            'more_like_this': app_model_config.more_like_this_dict,
+            'user_input_form': app_model_config.user_input_form_list
+        }
+
+
+api.add_resource(AppParameterApi, '/parameters')

api/controllers/service_api/app/completion.py

@@ -0,0 +1,182 @@
+import json
+import logging
+from typing import Union, Generator
+
+from flask import stream_with_context, Response
+from flask_restful import reqparse
+from werkzeug.exceptions import NotFound, InternalServerError
+
+import services
+from controllers.service_api import api
+from controllers.service_api.app import create_or_update_end_user_for_user_id
+from controllers.service_api.app.error import AppUnavailableError, ProviderNotInitializeError, NotChatAppError, \
+    ConversationCompletedError, CompletionRequestError, ProviderQuotaExceededError, \
+    ProviderModelCurrentlyNotSupportError
+from controllers.service_api.wraps import AppApiResource
+from core.conversation_message_task import PubHandler
+from core.llm.error import LLMBadRequestError, LLMAuthorizationError, LLMAPIUnavailableError, LLMAPIConnectionError, \
+    LLMRateLimitError, ProviderTokenNotInitError, QuotaExceededError, ModelCurrentlyNotSupportError
+from libs.helper import uuid_value
+from services.completion_service import CompletionService
+
+
+class CompletionApi(AppApiResource):
+    def post(self, app_model, end_user):
+        if app_model.mode != 'completion':
+            raise AppUnavailableError()
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('inputs', type=dict, required=True, location='json')
+        parser.add_argument('query', type=str, location='json')
+        parser.add_argument('response_mode', type=str, choices=['blocking', 'streaming'], location='json')
+        parser.add_argument('user', type=str, location='json')
+        args = parser.parse_args()
+
+        streaming = args['response_mode'] == 'streaming'
+
+        if end_user is None and args['user'] is not None:
+            end_user = create_or_update_end_user_for_user_id(app_model, args['user'])
+
+        try:
+            response = CompletionService.completion(
+                app_model=app_model,
+                user=end_user,
+                args=args,
+                from_source='api',
+                streaming=streaming
+            )
+
+            return compact_response(response)
+        except services.errors.conversation.ConversationNotExistsError:
+            raise NotFound("Conversation Not Exists.")
+        except services.errors.conversation.ConversationCompletedError:
+            raise ConversationCompletedError()
+        except services.errors.app_model_config.AppModelConfigBrokenError:
+            logging.exception("App model config broken.")
+            raise AppUnavailableError()
+        except ProviderTokenNotInitError:
+            raise ProviderNotInitializeError()
+        except QuotaExceededError:
+            raise ProviderQuotaExceededError()
+        except ModelCurrentlyNotSupportError:
+            raise ProviderModelCurrentlyNotSupportError()
+        except (LLMBadRequestError, LLMAPIConnectionError, LLMAPIUnavailableError,
+                LLMRateLimitError, LLMAuthorizationError) as e:
+            raise CompletionRequestError(str(e))
+        except ValueError as e:
+            raise e
+        except Exception as e:
+            logging.exception("internal server error.")
+            raise InternalServerError()
+
+
+class CompletionStopApi(AppApiResource):
+    def post(self, app_model, end_user, task_id):
+        if app_model.mode != 'completion':
+            raise AppUnavailableError()
+
+        PubHandler.stop(end_user, task_id)
+
+        return {'result': 'success'}, 200
+
+
+class ChatApi(AppApiResource):
+    def post(self, app_model, end_user):
+        if app_model.mode != 'chat':
+            raise NotChatAppError()
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('inputs', type=dict, required=True, location='json')
+        parser.add_argument('query', type=str, required=True, location='json')
+        parser.add_argument('response_mode', type=str, choices=['blocking', 'streaming'], location='json')
+        parser.add_argument('conversation_id', type=uuid_value, location='json')
+        parser.add_argument('user', type=str, location='json')
+        args = parser.parse_args()
+
+        streaming = args['response_mode'] == 'streaming'
+
+        if end_user is None and args['user'] is not None:
+            end_user = create_or_update_end_user_for_user_id(app_model, args['user'])
+
+        try:
+            response = CompletionService.completion(
+                app_model=app_model,
+                user=end_user,
+                args=args,
+                from_source='api',
+                streaming=streaming
+            )
+
+            return compact_response(response)
+        except services.errors.conversation.ConversationNotExistsError:
+            raise NotFound("Conversation Not Exists.")
+        except services.errors.conversation.ConversationCompletedError:
+            raise ConversationCompletedError()
+        except services.errors.app_model_config.AppModelConfigBrokenError:
+            logging.exception("App model config broken.")
+            raise AppUnavailableError()
+        except ProviderTokenNotInitError:
+            raise ProviderNotInitializeError()
+        except QuotaExceededError:
+            raise ProviderQuotaExceededError()
+        except ModelCurrentlyNotSupportError:
+            raise ProviderModelCurrentlyNotSupportError()
+        except (LLMBadRequestError, LLMAPIConnectionError, LLMAPIUnavailableError,
+                LLMRateLimitError, LLMAuthorizationError) as e:
+            raise CompletionRequestError(str(e))
+        except ValueError as e:
+            raise e
+        except Exception as e:
+            logging.exception("internal server error.")
+            raise InternalServerError()
+
+
+class ChatStopApi(AppApiResource):
+    def post(self, app_model, end_user, task_id):
+        if app_model.mode != 'chat':
+            raise NotChatAppError()
+
+        PubHandler.stop(end_user, task_id)
+
+        return {'result': 'success'}, 200
+
+
+def compact_response(response: Union[dict | Generator]) -> Response:
+    if isinstance(response, dict):
+        return Response(response=json.dumps(response), status=200, mimetype='application/json')
+    else:
+        def generate() -> Generator:
+            try:
+                for chunk in response:
+                    yield chunk
+            except services.errors.conversation.ConversationNotExistsError:
+                yield "data: " + json.dumps(api.handle_error(NotFound("Conversation Not Exists.")).get_json()) + "\n\n"
+            except services.errors.conversation.ConversationCompletedError:
+                yield "data: " + json.dumps(api.handle_error(ConversationCompletedError()).get_json()) + "\n\n"
+            except services.errors.app_model_config.AppModelConfigBrokenError:
+                logging.exception("App model config broken.")
+                yield "data: " + json.dumps(api.handle_error(AppUnavailableError()).get_json()) + "\n\n"
+            except ProviderTokenNotInitError:
+                yield "data: " + json.dumps(api.handle_error(ProviderNotInitializeError()).get_json()) + "\n\n"
+            except QuotaExceededError:
+                yield "data: " + json.dumps(api.handle_error(ProviderQuotaExceededError()).get_json()) + "\n\n"
+            except ModelCurrentlyNotSupportError:
+                yield "data: " + json.dumps(api.handle_error(ProviderModelCurrentlyNotSupportError()).get_json()) + "\n\n"
+            except (LLMBadRequestError, LLMAPIConnectionError, LLMAPIUnavailableError,
+                    LLMRateLimitError, LLMAuthorizationError) as e:
+                yield "data: " + json.dumps(api.handle_error(CompletionRequestError(str(e))).get_json()) + "\n\n"
+            except ValueError as e:
+                yield "data: " + json.dumps(api.handle_error(e).get_json()) + "\n\n"
+            except Exception:
+                logging.exception("internal server error.")
+                yield "data: " + json.dumps(api.handle_error(InternalServerError()).get_json()) + "\n\n"
+
+        return Response(stream_with_context(generate()), status=200,
+                        mimetype='text/event-stream')
+
+
+api.add_resource(CompletionApi, '/completion-messages')
+api.add_resource(CompletionStopApi, '/completion-messages/<string:task_id>/stop')
+api.add_resource(ChatApi, '/chat-messages')
+api.add_resource(ChatStopApi, '/chat-messages/<string:task_id>/stop')
+

api/controllers/service_api/app/conversation.py

@@ -0,0 +1,76 @@
+# -*- coding:utf-8 -*-
+from flask_restful import fields, marshal_with, reqparse
+from flask_restful.inputs import int_range
+from werkzeug.exceptions import NotFound
+
+from controllers.service_api import api
+from controllers.service_api.app import create_or_update_end_user_for_user_id
+from controllers.service_api.app.error import NotChatAppError
+from controllers.service_api.wraps import AppApiResource
+from libs.helper import TimestampField, uuid_value
+import services
+from services.conversation_service import ConversationService
+
+conversation_fields = {
+    'id': fields.String,
+    'name': fields.String,
+    'inputs': fields.Raw,
+    'status': fields.String,
+    'introduction': fields.String,
+    'created_at': TimestampField
+}
+
+conversation_infinite_scroll_pagination_fields = {
+    'limit': fields.Integer,
+    'has_more': fields.Boolean,
+    'data': fields.List(fields.Nested(conversation_fields))
+}
+
+
+class ConversationApi(AppApiResource):
+
+    @marshal_with(conversation_infinite_scroll_pagination_fields)
+    def get(self, app_model, end_user):
+        if app_model.mode != 'chat':
+            raise NotChatAppError()
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('last_id', type=uuid_value, location='args')
+        parser.add_argument('limit', type=int_range(1, 100), required=False, default=20, location='args')
+        parser.add_argument('user', type=str, location='args')
+        args = parser.parse_args()
+
+        if end_user is None and args['user'] is not None:
+            end_user = create_or_update_end_user_for_user_id(app_model, args['user'])
+
+        try:
+            return ConversationService.pagination_by_last_id(app_model, end_user, args['last_id'], args['limit'])
+        except services.errors.conversation.LastConversationNotExistsError:
+            raise NotFound("Last Conversation Not Exists.")
+
+
+class ConversationRenameApi(AppApiResource):
+
+    @marshal_with(conversation_fields)
+    def post(self, app_model, end_user, c_id):
+        if app_model.mode != 'chat':
+            raise NotChatAppError()
+
+        conversation_id = str(c_id)
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('name', type=str, required=True, location='json')
+        parser.add_argument('user', type=str, location='json')
+        args = parser.parse_args()
+
+        if end_user is None and args['user'] is not None:
+            end_user = create_or_update_end_user_for_user_id(app_model, args['user'])
+
+        try:
+            return ConversationService.rename(app_model, conversation_id, end_user, args['name'])
+        except services.errors.conversation.ConversationNotExistsError:
+            raise NotFound("Conversation Not Exists.")
+
+
+api.add_resource(ConversationRenameApi, '/conversations/<uuid:c_id>/name', endpoint='conversation_name')
+api.add_resource(ConversationApi, '/conversations')

api/controllers/service_api/app/error.py

@@ -0,0 +1,51 @@
+# -*- coding:utf-8 -*-
+from libs.exception import BaseHTTPException
+
+
+class AppUnavailableError(BaseHTTPException):
+    error_code = 'app_unavailable'
+    description = "App unavailable."
+    code = 400
+
+
+class NotCompletionAppError(BaseHTTPException):
+    error_code = 'not_completion_app'
+    description = "Not Completion App"
+    code = 400
+
+
+class NotChatAppError(BaseHTTPException):
+    error_code = 'not_chat_app'
+    description = "Not Chat App"
+    code = 400
+
+
+class ConversationCompletedError(BaseHTTPException):
+    error_code = 'conversation_completed'
+    description = "Conversation Completed."
+    code = 400
+
+
+class ProviderNotInitializeError(BaseHTTPException):
+    error_code = 'provider_not_initialize'
+    description = "Provider Token not initialize."
+    code = 400
+
+
+class ProviderQuotaExceededError(BaseHTTPException):
+    error_code = 'provider_quota_exceeded'
+    description = "Provider quota exceeded."
+    code = 400
+
+
+class ProviderModelCurrentlyNotSupportError(BaseHTTPException):
+    error_code = 'model_currently_not_support'
+    description = "GPT-4 currently not support."
+    code = 400
+
+
+class CompletionRequestError(BaseHTTPException):
+    error_code = 'completion_request_error'
+    description = "Completion request failed."
+    code = 400
+

api/controllers/service_api/app/message.py

@@ -0,0 +1,81 @@
+# -*- coding:utf-8 -*-
+from flask_restful import fields, marshal_with, reqparse
+from flask_restful.inputs import int_range
+from werkzeug.exceptions import NotFound
+
+import services
+from controllers.service_api import api
+from controllers.service_api.app import create_or_update_end_user_for_user_id
+from controllers.service_api.app.error import NotChatAppError
+from controllers.service_api.wraps import AppApiResource
+from libs.helper import TimestampField, uuid_value
+from services.message_service import MessageService
+
+
+class MessageListApi(AppApiResource):
+    feedback_fields = {
+        'rating': fields.String
+    }
+
+    message_fields = {
+        'id': fields.String,
+        'conversation_id': fields.String,
+        'inputs': fields.Raw,
+        'query': fields.String,
+        'answer': fields.String,
+        'feedback': fields.Nested(feedback_fields, attribute='user_feedback', allow_null=True),
+        'created_at': TimestampField
+    }
+
+    message_infinite_scroll_pagination_fields = {
+        'limit': fields.Integer,
+        'has_more': fields.Boolean,
+        'data': fields.List(fields.Nested(message_fields))
+    }
+
+    @marshal_with(message_infinite_scroll_pagination_fields)
+    def get(self, app_model, end_user):
+        if app_model.mode != 'chat':
+            raise NotChatAppError()
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('conversation_id', required=True, type=uuid_value, location='args')
+        parser.add_argument('first_id', type=uuid_value, location='args')
+        parser.add_argument('limit', type=int_range(1, 100), required=False, default=20, location='args')
+        parser.add_argument('user', type=str, location='args')
+        args = parser.parse_args()
+
+        if end_user is None and args['user'] is not None:
+            end_user = create_or_update_end_user_for_user_id(app_model, args['user'])
+
+        try:
+            return MessageService.pagination_by_first_id(app_model, end_user,
+                                                         args['conversation_id'], args['first_id'], args['limit'])
+        except services.errors.conversation.ConversationNotExistsError:
+            raise NotFound("Conversation Not Exists.")
+        except services.errors.message.FirstMessageNotExistsError:
+            raise NotFound("First Message Not Exists.")
+
+
+class MessageFeedbackApi(AppApiResource):
+    def post(self, app_model, end_user, message_id):
+        message_id = str(message_id)
+
+        parser = reqparse.RequestParser()
+        parser.add_argument('rating', type=str, choices=['like', 'dislike', None], location='json')
+        parser.add_argument('user', type=str, location='json')
+        args = parser.parse_args()
+
+        if end_user is None and args['user'] is not None:
+            end_user = create_or_update_end_user_for_user_id(app_model, args['user'])
+
+        try:
+            MessageService.create_feedback(app_model, message_id, end_user, args['rating'])
+        except services.errors.message.MessageNotExistsError:
+            raise NotFound("Message Not Exists.")
+
+        return {'result': 'success'}
+
+
+api.add_resource(MessageListApi, '/messages')
+api.add_resource(MessageFeedbackApi, '/messages/<uuid:message_id>/feedbacks')

api/controllers/service_api/dataset/document.py

@@ -0,0 +1,129 @@
+import datetime
+import uuid
+
+from flask import current_app
+from flask_restful import reqparse
+from werkzeug.exceptions import NotFound
+
+import services.dataset_service
+from controllers.service_api import api
+from controllers.service_api.app.error import ProviderNotInitializeError
+from controllers.service_api.dataset.error import ArchivedDocumentImmutableError, DocumentIndexingError, \
+    DatasetNotInitedError
+from controllers.service_api.wraps import DatasetApiResource
+from core.llm.error import ProviderTokenNotInitError
+from extensions.ext_database import db
+from extensions.ext_storage import storage
+from models.model import UploadFile
+from services.dataset_service import DocumentService
+
+
+class DocumentListApi(DatasetApiResource):
+    """Resource for documents."""
+
+    def post(self, dataset):
+        """Create document."""
+        parser = reqparse.RequestParser()
+        parser.add_argument('name', type=str, required=True, nullable=False, location='json')
+        parser.add_argument('text', type=str, required=True, nullable=False, location='json')
+        parser.add_argument('doc_type', type=str, location='json')
+        parser.add_argument('doc_metadata', type=dict, location='json')
+        args = parser.parse_args()
+
+        if not dataset.indexing_technique:
+            raise DatasetNotInitedError("Dataset indexing technique must be set.")
+
+        doc_type = args.get('doc_type')
+        doc_metadata = args.get('doc_metadata')
+
+        if doc_type and doc_type not in DocumentService.DOCUMENT_METADATA_SCHEMA:
+            raise ValueError('Invalid doc_type.')
+
+        # user uuid as file name
+        file_uuid = str(uuid.uuid4())
+        file_key = 'upload_files/' + dataset.tenant_id + '/' + file_uuid + '.txt'
+
+        # save file to storage
+        storage.save(file_key, args.get('text'))
+
+        # save file to db
+        config = current_app.config
+        upload_file = UploadFile(
+            tenant_id=dataset.tenant_id,
+            storage_type=config['STORAGE_TYPE'],
+            key=file_key,
+            name=args.get('name') + '.txt',
+            size=len(args.get('text')),
+            extension='txt',
+            mime_type='text/plain',
+            created_by=dataset.created_by,
+            created_at=datetime.datetime.utcnow(),
+            used=True,
+            used_by=dataset.created_by,
+            used_at=datetime.datetime.utcnow()
+        )
+
+        db.session.add(upload_file)
+        db.session.commit()
+
+        document_data = {
+            'data_source': {
+                'type': 'upload_file',
+                'info': upload_file.id
+            }
+        }
+
+        try:
+            document = DocumentService.save_document_with_dataset_id(
+                dataset=dataset,
+                document_data=document_data,
+                account=dataset.created_by_account,
+                dataset_process_rule=dataset.latest_process_rule,
+                created_from='api'
+            )
+        except ProviderTokenNotInitError:
+            raise ProviderNotInitializeError()
+
+        if doc_type and doc_metadata:
+            metadata_schema = DocumentService.DOCUMENT_METADATA_SCHEMA[doc_type]
+
+            document.doc_metadata = {}
+
+            for key, value_type in metadata_schema.items():
+                value = doc_metadata.get(key)
+                if value is not None and isinstance(value, value_type):
+                    document.doc_metadata[key] = value
+
+            document.doc_type = doc_type
+            document.updated_at = datetime.datetime.utcnow()
+            db.session.commit()
+
+        return {'id': document.id}
+
+
+class DocumentApi(DatasetApiResource):
+    def delete(self, dataset, document_id):
+        """Delete document."""
+        document_id = str(document_id)
+
+        document = DocumentService.get_document(dataset.id, document_id)
+
+        # 404 if document not found
+        if document is None:
+            raise NotFound("Document Not Exists.")
+
+        # 403 if document is archived
+        if DocumentService.check_archived(document):
+            raise ArchivedDocumentImmutableError()
+
+        try:
+            # delete document
+            DocumentService.delete_document(document)
+        except services.errors.document.DocumentIndexingError:
+            raise DocumentIndexingError('Cannot delete document during indexing.')
+
+        return {'result': 'success'}, 204
+
+
+api.add_resource(DocumentListApi, '/documents')
+api.add_resource(DocumentApi, '/documents/<uuid:document_id>')

api/controllers/service_api/dataset/error.py

@@ -0,0 +1,20 @@
+# -*- coding:utf-8 -*-
+from libs.exception import BaseHTTPException
+
+
+class ArchivedDocumentImmutableError(BaseHTTPException):
+    error_code = 'archived_document_immutable'
+    description = "Cannot operate when document was archived."
+    code = 403
+
+
+class DocumentIndexingError(BaseHTTPException):
+    error_code = 'document_indexing'
+    description = "Cannot operate document during indexing."
+    code = 403
+
+
+class DatasetNotInitedError(BaseHTTPException):
+    error_code = 'dataset_not_inited'
+    description = "Dataset not inited."
+    code = 403

api/controllers/service_api/wraps.py

@@ -0,0 +1,95 @@
+# -*- coding:utf-8 -*-
+from datetime import datetime
+from functools import wraps
+
+from flask import request
+from flask_restful import Resource
+from werkzeug.exceptions import NotFound, Unauthorized
+
+from extensions.ext_database import db
+from models.dataset import Dataset
+from models.model import ApiToken, App
+
+
+def validate_app_token(view=None):
+    def decorator(view):
+        @wraps(view)
+        def decorated(*args, **kwargs):
+            api_token = validate_and_get_api_token('app')
+
+            app_model = db.session.query(App).get(api_token.app_id)
+            if not app_model:
+                raise NotFound()
+
+            if app_model.status != 'normal':
+                raise NotFound()
+
+            if not app_model.enable_api:
+                raise NotFound()
+
+            return view(app_model, None, *args, **kwargs)
+        return decorated
+
+    if view:
+        return decorator(view)
+
+    # if view is None, it means that the decorator is used without parentheses
+    # use the decorator as a function for method_decorators
+    return decorator
+
+
+def validate_dataset_token(view=None):
+    def decorator(view):
+        @wraps(view)
+        def decorated(*args, **kwargs):
+            api_token = validate_and_get_api_token('dataset')
+
+            dataset = db.session.query(Dataset).get(api_token.dataset_id)
+            if not dataset:
+                raise NotFound()
+
+            return view(dataset, *args, **kwargs)
+        return decorated
+
+    if view:
+        return decorator(view)
+
+    # if view is None, it means that the decorator is used without parentheses
+    # use the decorator as a function for method_decorators
+    return decorator
+
+
+def validate_and_get_api_token(scope=None):
+    """
+    Validate and get API token.
+    """
+    auth_header = request.headers.get('Authorization')
+    if auth_header is None:
+        raise Unauthorized()
+
+    auth_scheme, auth_token = auth_header.split(None, 1)
+    auth_scheme = auth_scheme.lower()
+
+    if auth_scheme != 'bearer':
+        raise Unauthorized()
+
+    api_token = db.session.query(ApiToken).filter(
+        ApiToken.token == auth_token,
+        ApiToken.type == scope,
+    ).first()
+
+    if not api_token:
+        raise Unauthorized()
+
+    api_token.last_used_at = datetime.utcnow()
+    db.session.commit()
+
+    return api_token
+
+
+class AppApiResource(Resource):
+    method_decorators = [validate_app_token]
+
+
+class DatasetApiResource(Resource):
+    method_decorators = [validate_dataset_token]